GSS_2014 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2014 child status by age")
2014 child status by age
| 22 |
none |
35.3142860 |
8.0938850 |
3.60 |
0.83 |
| 22 |
one |
0.7322095 |
0.5179215 |
0.07 |
0.05 |
| 22 |
two |
2.8684149 |
2.0616530 |
0.29 |
0.21 |
| 22 |
three or more |
0.8537350 |
0.8537350 |
0.09 |
0.09 |
| 23 |
none |
36.6843088 |
8.6884224 |
3.74 |
0.89 |
| 23 |
one |
8.4490132 |
3.4420963 |
0.86 |
0.35 |
| 23 |
two |
1.3597246 |
1.3597246 |
0.14 |
0.14 |
| 24 |
none |
38.0403046 |
9.2909138 |
3.88 |
0.95 |
| 24 |
one |
4.1065560 |
2.5220203 |
0.42 |
0.26 |
| 24 |
two |
2.3933567 |
1.7192995 |
0.24 |
0.18 |
| 24 |
three or more |
3.7785925 |
2.9382515 |
0.39 |
0.30 |
| 25 |
none |
39.0668709 |
7.9224251 |
3.99 |
0.81 |
| 25 |
one |
13.2858424 |
4.8027164 |
1.36 |
0.49 |
| 25 |
two |
6.9332513 |
2.8863923 |
0.71 |
0.29 |
| 25 |
three or more |
3.9454035 |
2.6916789 |
0.40 |
0.27 |
| 26 |
none |
39.2795116 |
8.3017907 |
4.01 |
0.85 |
| 26 |
one |
6.0718303 |
2.5468229 |
0.62 |
0.26 |
| 26 |
two |
7.4431748 |
3.4393848 |
0.76 |
0.35 |
| 26 |
three or more |
2.9187368 |
1.8781443 |
0.30 |
0.19 |
| 27 |
none |
40.2950107 |
9.7773965 |
4.11 |
1.00 |
| 27 |
one |
6.1158459 |
2.8170264 |
0.62 |
0.29 |
| 27 |
two |
8.3024309 |
3.6033776 |
0.85 |
0.37 |
| 27 |
three or more |
5.4635740 |
2.7585427 |
0.56 |
0.28 |
| 28 |
none |
19.5225255 |
5.3662083 |
1.99 |
0.55 |
| 28 |
one |
6.4648617 |
3.0726298 |
0.66 |
0.31 |
| 28 |
two |
8.3031626 |
3.1382721 |
0.85 |
0.32 |
| 28 |
three or more |
1.7444577 |
1.2833826 |
0.18 |
0.13 |
| 29 |
none |
35.2875099 |
8.6089571 |
3.60 |
0.88 |
| 29 |
one |
11.2718624 |
3.5043976 |
1.15 |
0.36 |
| 29 |
two |
6.1595866 |
2.8814044 |
0.63 |
0.29 |
| 29 |
three or more |
7.3463930 |
3.4228634 |
0.75 |
0.35 |
| 30 |
none |
18.0773910 |
4.6175035 |
1.84 |
0.47 |
| 30 |
one |
18.4761811 |
5.4533400 |
1.89 |
0.56 |
| 30 |
two |
7.7892039 |
2.4828354 |
0.79 |
0.25 |
| 30 |
three or more |
5.4251796 |
2.1514761 |
0.55 |
0.22 |
| 31 |
none |
12.7757924 |
3.4430295 |
1.30 |
0.35 |
| 31 |
one |
11.0840624 |
3.6694520 |
1.13 |
0.37 |
| 31 |
two |
9.5687192 |
3.1222444 |
0.98 |
0.32 |
| 31 |
three or more |
8.5421086 |
2.8868652 |
0.87 |
0.29 |
| 32 |
none |
27.4088051 |
5.8926988 |
2.80 |
0.60 |
| 32 |
one |
8.8192648 |
3.2054263 |
0.90 |
0.33 |
| 32 |
two |
8.5389629 |
3.1479321 |
0.87 |
0.32 |
| 32 |
three or more |
6.7915882 |
2.3774432 |
0.69 |
0.24 |
| 33 |
none |
16.0845800 |
4.5945988 |
1.64 |
0.47 |
| 33 |
one |
8.0326767 |
3.1830046 |
0.82 |
0.32 |
| 33 |
two |
9.6015148 |
2.8715385 |
0.98 |
0.29 |
| 33 |
three or more |
9.1885870 |
4.1441977 |
0.94 |
0.42 |
| 34 |
none |
14.7238649 |
5.7451168 |
1.50 |
0.59 |
| 34 |
one |
7.6425727 |
2.4093290 |
0.78 |
0.25 |
| 34 |
two |
11.1780718 |
3.3257948 |
1.14 |
0.34 |
| 34 |
three or more |
5.9824110 |
1.9962773 |
0.61 |
0.20 |
| 35 |
none |
9.3093644 |
3.0655329 |
0.95 |
0.31 |
| 35 |
one |
6.6079347 |
2.4744470 |
0.67 |
0.25 |
| 35 |
two |
7.8349695 |
2.5584536 |
0.80 |
0.26 |
| 35 |
three or more |
10.8031151 |
3.4456661 |
1.10 |
0.35 |
| 36 |
none |
8.6750424 |
3.0518164 |
0.89 |
0.31 |
| 36 |
one |
5.1231080 |
1.9967748 |
0.52 |
0.20 |
| 36 |
two |
6.6294142 |
2.3082923 |
0.68 |
0.24 |
| 36 |
three or more |
13.2591699 |
3.9904479 |
1.35 |
0.41 |
| 37 |
none |
10.2321320 |
3.0719465 |
1.04 |
0.31 |
| 37 |
one |
6.2500154 |
2.3034956 |
0.64 |
0.24 |
| 37 |
two |
17.0246190 |
4.8513665 |
1.74 |
0.50 |
| 37 |
three or more |
9.6834987 |
2.8971867 |
0.99 |
0.30 |
| 38 |
none |
9.3447385 |
3.9687181 |
0.95 |
0.40 |
| 38 |
one |
5.1337206 |
2.1972560 |
0.52 |
0.22 |
| 38 |
two |
19.4071695 |
5.5383768 |
1.98 |
0.57 |
| 38 |
three or more |
13.0790283 |
3.6603027 |
1.33 |
0.37 |
| 39 |
none |
7.3013218 |
2.7468670 |
0.75 |
0.28 |
| 39 |
one |
5.8280027 |
2.1498667 |
0.59 |
0.22 |
| 39 |
two |
13.0448073 |
3.6560597 |
1.33 |
0.37 |
| 39 |
three or more |
17.7106664 |
4.5192337 |
1.81 |
0.46 |
| 40 |
none |
7.3651208 |
2.6807326 |
0.75 |
0.27 |
| 40 |
one |
6.9879353 |
2.7387629 |
0.71 |
0.28 |
| 40 |
two |
16.4874092 |
4.1327425 |
1.68 |
0.42 |
| 40 |
three or more |
13.1590012 |
4.0758097 |
1.34 |
0.42 |
| 41 |
none |
13.1128129 |
4.0753415 |
1.34 |
0.42 |
| 41 |
one |
10.0284711 |
3.2711338 |
1.02 |
0.33 |
| 41 |
two |
16.2455268 |
4.6476311 |
1.66 |
0.47 |
| 41 |
three or more |
16.1282324 |
4.9871483 |
1.65 |
0.51 |
| 42 |
none |
2.6282554 |
1.3409862 |
0.27 |
0.14 |
| 42 |
one |
4.5580573 |
1.9477267 |
0.47 |
0.20 |
| 42 |
two |
11.5236208 |
3.4367502 |
1.18 |
0.35 |
| 42 |
three or more |
9.5102140 |
3.1277435 |
0.97 |
0.32 |
| 43 |
none |
7.3405651 |
2.4058359 |
0.75 |
0.25 |
| 43 |
one |
6.2934382 |
2.7701935 |
0.64 |
0.28 |
| 43 |
two |
13.7593056 |
4.3963183 |
1.40 |
0.45 |
| 43 |
three or more |
25.8309360 |
5.6813382 |
2.64 |
0.58 |
GSS_2014 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2014 marriage status by age")
2014 marriage status by age
| 22 |
married |
2.968491 |
2.2317198 |
0.30 |
0.23 |
| 22 |
never married |
36.800154 |
8.1077711 |
3.76 |
0.83 |
| 23 |
married |
1.123185 |
1.1231849 |
0.11 |
0.11 |
| 23 |
never married |
45.369862 |
9.3633044 |
4.63 |
0.96 |
| 24 |
married |
3.900299 |
1.9919859 |
0.40 |
0.20 |
| 24 |
never married |
40.139721 |
9.4884928 |
4.10 |
0.97 |
| 24 |
separated |
4.278790 |
3.1950118 |
0.44 |
0.33 |
| 25 |
married |
11.534584 |
4.2851384 |
1.18 |
0.44 |
| 25 |
never married |
49.310641 |
8.9332113 |
5.03 |
0.91 |
| 25 |
separated |
2.386143 |
1.7104826 |
0.24 |
0.17 |
| 26 |
married |
8.347565 |
2.8054840 |
0.85 |
0.29 |
| 26 |
never married |
44.049174 |
8.8981710 |
4.49 |
0.91 |
| 26 |
separated |
3.316514 |
1.8883606 |
0.34 |
0.19 |
| 27 |
married |
23.660755 |
7.8722830 |
2.41 |
0.80 |
| 27 |
never married |
36.516107 |
7.8804563 |
3.73 |
0.80 |
| 28 |
married |
12.601134 |
3.9326785 |
1.29 |
0.40 |
| 28 |
never married |
22.407230 |
5.8028306 |
2.29 |
0.59 |
| 28 |
separated |
1.026644 |
0.7269331 |
0.10 |
0.07 |
| 29 |
married |
40.808391 |
8.6846947 |
4.16 |
0.89 |
| 29 |
never married |
17.890982 |
5.4544059 |
1.83 |
0.56 |
| 29 |
separated |
1.365979 |
1.0162548 |
0.14 |
0.10 |
| 30 |
married |
25.782762 |
6.2963469 |
2.63 |
0.64 |
| 30 |
never married |
19.326617 |
4.3085533 |
1.97 |
0.44 |
| 30 |
separated |
4.658576 |
1.8780412 |
0.48 |
0.19 |
| 31 |
married |
22.977545 |
4.9253269 |
2.34 |
0.50 |
| 31 |
never married |
13.734274 |
3.7333412 |
1.40 |
0.38 |
| 31 |
separated |
5.258863 |
2.2559483 |
0.54 |
0.23 |
| 32 |
married |
27.362945 |
5.6994445 |
2.79 |
0.58 |
| 32 |
never married |
19.548900 |
4.9715585 |
1.99 |
0.51 |
| 32 |
separated |
4.646776 |
1.8110030 |
0.47 |
0.18 |
| 33 |
married |
26.820178 |
6.0948918 |
2.74 |
0.62 |
| 33 |
never married |
10.494015 |
3.8001127 |
1.07 |
0.39 |
| 33 |
separated |
5.593165 |
2.2206210 |
0.57 |
0.23 |
| 34 |
married |
16.056540 |
3.9633306 |
1.64 |
0.40 |
| 34 |
never married |
18.275148 |
5.8956068 |
1.86 |
0.60 |
| 34 |
separated |
5.195233 |
1.8218198 |
0.53 |
0.19 |
| 35 |
married |
17.635822 |
4.2876739 |
1.80 |
0.44 |
| 35 |
never married |
11.624400 |
3.2860737 |
1.19 |
0.34 |
| 35 |
separated |
5.295161 |
2.1658517 |
0.54 |
0.22 |
| 36 |
married |
24.364012 |
5.2031115 |
2.49 |
0.53 |
| 36 |
never married |
6.624864 |
2.4082472 |
0.68 |
0.25 |
| 36 |
separated |
2.697858 |
1.2462094 |
0.28 |
0.13 |
| 37 |
married |
20.674135 |
4.9411127 |
2.11 |
0.50 |
| 37 |
never married |
16.344732 |
3.8488263 |
1.67 |
0.39 |
| 37 |
separated |
6.171397 |
2.7135618 |
0.63 |
0.28 |
| 38 |
married |
28.484380 |
6.5614856 |
2.91 |
0.67 |
| 38 |
never married |
9.552453 |
3.1490950 |
0.97 |
0.32 |
| 38 |
separated |
8.927823 |
3.3990727 |
0.91 |
0.35 |
| 39 |
married |
26.083475 |
5.0161706 |
2.66 |
0.51 |
| 39 |
never married |
9.201070 |
3.3245894 |
0.94 |
0.34 |
| 39 |
separated |
8.600254 |
3.1043528 |
0.88 |
0.32 |
| 40 |
married |
26.798974 |
5.4469965 |
2.73 |
0.56 |
| 40 |
never married |
8.607867 |
3.2073109 |
0.88 |
0.33 |
| 40 |
separated |
8.592625 |
2.8804443 |
0.88 |
0.29 |
| 41 |
married |
37.695437 |
7.5290408 |
3.85 |
0.77 |
| 41 |
never married |
11.961939 |
3.6414963 |
1.22 |
0.37 |
| 41 |
separated |
5.857667 |
1.8755954 |
0.60 |
0.19 |
| 42 |
married |
13.493631 |
3.8800402 |
1.38 |
0.40 |
| 42 |
never married |
4.502155 |
2.0451839 |
0.46 |
0.21 |
| 42 |
separated |
10.224361 |
2.8153802 |
1.04 |
0.29 |
| 43 |
married |
33.094165 |
6.6630517 |
3.38 |
0.68 |
| 43 |
never married |
4.941453 |
1.8332528 |
0.50 |
0.19 |
| 43 |
separated |
15.188627 |
4.1415436 |
1.55 |
0.42 |
GSS_2014 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2014 children by marriage status and age")
2014 children by marriage status and age
| 22 |
married |
none |
2.9684914 |
2.2317198 |
0.30 |
0.23 |
| 22 |
never married |
none |
32.3457946 |
7.7849916 |
3.30 |
0.79 |
| 22 |
never married |
one |
0.7322095 |
0.5179215 |
0.07 |
0.05 |
| 22 |
never married |
two |
2.8684149 |
2.0616530 |
0.29 |
0.21 |
| 22 |
never married |
three or more |
0.8537350 |
0.8537350 |
0.09 |
0.09 |
| 23 |
married |
none |
1.1231849 |
1.1231849 |
0.11 |
0.11 |
| 23 |
never married |
none |
35.5611239 |
8.6173445 |
3.63 |
0.88 |
| 23 |
never married |
one |
8.4490132 |
3.4420963 |
0.86 |
0.35 |
| 23 |
never married |
two |
1.3597246 |
1.3597246 |
0.14 |
0.14 |
| 24 |
married |
none |
2.6073138 |
1.5161974 |
0.27 |
0.15 |
| 24 |
married |
one |
1.2929853 |
1.2929853 |
0.13 |
0.13 |
| 24 |
never married |
none |
35.4329908 |
9.1703356 |
3.62 |
0.94 |
| 24 |
never married |
one |
2.8135707 |
2.1660201 |
0.29 |
0.22 |
| 24 |
never married |
two |
0.9810341 |
0.9810341 |
0.10 |
0.10 |
| 24 |
never married |
three or more |
0.9121249 |
0.6471061 |
0.09 |
0.07 |
| 24 |
separated |
two |
1.4123225 |
1.4123225 |
0.14 |
0.14 |
| 24 |
separated |
three or more |
2.8664677 |
2.8664677 |
0.29 |
0.29 |
| 25 |
married |
none |
2.9130013 |
2.0031332 |
0.30 |
0.20 |
| 25 |
married |
one |
4.0082991 |
2.4481349 |
0.41 |
0.25 |
| 25 |
married |
two |
2.1728601 |
1.5618550 |
0.22 |
0.16 |
| 25 |
married |
three or more |
2.4404239 |
2.4404239 |
0.25 |
0.25 |
| 25 |
never married |
none |
34.7607945 |
7.5453838 |
3.55 |
0.77 |
| 25 |
never married |
one |
9.2775433 |
4.1354608 |
0.95 |
0.42 |
| 25 |
never married |
two |
3.7673237 |
2.2173835 |
0.38 |
0.23 |
| 25 |
never married |
three or more |
1.5049796 |
1.1368210 |
0.15 |
0.12 |
| 25 |
separated |
none |
1.3930752 |
1.3930752 |
0.14 |
0.14 |
| 25 |
separated |
two |
0.9930674 |
0.9930674 |
0.10 |
0.10 |
| 26 |
married |
none |
5.0923663 |
2.3583971 |
0.52 |
0.24 |
| 26 |
married |
one |
1.6345394 |
1.1591710 |
0.17 |
0.12 |
| 26 |
married |
two |
1.6206594 |
0.9900416 |
0.17 |
0.10 |
| 26 |
never married |
none |
33.7124527 |
7.9550121 |
3.44 |
0.81 |
| 26 |
never married |
one |
3.9752181 |
2.2217750 |
0.41 |
0.23 |
| 26 |
never married |
two |
4.2463846 |
2.8944278 |
0.43 |
0.30 |
| 26 |
never married |
three or more |
2.1151189 |
1.6979294 |
0.22 |
0.17 |
| 26 |
separated |
none |
0.4746926 |
0.4746926 |
0.05 |
0.05 |
| 26 |
separated |
one |
0.4620728 |
0.4620728 |
0.05 |
0.05 |
| 26 |
separated |
two |
1.5761309 |
1.5761309 |
0.16 |
0.16 |
| 26 |
separated |
three or more |
0.8036179 |
0.8036179 |
0.08 |
0.08 |
| 27 |
married |
none |
12.1755639 |
6.6159976 |
1.24 |
0.68 |
| 27 |
married |
one |
2.6554042 |
1.8810354 |
0.27 |
0.19 |
| 27 |
married |
two |
4.4036664 |
2.8758205 |
0.45 |
0.29 |
| 27 |
married |
three or more |
4.4261202 |
2.5567299 |
0.45 |
0.26 |
| 27 |
never married |
none |
28.1194469 |
7.2177531 |
2.87 |
0.74 |
| 27 |
never married |
one |
3.4604417 |
2.0987110 |
0.35 |
0.21 |
| 27 |
never married |
two |
3.8987645 |
2.1742864 |
0.40 |
0.22 |
| 27 |
never married |
three or more |
1.0374538 |
1.0374538 |
0.11 |
0.11 |
| 28 |
married |
none |
4.8128231 |
2.4762544 |
0.49 |
0.25 |
| 28 |
married |
one |
1.0952604 |
1.0952604 |
0.11 |
0.11 |
| 28 |
married |
two |
4.9485929 |
2.5553066 |
0.50 |
0.26 |
| 28 |
married |
three or more |
1.7444577 |
1.2833826 |
0.18 |
0.13 |
| 28 |
never married |
none |
14.7097024 |
4.7665675 |
1.50 |
0.49 |
| 28 |
never married |
one |
4.8849162 |
2.8307316 |
0.50 |
0.29 |
| 28 |
never married |
two |
2.8126111 |
1.7434818 |
0.29 |
0.18 |
| 28 |
separated |
one |
0.4846851 |
0.4846851 |
0.05 |
0.05 |
| 28 |
separated |
two |
0.5419587 |
0.5419587 |
0.06 |
0.06 |
| 29 |
married |
none |
21.9607886 |
7.0393766 |
2.24 |
0.72 |
| 29 |
married |
one |
7.2800101 |
2.9009465 |
0.74 |
0.30 |
| 29 |
married |
two |
4.2211992 |
2.4812792 |
0.43 |
0.25 |
| 29 |
married |
three or more |
7.3463930 |
3.4228634 |
0.75 |
0.35 |
| 29 |
never married |
none |
13.3267213 |
4.9791603 |
1.36 |
0.51 |
| 29 |
never married |
one |
2.6258737 |
1.6906435 |
0.27 |
0.17 |
| 29 |
never married |
two |
1.9383874 |
1.4670362 |
0.20 |
0.15 |
| 29 |
separated |
one |
1.3659786 |
1.0162548 |
0.14 |
0.10 |
| 30 |
married |
none |
8.9437120 |
3.5177689 |
0.91 |
0.36 |
| 30 |
married |
one |
11.0284378 |
4.7054652 |
1.13 |
0.48 |
| 30 |
married |
two |
3.5725449 |
1.8976219 |
0.36 |
0.19 |
| 30 |
married |
three or more |
2.2380669 |
1.3047843 |
0.23 |
0.13 |
| 30 |
never married |
none |
9.1336790 |
3.0018393 |
0.93 |
0.31 |
| 30 |
never married |
one |
5.1581071 |
2.4170468 |
0.53 |
0.25 |
| 30 |
never married |
two |
1.8477187 |
0.9364693 |
0.19 |
0.10 |
| 30 |
never married |
three or more |
3.1871126 |
1.7123115 |
0.33 |
0.17 |
| 30 |
separated |
one |
2.2896361 |
1.3525754 |
0.23 |
0.14 |
| 30 |
separated |
two |
2.3689403 |
1.3045514 |
0.24 |
0.13 |
| 31 |
married |
none |
6.8059073 |
2.5094534 |
0.69 |
0.26 |
| 31 |
married |
one |
7.6882303 |
3.0353367 |
0.78 |
0.31 |
| 31 |
married |
two |
5.3156901 |
2.4896660 |
0.54 |
0.25 |
| 31 |
married |
three or more |
3.1677176 |
1.6435449 |
0.32 |
0.17 |
| 31 |
never married |
none |
5.1507317 |
2.2184319 |
0.53 |
0.23 |
| 31 |
never married |
one |
1.7730273 |
1.2810010 |
0.18 |
0.13 |
| 31 |
never married |
two |
2.3635712 |
1.4862388 |
0.24 |
0.15 |
| 31 |
never married |
three or more |
4.4469442 |
2.2845538 |
0.45 |
0.23 |
| 31 |
separated |
none |
0.8191533 |
0.8191533 |
0.08 |
0.08 |
| 31 |
separated |
one |
1.6228047 |
1.6228047 |
0.17 |
0.17 |
| 31 |
separated |
two |
1.8894578 |
1.1672233 |
0.19 |
0.12 |
| 31 |
separated |
three or more |
0.9274468 |
0.6559248 |
0.09 |
0.07 |
| 32 |
married |
none |
8.9982281 |
3.3400265 |
0.92 |
0.34 |
| 32 |
married |
one |
7.4507837 |
3.1000890 |
0.76 |
0.32 |
| 32 |
married |
two |
6.3307560 |
2.8624982 |
0.65 |
0.29 |
| 32 |
married |
three or more |
4.5831777 |
1.9340871 |
0.47 |
0.20 |
| 32 |
never married |
none |
17.0358330 |
4.7716935 |
1.74 |
0.49 |
| 32 |
never married |
one |
1.3684811 |
0.8199050 |
0.14 |
0.08 |
| 32 |
never married |
three or more |
1.1445857 |
1.1445857 |
0.12 |
0.12 |
| 32 |
separated |
none |
1.3747440 |
0.9737159 |
0.14 |
0.10 |
| 32 |
separated |
two |
2.2082069 |
1.3140020 |
0.23 |
0.13 |
| 32 |
separated |
three or more |
1.0638249 |
0.7812848 |
0.11 |
0.08 |
| 33 |
married |
none |
6.5567249 |
2.6827724 |
0.67 |
0.27 |
| 33 |
married |
one |
8.0326767 |
3.1830046 |
0.82 |
0.32 |
| 33 |
married |
two |
5.3889804 |
2.2763105 |
0.55 |
0.23 |
| 33 |
married |
three or more |
6.8417958 |
3.8533864 |
0.70 |
0.39 |
| 33 |
never married |
none |
9.5278551 |
3.7366186 |
0.97 |
0.38 |
| 33 |
never married |
two |
0.3850026 |
0.3850026 |
0.04 |
0.04 |
| 33 |
never married |
three or more |
0.5811578 |
0.5811578 |
0.06 |
0.06 |
| 33 |
separated |
two |
3.8275318 |
1.7131768 |
0.39 |
0.17 |
| 33 |
separated |
three or more |
1.7656335 |
1.4147476 |
0.18 |
0.14 |
| 34 |
married |
none |
3.4354832 |
2.0121723 |
0.35 |
0.21 |
| 34 |
married |
one |
4.6909182 |
1.9523021 |
0.48 |
0.20 |
| 34 |
married |
two |
4.4853374 |
2.3061989 |
0.46 |
0.24 |
| 34 |
married |
three or more |
3.4448010 |
1.6139403 |
0.35 |
0.16 |
| 34 |
never married |
none |
10.9251179 |
5.3720825 |
1.11 |
0.55 |
| 34 |
never married |
one |
1.9655128 |
1.0165386 |
0.20 |
0.10 |
| 34 |
never married |
two |
5.0769932 |
2.2008781 |
0.52 |
0.22 |
| 34 |
never married |
three or more |
0.3075242 |
0.3075242 |
0.03 |
0.03 |
| 34 |
separated |
none |
0.3632639 |
0.3632639 |
0.04 |
0.04 |
| 34 |
separated |
one |
0.9861417 |
0.9861417 |
0.10 |
0.10 |
| 34 |
separated |
two |
1.6157413 |
0.9636519 |
0.16 |
0.10 |
| 34 |
separated |
three or more |
2.2300857 |
1.1371809 |
0.23 |
0.12 |
| 35 |
married |
none |
2.9015173 |
2.0514840 |
0.30 |
0.21 |
| 35 |
married |
one |
4.8831851 |
2.1897158 |
0.50 |
0.22 |
| 35 |
married |
two |
3.5337208 |
1.8126008 |
0.36 |
0.18 |
| 35 |
married |
three or more |
6.3173989 |
2.4868469 |
0.64 |
0.25 |
| 35 |
never married |
none |
5.7325202 |
2.1795751 |
0.58 |
0.22 |
| 35 |
never married |
one |
1.4517546 |
1.1227013 |
0.15 |
0.11 |
| 35 |
never married |
two |
1.2553828 |
0.8949032 |
0.13 |
0.09 |
| 35 |
never married |
three or more |
3.1847428 |
2.0053135 |
0.32 |
0.20 |
| 35 |
separated |
none |
0.6753270 |
0.6753270 |
0.07 |
0.07 |
| 35 |
separated |
one |
0.2729950 |
0.2729950 |
0.03 |
0.03 |
| 35 |
separated |
two |
3.0458660 |
1.5729933 |
0.31 |
0.16 |
| 35 |
separated |
three or more |
1.3009734 |
1.3009734 |
0.13 |
0.13 |
| 36 |
married |
none |
7.4048851 |
2.9156078 |
0.76 |
0.30 |
| 36 |
married |
one |
2.5518252 |
1.5091597 |
0.26 |
0.15 |
| 36 |
married |
two |
3.7558408 |
1.8815170 |
0.38 |
0.19 |
| 36 |
married |
three or more |
10.6514610 |
3.5935290 |
1.09 |
0.37 |
| 36 |
never married |
none |
0.7184197 |
0.7184197 |
0.07 |
0.07 |
| 36 |
never married |
one |
2.5712827 |
1.3094728 |
0.26 |
0.13 |
| 36 |
never married |
two |
1.7934003 |
1.0972992 |
0.18 |
0.11 |
| 36 |
never married |
three or more |
1.5417615 |
1.5417615 |
0.16 |
0.16 |
| 36 |
separated |
none |
0.5517376 |
0.5517376 |
0.06 |
0.06 |
| 36 |
separated |
two |
1.0801731 |
0.7707638 |
0.11 |
0.08 |
| 36 |
separated |
three or more |
1.0659474 |
0.8101777 |
0.11 |
0.08 |
| 37 |
married |
none |
2.1602033 |
1.3415003 |
0.22 |
0.14 |
| 37 |
married |
one |
4.5879222 |
2.0739626 |
0.47 |
0.21 |
| 37 |
married |
two |
8.0283591 |
3.5369065 |
0.82 |
0.36 |
| 37 |
married |
three or more |
5.8976509 |
2.4337554 |
0.60 |
0.25 |
| 37 |
never married |
none |
7.7737429 |
2.7502529 |
0.79 |
0.28 |
| 37 |
never married |
one |
1.6620932 |
1.0053766 |
0.17 |
0.10 |
| 37 |
never married |
two |
3.7036915 |
1.9973377 |
0.38 |
0.20 |
| 37 |
never married |
three or more |
3.2052048 |
1.5232758 |
0.33 |
0.16 |
| 37 |
separated |
none |
0.2981859 |
0.2981859 |
0.03 |
0.03 |
| 37 |
separated |
two |
5.2925684 |
2.6662860 |
0.54 |
0.27 |
| 37 |
separated |
three or more |
0.5806430 |
0.4113696 |
0.06 |
0.04 |
| 38 |
married |
none |
2.1549187 |
2.1549187 |
0.22 |
0.22 |
| 38 |
married |
one |
4.0646915 |
2.1074996 |
0.41 |
0.22 |
| 38 |
married |
two |
13.8697970 |
5.0675694 |
1.42 |
0.52 |
| 38 |
married |
three or more |
8.3949733 |
2.9146986 |
0.86 |
0.30 |
| 38 |
never married |
none |
4.4648436 |
2.4293085 |
0.46 |
0.25 |
| 38 |
never married |
one |
0.7664590 |
0.5462960 |
0.08 |
0.06 |
| 38 |
never married |
two |
2.8845898 |
1.7452781 |
0.29 |
0.18 |
| 38 |
never married |
three or more |
1.4365610 |
0.8334324 |
0.15 |
0.09 |
| 38 |
separated |
none |
2.7249762 |
2.2863321 |
0.28 |
0.23 |
| 38 |
separated |
one |
0.3025701 |
0.3025701 |
0.03 |
0.03 |
| 38 |
separated |
two |
2.6527828 |
1.4191338 |
0.27 |
0.14 |
| 38 |
separated |
three or more |
3.2474939 |
2.0597124 |
0.33 |
0.21 |
| 39 |
married |
none |
3.3808339 |
1.6016067 |
0.34 |
0.16 |
| 39 |
married |
one |
3.1778324 |
1.5945173 |
0.32 |
0.16 |
| 39 |
married |
two |
7.5560756 |
2.8892589 |
0.77 |
0.29 |
| 39 |
married |
three or more |
11.9687327 |
3.4477871 |
1.22 |
0.35 |
| 39 |
never married |
none |
3.3553424 |
2.1616403 |
0.34 |
0.22 |
| 39 |
never married |
one |
1.7393027 |
1.1214498 |
0.18 |
0.11 |
| 39 |
never married |
two |
2.1908387 |
1.7651557 |
0.22 |
0.18 |
| 39 |
never married |
three or more |
1.9155860 |
1.4251959 |
0.20 |
0.15 |
| 39 |
separated |
none |
0.5651455 |
0.5651455 |
0.06 |
0.06 |
| 39 |
separated |
one |
0.9108677 |
0.9108677 |
0.09 |
0.09 |
| 39 |
separated |
two |
3.2978930 |
1.3934029 |
0.34 |
0.14 |
| 39 |
separated |
three or more |
3.8263478 |
2.5622274 |
0.39 |
0.26 |
| 40 |
married |
none |
4.2811301 |
2.2675656 |
0.44 |
0.23 |
| 40 |
married |
one |
2.6662702 |
1.8923693 |
0.27 |
0.19 |
| 40 |
married |
two |
12.3445632 |
3.6614806 |
1.26 |
0.37 |
| 40 |
married |
three or more |
7.5070109 |
2.7805024 |
0.77 |
0.28 |
| 40 |
never married |
none |
2.3012991 |
1.2015389 |
0.23 |
0.12 |
| 40 |
never married |
one |
1.1659591 |
1.1659591 |
0.12 |
0.12 |
| 40 |
never married |
two |
2.1711696 |
1.5375090 |
0.22 |
0.16 |
| 40 |
never married |
three or more |
2.9694391 |
2.2673777 |
0.30 |
0.23 |
| 40 |
separated |
none |
0.7826916 |
0.7826916 |
0.08 |
0.08 |
| 40 |
separated |
one |
3.1557061 |
1.6038342 |
0.32 |
0.16 |
| 40 |
separated |
two |
1.9716763 |
1.1631330 |
0.20 |
0.12 |
| 40 |
separated |
three or more |
2.6825512 |
1.9441599 |
0.27 |
0.20 |
| 41 |
married |
none |
5.0027883 |
2.9613898 |
0.51 |
0.30 |
| 41 |
married |
one |
6.7753342 |
3.0219663 |
0.69 |
0.31 |
| 41 |
married |
two |
12.4499454 |
4.1999704 |
1.27 |
0.43 |
| 41 |
married |
three or more |
13.4673690 |
4.6415662 |
1.37 |
0.47 |
| 41 |
never married |
none |
7.0327314 |
2.5915200 |
0.72 |
0.26 |
| 41 |
never married |
one |
1.5383938 |
0.9107019 |
0.16 |
0.09 |
| 41 |
never married |
two |
1.6910260 |
1.6910260 |
0.17 |
0.17 |
| 41 |
never married |
three or more |
1.6997878 |
1.6997878 |
0.17 |
0.17 |
| 41 |
separated |
none |
1.0772932 |
1.0772932 |
0.11 |
0.11 |
| 41 |
separated |
one |
1.7147432 |
0.8706970 |
0.17 |
0.09 |
| 41 |
separated |
two |
2.1045554 |
1.0682753 |
0.21 |
0.11 |
| 41 |
separated |
three or more |
0.9610756 |
0.6839374 |
0.10 |
0.07 |
| 42 |
married |
one |
2.8126983 |
1.6469150 |
0.29 |
0.17 |
| 42 |
married |
two |
6.0881058 |
2.6040273 |
0.62 |
0.27 |
| 42 |
married |
three or more |
4.5928265 |
2.3679424 |
0.47 |
0.24 |
| 42 |
never married |
none |
1.0726147 |
0.7622682 |
0.11 |
0.08 |
| 42 |
never married |
one |
0.4192824 |
0.4192824 |
0.04 |
0.04 |
| 42 |
never married |
two |
1.3868877 |
1.3868877 |
0.14 |
0.14 |
| 42 |
never married |
three or more |
1.6233706 |
1.2280631 |
0.17 |
0.13 |
| 42 |
separated |
none |
1.5556407 |
1.1038598 |
0.16 |
0.11 |
| 42 |
separated |
one |
1.3260765 |
0.9538453 |
0.14 |
0.10 |
| 42 |
separated |
two |
4.0486273 |
1.7712566 |
0.41 |
0.18 |
| 42 |
separated |
three or more |
3.2940168 |
1.6399722 |
0.34 |
0.17 |
| 43 |
married |
none |
3.4307708 |
1.7206340 |
0.35 |
0.18 |
| 43 |
married |
one |
4.1887274 |
2.4179736 |
0.43 |
0.25 |
| 43 |
married |
two |
8.9888724 |
3.8032726 |
0.92 |
0.39 |
| 43 |
married |
three or more |
16.4857944 |
4.6265935 |
1.68 |
0.47 |
| 43 |
never married |
none |
3.5110692 |
1.6371199 |
0.36 |
0.17 |
| 43 |
never married |
one |
0.5226241 |
0.5226241 |
0.05 |
0.05 |
| 43 |
never married |
two |
0.4538798 |
0.4538798 |
0.05 |
0.05 |
| 43 |
never married |
three or more |
0.4538798 |
0.4538798 |
0.05 |
0.05 |
| 43 |
separated |
none |
0.3987251 |
0.3987251 |
0.04 |
0.04 |
| 43 |
separated |
one |
1.5820867 |
1.2497366 |
0.16 |
0.13 |
| 43 |
separated |
two |
4.3165534 |
2.1661197 |
0.44 |
0.22 |
| 43 |
separated |
three or more |
8.8912617 |
3.2849450 |
0.91 |
0.34 |
# multinomial logit
nnet::multinom(marital_3 ~ age, GSS_2014, wtssnrps) |> emmeans :: emmeans( ~ marital_3 + age, at = list(age = seq(22,43,1)), mode = "prob")
## # weights: 9 (4 variable)
## initial value 2777.491044
## iter 10 value 2114.656260
## iter 10 value 2114.656242
## final value 2114.656242
## converged
## marital_3 age prob SE df lower.CL upper.CL
## married 22 0.2229 0.01475 4 0.1820 0.2639
## never married 22 0.7399 0.01645 4 0.6942 0.7856
## separated 22 0.0372 0.00455 4 0.0245 0.0498
## married 23 0.2391 0.01483 4 0.1979 0.2803
## never married 23 0.7198 0.01653 4 0.6739 0.7658
## separated 23 0.0410 0.00484 4 0.0276 0.0545
## married 24 0.2560 0.01486 4 0.2147 0.2972
## never married 24 0.6988 0.01654 4 0.6529 0.7448
## separated 24 0.0452 0.00514 4 0.0309 0.0594
## married 25 0.2734 0.01483 4 0.2322 0.3146
## never married 25 0.6769 0.01647 4 0.6312 0.7227
## separated 25 0.0497 0.00544 4 0.0346 0.0648
## married 26 0.2913 0.01476 4 0.2504 0.3323
## never married 26 0.6542 0.01633 4 0.6089 0.6996
## separated 26 0.0545 0.00574 4 0.0385 0.0704
## married 27 0.3097 0.01463 4 0.2691 0.3503
## never married 27 0.6307 0.01613 4 0.5860 0.6755
## separated 27 0.0596 0.00604 4 0.0428 0.0763
## married 28 0.3284 0.01447 4 0.2882 0.3686
## never married 28 0.6066 0.01586 4 0.5625 0.6506
## separated 28 0.0650 0.00635 4 0.0474 0.0826
## married 29 0.3474 0.01429 4 0.3077 0.3870
## never married 29 0.5819 0.01555 4 0.5387 0.6251
## separated 29 0.0707 0.00665 4 0.0523 0.0892
## married 30 0.3665 0.01408 4 0.3274 0.4056
## never married 30 0.5567 0.01519 4 0.5146 0.5989
## separated 30 0.0768 0.00694 4 0.0575 0.0961
## married 31 0.3856 0.01387 4 0.3471 0.4241
## never married 31 0.5313 0.01482 4 0.4901 0.5724
## separated 31 0.0832 0.00723 4 0.0631 0.1032
## married 32 0.4046 0.01366 4 0.3667 0.4425
## never married 32 0.5056 0.01443 4 0.4655 0.5457
## separated 32 0.0898 0.00752 4 0.0689 0.1107
## married 33 0.4234 0.01346 4 0.3860 0.4608
## never married 33 0.4799 0.01404 4 0.4409 0.5188
## separated 33 0.0967 0.00779 4 0.0751 0.1183
## married 34 0.4419 0.01329 4 0.4050 0.4788
## never married 34 0.4542 0.01366 4 0.4163 0.4922
## separated 34 0.1039 0.00805 4 0.0815 0.1262
## married 35 0.4600 0.01313 4 0.4235 0.4964
## never married 35 0.4288 0.01331 4 0.3918 0.4657
## separated 35 0.1112 0.00829 4 0.0882 0.1343
## married 36 0.4775 0.01301 4 0.4414 0.5136
## never married 36 0.4037 0.01299 4 0.3676 0.4397
## separated 36 0.1188 0.00852 4 0.0952 0.1425
## married 37 0.4944 0.01291 4 0.4585 0.5302
## never married 37 0.3790 0.01269 4 0.3438 0.4143
## separated 37 0.1266 0.00874 4 0.1023 0.1509
## married 38 0.5105 0.01282 4 0.4749 0.5461
## never married 38 0.3550 0.01243 4 0.3205 0.3895
## separated 38 0.1345 0.00893 4 0.1097 0.1593
## married 39 0.5258 0.01276 4 0.4904 0.5612
## never married 39 0.3316 0.01220 4 0.2977 0.3655
## separated 39 0.1426 0.00911 4 0.1173 0.1679
## married 40 0.5402 0.01271 4 0.5050 0.5755
## never married 40 0.3090 0.01199 4 0.2757 0.3423
## separated 40 0.1508 0.00926 4 0.1250 0.1765
## married 41 0.5537 0.01266 4 0.5186 0.5889
## never married 41 0.2873 0.01180 4 0.2545 0.3200
## separated 41 0.1590 0.00940 4 0.1329 0.1851
## married 42 0.5663 0.01261 4 0.5313 0.6013
## never married 42 0.2664 0.01161 4 0.2342 0.2986
## separated 42 0.1673 0.00951 4 0.1409 0.1937
## married 43 0.5778 0.01255 4 0.5429 0.6126
## never married 43 0.2465 0.01141 4 0.2148 0.2782
## separated 43 0.1757 0.00961 4 0.1490 0.2024
##
## Confidence level used: 0.95
#ordered logit
id_design_2014<-svydesign(id=~id, weights=~wtssnrps, data=GSS_2014)
svyolr(children_4 ~ age + marital_3 + age * marital_3, design=id_design_2014, method=c("logistic"))|> emmeans :: emmeans( ~ children_4 + age + marital_3, at = list(age = seq(22,43,1)), mode = "prob")
## children_4 age marital_3 prob SE df asymp.LCL asymp.UCL
## none 22 married 0.3253 0.02510 Inf 0.27606 0.3744
## one 22 married 0.2245 0.04486 Inf 0.13660 0.3124
## two 22 married 0.2756 0.01339 Inf 0.24938 0.3019
## three or more 22 married 0.1746 0.07563 Inf 0.02637 0.3228
## none 23 married 0.3180 0.02420 Inf 0.27060 0.3654
## one 23 married 0.2235 0.04523 Inf 0.13488 0.3122
## two 23 married 0.2790 0.01455 Inf 0.25049 0.3075
## three or more 23 married 0.1794 0.07678 Inf 0.02893 0.3299
## none 24 married 0.3109 0.02331 Inf 0.26519 0.3566
## one 24 married 0.2224 0.04555 Inf 0.13315 0.3117
## two 24 married 0.2823 0.01585 Inf 0.25127 0.3134
## three or more 24 married 0.1844 0.07793 Inf 0.03163 0.3371
## none 25 married 0.3038 0.02244 Inf 0.25984 0.3478
## one 25 married 0.2212 0.04583 Inf 0.13141 0.3111
## two 25 married 0.2855 0.01724 Inf 0.25175 0.3193
## three or more 25 married 0.1894 0.07906 Inf 0.03445 0.3444
## none 26 married 0.2969 0.02158 Inf 0.25455 0.3392
## one 26 married 0.2199 0.04605 Inf 0.12966 0.3102
## two 26 married 0.2887 0.01873 Inf 0.25197 0.3254
## three or more 26 married 0.1945 0.08018 Inf 0.03740 0.3517
## none 27 married 0.2900 0.02075 Inf 0.24931 0.3307
## one 27 married 0.2185 0.04623 Inf 0.12791 0.3091
## two 27 married 0.2917 0.02029 Inf 0.25195 0.3315
## three or more 27 married 0.1998 0.08128 Inf 0.04048 0.3591
## none 28 married 0.2832 0.01994 Inf 0.24413 0.3223
## one 28 married 0.2170 0.04635 Inf 0.12616 0.3079
## two 28 married 0.2946 0.02190 Inf 0.25172 0.3376
## three or more 28 married 0.2051 0.08237 Inf 0.04371 0.3666
## none 29 married 0.2765 0.01914 Inf 0.23900 0.3140
## one 29 married 0.2154 0.04643 Inf 0.12441 0.3064
## two 29 married 0.2975 0.02357 Inf 0.25127 0.3437
## three or more 29 married 0.2106 0.08343 Inf 0.04707 0.3741
## none 30 married 0.2699 0.01837 Inf 0.23393 0.3060
## one 30 married 0.2137 0.04645 Inf 0.12265 0.3048
## two 30 married 0.3002 0.02528 Inf 0.25064 0.3497
## three or more 30 married 0.2162 0.08448 Inf 0.05058 0.3817
## none 31 married 0.2635 0.01763 Inf 0.22891 0.2980
## one 31 married 0.2119 0.04643 Inf 0.12091 0.3029
## two 31 married 0.3028 0.02702 Inf 0.24984 0.3558
## three or more 31 married 0.2218 0.08551 Inf 0.05424 0.3894
## none 32 married 0.2571 0.01691 Inf 0.22394 0.2902
## one 32 married 0.2100 0.04636 Inf 0.11916 0.3009
## two 32 married 0.3053 0.02879 Inf 0.24886 0.3617
## three or more 32 married 0.2276 0.08651 Inf 0.05805 0.3972
## none 33 married 0.2508 0.01621 Inf 0.21902 0.2826
## one 33 married 0.2081 0.04625 Inf 0.11743 0.2987
## two 33 married 0.3076 0.03057 Inf 0.24772 0.3676
## three or more 33 married 0.2335 0.08748 Inf 0.06202 0.4050
## none 34 married 0.2446 0.01554 Inf 0.21415 0.2751
## one 34 married 0.2060 0.04609 Inf 0.11570 0.2964
## two 34 married 0.3099 0.03237 Inf 0.24643 0.3733
## three or more 34 married 0.2395 0.08843 Inf 0.06614 0.4128
## none 35 married 0.2385 0.01490 Inf 0.20934 0.2678
## one 35 married 0.2039 0.04589 Inf 0.11398 0.2938
## two 35 married 0.3120 0.03418 Inf 0.24499 0.3790
## three or more 35 married 0.2456 0.08935 Inf 0.07043 0.4207
## none 36 married 0.2326 0.01429 Inf 0.20456 0.2606
## one 36 married 0.2017 0.04564 Inf 0.11227 0.2912
## two 36 married 0.3139 0.03598 Inf 0.24342 0.3845
## three or more 36 married 0.2518 0.09024 Inf 0.07488 0.4286
## none 37 married 0.2267 0.01371 Inf 0.19984 0.2536
## one 37 married 0.1995 0.04535 Inf 0.11058 0.2883
## two 37 married 0.3158 0.03779 Inf 0.24171 0.3898
## three or more 37 married 0.2580 0.09110 Inf 0.07949 0.4366
## none 38 married 0.2210 0.01316 Inf 0.19516 0.2467
## one 38 married 0.1971 0.04502 Inf 0.10889 0.2854
## two 38 married 0.3175 0.03959 Inf 0.23988 0.3951
## three or more 38 married 0.2644 0.09192 Inf 0.08428 0.4446
## none 39 married 0.2153 0.01264 Inf 0.19053 0.2401
## one 39 married 0.1947 0.04465 Inf 0.10722 0.2823
## two 39 married 0.3190 0.04138 Inf 0.23792 0.4001
## three or more 39 married 0.2709 0.09271 Inf 0.08923 0.4527
## none 40 married 0.2098 0.01215 Inf 0.18594 0.2336
## one 40 married 0.1923 0.04425 Inf 0.10557 0.2790
## two 40 married 0.3204 0.04315 Inf 0.23584 0.4050
## three or more 40 married 0.2775 0.09346 Inf 0.09436 0.4607
## none 41 married 0.2043 0.01170 Inf 0.18139 0.2272
## one 41 married 0.1898 0.04381 Inf 0.10392 0.2757
## two 41 married 0.3217 0.04490 Inf 0.23366 0.4097
## three or more 41 married 0.2842 0.09417 Inf 0.09967 0.4688
## none 42 married 0.1990 0.01127 Inf 0.17689 0.2211
## one 42 married 0.1872 0.04334 Inf 0.10230 0.2722
## two 42 married 0.3228 0.04662 Inf 0.23137 0.4141
## three or more 42 married 0.2910 0.09484 Inf 0.10515 0.4769
## none 43 married 0.1937 0.01088 Inf 0.17243 0.2151
## one 43 married 0.1846 0.04284 Inf 0.10069 0.2686
## two 43 married 0.3237 0.04832 Inf 0.22898 0.4184
## three or more 43 married 0.2979 0.09547 Inf 0.11081 0.4850
## none 22 never married 0.7790 0.01862 Inf 0.74249 0.8155
## one 22 never married 0.1203 0.01775 Inf 0.08551 0.1551
## two 22 never married 0.0726 0.00810 Inf 0.05673 0.0885
## three or more 22 never married 0.0281 0.01185 Inf 0.00489 0.0513
## none 23 never married 0.7723 0.01837 Inf 0.73628 0.8083
## one 23 never married 0.1235 0.01806 Inf 0.08805 0.1589
## two 23 never married 0.0751 0.00810 Inf 0.05919 0.0910
## three or more 23 never married 0.0292 0.01226 Inf 0.00516 0.0532
## none 24 never married 0.7654 0.01812 Inf 0.72990 0.8009
## one 24 never married 0.1267 0.01840 Inf 0.09058 0.1627
## two 24 never married 0.0776 0.00811 Inf 0.06172 0.0935
## three or more 24 never married 0.0303 0.01269 Inf 0.00543 0.0552
## none 25 never married 0.7584 0.01790 Inf 0.72334 0.7935
## one 25 never married 0.1299 0.01876 Inf 0.09310 0.1666
## two 25 never married 0.0802 0.00812 Inf 0.06431 0.0962
## three or more 25 never married 0.0315 0.01313 Inf 0.00572 0.0572
## none 26 never married 0.7513 0.01771 Inf 0.71659 0.7860
## one 26 never married 0.1331 0.01914 Inf 0.09561 0.1706
## two 26 never married 0.0829 0.00814 Inf 0.06696 0.0989
## three or more 26 never married 0.0327 0.01359 Inf 0.00601 0.0593
## none 27 never married 0.7440 0.01755 Inf 0.70964 0.7784
## one 27 never married 0.1364 0.01955 Inf 0.09809 0.1747
## two 27 never married 0.0857 0.00817 Inf 0.06966 0.1017
## three or more 27 never married 0.0339 0.01407 Inf 0.00632 0.0615
## none 28 never married 0.7366 0.01743 Inf 0.70246 0.7708
## one 28 never married 0.1397 0.01998 Inf 0.10054 0.1788
## two 28 never married 0.0885 0.00821 Inf 0.07241 0.1046
## three or more 28 never married 0.0352 0.01457 Inf 0.00663 0.0637
## none 29 never married 0.7291 0.01736 Inf 0.69504 0.7631
## one 29 never married 0.1430 0.02042 Inf 0.10297 0.1830
## two 29 never married 0.0914 0.00827 Inf 0.07521 0.1076
## three or more 29 never married 0.0365 0.01508 Inf 0.00695 0.0661
## none 30 never married 0.7214 0.01735 Inf 0.68737 0.7554
## one 30 never married 0.1463 0.02090 Inf 0.10536 0.1873
## two 30 never married 0.0944 0.00834 Inf 0.07805 0.1108
## three or more 30 never married 0.0379 0.01562 Inf 0.00728 0.0685
## none 31 never married 0.7136 0.01741 Inf 0.67944 0.7477
## one 31 never married 0.1496 0.02139 Inf 0.10772 0.1916
## two 31 never married 0.0975 0.00844 Inf 0.08093 0.1140
## three or more 31 never married 0.0393 0.01617 Inf 0.00763 0.0710
## none 32 never married 0.7056 0.01755 Inf 0.67123 0.7400
## one 32 never married 0.1530 0.02190 Inf 0.11005 0.1959
## two 32 never married 0.1006 0.00855 Inf 0.08384 0.1174
## three or more 32 never married 0.0408 0.01675 Inf 0.00798 0.0736
## none 33 never married 0.6976 0.01777 Inf 0.66274 0.7324
## one 33 never married 0.1563 0.02243 Inf 0.11233 0.2003
## two 33 never married 0.1038 0.00869 Inf 0.08677 0.1208
## three or more 33 never married 0.0423 0.01735 Inf 0.00834 0.0763
## none 34 never married 0.6894 0.01807 Inf 0.65395 0.7248
## one 34 never married 0.1596 0.02298 Inf 0.11457 0.2047
## two 34 never married 0.1071 0.00886 Inf 0.08973 0.1245
## three or more 34 never married 0.0439 0.01797 Inf 0.00871 0.0791
## none 35 never married 0.6810 0.01846 Inf 0.64487 0.7172
## one 35 never married 0.1629 0.02355 Inf 0.11676 0.2091
## two 35 never married 0.1105 0.00906 Inf 0.09270 0.1282
## three or more 35 never married 0.0456 0.01861 Inf 0.00910 0.0821
## none 36 never married 0.6726 0.01894 Inf 0.63549 0.7097
## one 36 never married 0.1662 0.02413 Inf 0.11891 0.2135
## two 36 never married 0.1139 0.00928 Inf 0.09569 0.1321
## three or more 36 never married 0.0473 0.01928 Inf 0.00949 0.0851
## none 37 never married 0.6641 0.01951 Inf 0.62583 0.7023
## one 37 never married 0.1695 0.02473 Inf 0.12101 0.2179
## two 37 never married 0.1174 0.00955 Inf 0.09869 0.1361
## three or more 37 never married 0.0491 0.01998 Inf 0.00990 0.0882
## none 38 never married 0.6554 0.02017 Inf 0.61588 0.6950
## one 38 never married 0.1727 0.02533 Inf 0.12306 0.2224
## two 38 never married 0.1210 0.00984 Inf 0.10170 0.1403
## three or more 38 never married 0.0509 0.02070 Inf 0.01031 0.0915
## none 39 never married 0.6467 0.02091 Inf 0.60567 0.6877
## one 39 never married 0.1759 0.02595 Inf 0.12505 0.2268
## two 39 never married 0.1247 0.01018 Inf 0.10471 0.1446
## three or more 39 never married 0.0528 0.02145 Inf 0.01074 0.0948
## none 40 never married 0.6378 0.02174 Inf 0.59520 0.6804
## one 40 never married 0.1791 0.02657 Inf 0.12699 0.2312
## two 40 never married 0.1284 0.01054 Inf 0.10772 0.1491
## three or more 40 never married 0.0547 0.02223 Inf 0.01118 0.0983
## none 41 never married 0.6289 0.02263 Inf 0.58449 0.6732
## one 41 never married 0.1822 0.02720 Inf 0.12888 0.2355
## two 41 never married 0.1322 0.01095 Inf 0.11074 0.1537
## three or more 41 never married 0.0568 0.02303 Inf 0.01162 0.1019
## none 42 never married 0.6198 0.02360 Inf 0.57356 0.6661
## one 42 never married 0.1852 0.02783 Inf 0.13071 0.2398
## two 42 never married 0.1361 0.01139 Inf 0.11376 0.1584
## three or more 42 never married 0.0589 0.02387 Inf 0.01208 0.1056
## none 43 never married 0.6107 0.02462 Inf 0.56243 0.6589
## one 43 never married 0.1883 0.02846 Inf 0.13247 0.2440
## two 43 never married 0.1400 0.01186 Inf 0.11678 0.1633
## three or more 43 never married 0.0610 0.02474 Inf 0.01256 0.1095
## none 22 separated 0.2281 0.03503 Inf 0.15946 0.2968
## one 22 separated 0.2000 0.04336 Inf 0.11504 0.2850
## two 22 separated 0.3154 0.04168 Inf 0.23367 0.3970
## three or more 22 separated 0.2565 0.08759 Inf 0.08486 0.4282
## none 23 separated 0.2246 0.03387 Inf 0.15825 0.2910
## one 23 separated 0.1986 0.04321 Inf 0.11395 0.2833
## two 23 separated 0.3164 0.04233 Inf 0.23344 0.3994
## three or more 23 separated 0.2603 0.08805 Inf 0.08775 0.4329
## none 24 separated 0.2212 0.03274 Inf 0.15703 0.2854
## one 24 separated 0.1972 0.04305 Inf 0.11286 0.2816
## two 24 separated 0.3174 0.04300 Inf 0.23311 0.4017
## three or more 24 separated 0.2642 0.08851 Inf 0.09068 0.4376
## none 25 separated 0.2178 0.03163 Inf 0.15581 0.2798
## one 25 separated 0.1958 0.04288 Inf 0.11177 0.2799
## two 25 separated 0.3183 0.04370 Inf 0.23268 0.4040
## three or more 25 separated 0.2680 0.08897 Inf 0.09366 0.4424
## none 26 separated 0.2144 0.03054 Inf 0.15458 0.2743
## one 26 separated 0.1944 0.04270 Inf 0.11068 0.2781
## two 26 separated 0.3192 0.04443 Inf 0.23216 0.4063
## three or more 26 separated 0.2720 0.08942 Inf 0.09668 0.4472
## none 27 separated 0.2111 0.02947 Inf 0.15335 0.2689
## one 27 separated 0.1929 0.04251 Inf 0.10959 0.2762
## two 27 separated 0.3201 0.04517 Inf 0.23155 0.4086
## three or more 27 separated 0.2759 0.08988 Inf 0.09974 0.4521
## none 28 separated 0.2078 0.02843 Inf 0.15211 0.2636
## one 28 separated 0.1914 0.04230 Inf 0.10851 0.2743
## two 28 separated 0.3209 0.04593 Inf 0.23085 0.4109
## three or more 28 separated 0.2799 0.09032 Inf 0.10285 0.4569
## none 29 separated 0.2046 0.02741 Inf 0.15086 0.2583
## one 29 separated 0.1899 0.04209 Inf 0.10742 0.2724
## two 29 separated 0.3216 0.04670 Inf 0.23006 0.4131
## three or more 29 separated 0.2839 0.09077 Inf 0.10599 0.4618
## none 30 separated 0.2014 0.02641 Inf 0.14960 0.2531
## one 30 separated 0.1884 0.04187 Inf 0.10634 0.2705
## two 30 separated 0.3223 0.04749 Inf 0.22920 0.4154
## three or more 30 separated 0.2880 0.09121 Inf 0.10918 0.4667
## none 31 separated 0.1982 0.02544 Inf 0.14834 0.2481
## one 31 separated 0.1869 0.04164 Inf 0.10526 0.2685
## two 31 separated 0.3229 0.04829 Inf 0.22826 0.4175
## three or more 31 separated 0.2920 0.09165 Inf 0.11241 0.4717
## none 32 separated 0.1951 0.02449 Inf 0.14706 0.2431
## one 32 separated 0.1853 0.04140 Inf 0.10417 0.2664
## two 32 separated 0.3235 0.04909 Inf 0.22725 0.4197
## three or more 32 separated 0.2962 0.09208 Inf 0.11567 0.4766
## none 33 separated 0.1920 0.02357 Inf 0.14577 0.2382
## one 33 separated 0.1837 0.04115 Inf 0.10309 0.2644
## two 33 separated 0.3240 0.04991 Inf 0.22617 0.4218
## three or more 33 separated 0.3003 0.09252 Inf 0.11898 0.4816
## none 34 separated 0.1889 0.02267 Inf 0.14447 0.2333
## one 34 separated 0.1822 0.04089 Inf 0.10201 0.2623
## two 34 separated 0.3244 0.05073 Inf 0.22502 0.4239
## three or more 34 separated 0.3045 0.09295 Inf 0.12233 0.4867
## none 35 separated 0.1859 0.02180 Inf 0.14316 0.2286
## one 35 separated 0.1806 0.04063 Inf 0.10093 0.2602
## two 35 separated 0.3248 0.05155 Inf 0.22380 0.4259
## three or more 35 separated 0.3087 0.09337 Inf 0.12571 0.4917
## none 36 separated 0.1829 0.02096 Inf 0.14183 0.2240
## one 36 separated 0.1789 0.04036 Inf 0.09984 0.2581
## two 36 separated 0.3252 0.05238 Inf 0.22253 0.4278
## three or more 36 separated 0.3130 0.09379 Inf 0.12913 0.4968
## none 37 separated 0.1800 0.02014 Inf 0.14048 0.2194
## one 37 separated 0.1773 0.04008 Inf 0.09876 0.2559
## two 37 separated 0.3255 0.05320 Inf 0.22119 0.4297
## three or more 37 separated 0.3173 0.09421 Inf 0.13260 0.5019
## none 38 separated 0.1770 0.01935 Inf 0.13912 0.2150
## one 38 separated 0.1757 0.03980 Inf 0.09768 0.2537
## two 38 separated 0.3257 0.05403 Inf 0.21980 0.4316
## three or more 38 separated 0.3216 0.09463 Inf 0.13609 0.5070
## none 39 separated 0.1742 0.01858 Inf 0.13774 0.2106
## one 39 separated 0.1740 0.03952 Inf 0.09660 0.2515
## two 39 separated 0.3259 0.05486 Inf 0.21836 0.4334
## three or more 39 separated 0.3259 0.09504 Inf 0.13963 0.5122
## none 40 separated 0.1713 0.01785 Inf 0.13635 0.2063
## one 40 separated 0.1724 0.03923 Inf 0.09551 0.2493
## two 40 separated 0.3260 0.05568 Inf 0.21686 0.4351
## three or more 40 separated 0.3303 0.09546 Inf 0.14320 0.5174
## none 41 separated 0.1685 0.01715 Inf 0.13493 0.2021
## one 41 separated 0.1707 0.03893 Inf 0.09443 0.2470
## two 41 separated 0.3260 0.05650 Inf 0.21531 0.4368
## three or more 41 separated 0.3347 0.09586 Inf 0.14680 0.5226
## none 42 separated 0.1658 0.01647 Inf 0.13349 0.1981
## one 42 separated 0.1691 0.03863 Inf 0.09334 0.2448
## two 42 separated 0.3260 0.05731 Inf 0.21372 0.4384
## three or more 42 separated 0.3391 0.09627 Inf 0.15044 0.5278
## none 43 separated 0.1630 0.01583 Inf 0.13202 0.1941
## one 43 separated 0.1674 0.03833 Inf 0.09225 0.2425
## two 43 separated 0.3260 0.05812 Inf 0.21208 0.4399
## three or more 43 separated 0.3436 0.09667 Inf 0.15412 0.5331
##
## Confidence level used: 0.95
GSS_2016 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2016 child status by age")
2016 child status by age
| 22 |
none |
45.5318051 |
9.4656301 |
4.28 |
0.89 |
| 22 |
one |
6.3594668 |
3.5414301 |
0.60 |
0.33 |
| 22 |
two |
0.5485935 |
0.5485935 |
0.05 |
0.05 |
| 22 |
three or more |
4.2451469 |
3.5285265 |
0.40 |
0.33 |
| 23 |
none |
42.3460435 |
8.5889805 |
3.98 |
0.81 |
| 23 |
one |
11.9030026 |
4.7389435 |
1.12 |
0.44 |
| 23 |
two |
8.0111853 |
4.5098370 |
0.75 |
0.42 |
| 23 |
three or more |
2.8304459 |
1.6934166 |
0.27 |
0.16 |
| 24 |
none |
36.1092869 |
10.1582347 |
3.39 |
0.95 |
| 24 |
one |
6.7393273 |
3.5539489 |
0.63 |
0.33 |
| 24 |
two |
7.0128197 |
5.0747715 |
0.66 |
0.48 |
| 24 |
three or more |
1.6171355 |
1.2677714 |
0.15 |
0.12 |
| 25 |
none |
46.1987595 |
9.9397380 |
4.34 |
0.93 |
| 25 |
one |
12.1455317 |
4.8335947 |
1.14 |
0.45 |
| 25 |
two |
4.8249294 |
2.0764971 |
0.45 |
0.19 |
| 25 |
three or more |
3.0720331 |
1.4159058 |
0.29 |
0.13 |
| 26 |
none |
28.7756508 |
6.5650221 |
2.70 |
0.62 |
| 26 |
one |
9.3507538 |
3.2735366 |
0.88 |
0.31 |
| 26 |
two |
2.7502462 |
1.7403479 |
0.26 |
0.16 |
| 27 |
none |
38.9039638 |
7.8848012 |
3.65 |
0.74 |
| 27 |
one |
8.1883687 |
3.3452801 |
0.77 |
0.31 |
| 27 |
two |
14.1725150 |
4.3931241 |
1.33 |
0.41 |
| 27 |
three or more |
1.1348094 |
0.8161180 |
0.11 |
0.08 |
| 28 |
none |
21.6117271 |
5.7537932 |
2.03 |
0.54 |
| 28 |
one |
10.8405864 |
3.7326133 |
1.02 |
0.35 |
| 28 |
two |
6.5377731 |
3.0750797 |
0.61 |
0.29 |
| 28 |
three or more |
7.7663369 |
3.0658789 |
0.73 |
0.29 |
| 29 |
none |
36.1117663 |
7.7829518 |
3.39 |
0.73 |
| 29 |
one |
11.8114345 |
4.1538380 |
1.11 |
0.39 |
| 29 |
two |
12.2688071 |
4.7090588 |
1.15 |
0.44 |
| 29 |
three or more |
6.6176759 |
4.2608162 |
0.62 |
0.40 |
| 30 |
none |
22.7927383 |
5.0979020 |
2.14 |
0.48 |
| 30 |
one |
15.7105520 |
4.3511641 |
1.48 |
0.41 |
| 30 |
two |
9.5839628 |
3.3669393 |
0.90 |
0.32 |
| 30 |
three or more |
3.9534931 |
1.8808220 |
0.37 |
0.18 |
| 31 |
none |
21.2369520 |
4.8219811 |
1.99 |
0.45 |
| 31 |
one |
8.5776876 |
3.0028113 |
0.81 |
0.28 |
| 31 |
two |
8.6493463 |
3.2107949 |
0.81 |
0.30 |
| 31 |
three or more |
8.9652227 |
2.9881171 |
0.84 |
0.28 |
| 32 |
none |
26.6321168 |
6.9361615 |
2.50 |
0.65 |
| 32 |
one |
5.7650724 |
2.5060587 |
0.54 |
0.24 |
| 32 |
two |
2.8407179 |
1.6244695 |
0.27 |
0.15 |
| 32 |
three or more |
9.4385500 |
3.8992368 |
0.89 |
0.37 |
| 33 |
none |
14.7944681 |
4.3933391 |
1.39 |
0.41 |
| 33 |
one |
15.6728578 |
4.5237224 |
1.47 |
0.42 |
| 33 |
two |
17.3451390 |
4.9072594 |
1.63 |
0.46 |
| 33 |
three or more |
6.7176982 |
2.2502547 |
0.63 |
0.21 |
| 34 |
none |
10.0792340 |
3.0334355 |
0.95 |
0.28 |
| 34 |
one |
7.9660038 |
2.9124304 |
0.75 |
0.27 |
| 34 |
two |
10.7386909 |
3.0460879 |
1.01 |
0.29 |
| 34 |
three or more |
14.3967153 |
4.6974299 |
1.35 |
0.44 |
| 35 |
none |
15.3814578 |
5.3189418 |
1.44 |
0.50 |
| 35 |
one |
6.2862099 |
2.1413460 |
0.59 |
0.20 |
| 35 |
two |
15.3102079 |
4.4339125 |
1.44 |
0.42 |
| 35 |
three or more |
12.8673656 |
4.1898241 |
1.21 |
0.39 |
| 36 |
none |
11.6364276 |
3.6926349 |
1.09 |
0.35 |
| 36 |
one |
4.5727939 |
2.0158824 |
0.43 |
0.19 |
| 36 |
two |
11.3736635 |
4.0768065 |
1.07 |
0.38 |
| 36 |
three or more |
25.2460995 |
6.3510917 |
2.37 |
0.60 |
| 37 |
none |
9.7466988 |
3.6740619 |
0.92 |
0.34 |
| 37 |
one |
10.9468782 |
3.6478373 |
1.03 |
0.34 |
| 37 |
two |
22.1815588 |
5.6246608 |
2.08 |
0.53 |
| 37 |
three or more |
12.1450443 |
3.5384004 |
1.14 |
0.33 |
| 38 |
none |
6.3499916 |
2.5187189 |
0.60 |
0.24 |
| 38 |
one |
5.6862101 |
2.4403647 |
0.53 |
0.23 |
| 38 |
two |
13.8026814 |
4.4331470 |
1.30 |
0.42 |
| 38 |
three or more |
13.5839723 |
3.7547708 |
1.28 |
0.35 |
| 39 |
none |
9.9833271 |
4.1971466 |
0.94 |
0.39 |
| 39 |
one |
11.1747800 |
5.2931959 |
1.05 |
0.50 |
| 39 |
two |
9.5829364 |
3.4379643 |
0.90 |
0.32 |
| 39 |
three or more |
17.7866396 |
5.2309591 |
1.67 |
0.49 |
| 40 |
none |
8.6236562 |
3.1173888 |
0.81 |
0.29 |
| 40 |
one |
2.9448722 |
1.5554144 |
0.28 |
0.15 |
| 40 |
two |
14.4943024 |
4.2045232 |
1.36 |
0.39 |
| 40 |
three or more |
16.2713581 |
4.3020732 |
1.53 |
0.40 |
| 41 |
none |
2.3287935 |
1.3895426 |
0.22 |
0.13 |
| 41 |
one |
7.2742814 |
3.4359454 |
0.68 |
0.32 |
| 41 |
two |
13.1633816 |
3.7942456 |
1.24 |
0.36 |
| 41 |
three or more |
15.0705441 |
5.6978740 |
1.42 |
0.54 |
| 42 |
none |
10.1138771 |
3.3944289 |
0.95 |
0.32 |
| 42 |
one |
10.0575909 |
4.4961630 |
0.94 |
0.42 |
| 42 |
two |
13.8536249 |
4.5500458 |
1.30 |
0.43 |
| 42 |
three or more |
17.9572707 |
4.8742144 |
1.69 |
0.46 |
| 43 |
none |
5.9471040 |
2.6629694 |
0.56 |
0.25 |
| 43 |
one |
6.2048873 |
2.9031431 |
0.58 |
0.27 |
| 43 |
two |
12.0350928 |
3.6256793 |
1.13 |
0.34 |
| 43 |
three or more |
21.7458124 |
5.4172755 |
2.04 |
0.51 |
GSS_2016 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2016 marriage status by age")
2016 marriage status by age
| 22 |
married |
0.8311151 |
0.6384322 |
0.08 |
0.06 |
| 22 |
never married |
52.9698347 |
10.2921158 |
4.97 |
0.97 |
| 22 |
separated |
2.8840624 |
2.8840624 |
0.27 |
0.27 |
| 23 |
married |
6.7913150 |
3.6154759 |
0.64 |
0.34 |
| 23 |
never married |
53.5521870 |
9.8927300 |
5.03 |
0.93 |
| 23 |
separated |
4.7471754 |
2.8587393 |
0.45 |
0.27 |
| 24 |
married |
11.2472631 |
7.0887902 |
1.06 |
0.67 |
| 24 |
never married |
40.2313064 |
9.6337881 |
3.78 |
0.90 |
| 25 |
married |
14.5330518 |
4.5162542 |
1.36 |
0.42 |
| 25 |
never married |
45.9828603 |
9.9187415 |
4.32 |
0.93 |
| 25 |
separated |
5.7253416 |
3.1121327 |
0.54 |
0.29 |
| 26 |
married |
4.1976445 |
1.9961787 |
0.39 |
0.19 |
| 26 |
never married |
35.0927796 |
7.1676229 |
3.30 |
0.67 |
| 26 |
separated |
1.5862268 |
1.1705406 |
0.15 |
0.11 |
| 27 |
married |
22.7557507 |
5.7580879 |
2.14 |
0.54 |
| 27 |
never married |
38.7352098 |
7.7250052 |
3.64 |
0.73 |
| 27 |
separated |
0.9086964 |
0.6425162 |
0.09 |
0.06 |
| 28 |
married |
17.5394874 |
5.1116054 |
1.65 |
0.48 |
| 28 |
never married |
21.9102158 |
5.5235318 |
2.06 |
0.52 |
| 28 |
separated |
7.3067202 |
3.0336145 |
0.69 |
0.28 |
| 29 |
married |
29.3166120 |
7.7916965 |
2.75 |
0.73 |
| 29 |
never married |
32.1479512 |
6.9189917 |
3.02 |
0.65 |
| 29 |
separated |
5.3451208 |
3.0784007 |
0.50 |
0.29 |
| 30 |
married |
25.8690167 |
5.5896734 |
2.43 |
0.52 |
| 30 |
never married |
17.5768236 |
4.3029071 |
1.65 |
0.40 |
| 30 |
separated |
8.5949060 |
3.1580637 |
0.81 |
0.30 |
| 31 |
married |
19.3564865 |
4.2698618 |
1.82 |
0.40 |
| 31 |
never married |
21.8233953 |
4.6768284 |
2.05 |
0.44 |
| 31 |
separated |
6.2493267 |
3.3658034 |
0.59 |
0.32 |
| 32 |
married |
17.5162946 |
4.7172958 |
1.64 |
0.44 |
| 32 |
never married |
23.5985829 |
6.8542561 |
2.22 |
0.64 |
| 32 |
separated |
3.5615795 |
1.7283201 |
0.33 |
0.16 |
| 33 |
married |
31.0319032 |
6.4090189 |
2.91 |
0.60 |
| 33 |
never married |
20.7882338 |
4.9244500 |
1.95 |
0.46 |
| 33 |
separated |
2.7100260 |
1.8379474 |
0.25 |
0.17 |
| 34 |
married |
30.1559651 |
6.1635041 |
2.83 |
0.58 |
| 34 |
never married |
8.9276029 |
2.7160302 |
0.84 |
0.26 |
| 34 |
separated |
4.0970759 |
1.8660264 |
0.38 |
0.18 |
| 35 |
married |
29.4024706 |
6.7860608 |
2.76 |
0.64 |
| 35 |
never married |
14.9560147 |
4.4304803 |
1.40 |
0.42 |
| 35 |
separated |
5.4867558 |
2.0631621 |
0.52 |
0.19 |
| 36 |
married |
36.4834531 |
7.6630319 |
3.43 |
0.72 |
| 36 |
never married |
11.3193740 |
3.5702852 |
1.06 |
0.34 |
| 36 |
separated |
5.0261574 |
1.7295020 |
0.47 |
0.16 |
| 37 |
married |
32.9210483 |
6.7574973 |
3.09 |
0.63 |
| 37 |
never married |
14.9206793 |
4.2977576 |
1.40 |
0.40 |
| 37 |
separated |
7.1784524 |
2.5792110 |
0.67 |
0.24 |
| 38 |
married |
23.0461815 |
5.1079507 |
2.16 |
0.48 |
| 38 |
never married |
4.8376117 |
1.9916400 |
0.45 |
0.19 |
| 38 |
separated |
11.5390622 |
3.9885956 |
1.08 |
0.37 |
| 39 |
married |
20.7420084 |
5.8765750 |
1.95 |
0.55 |
| 39 |
never married |
19.4679221 |
6.5533267 |
1.83 |
0.62 |
| 39 |
separated |
8.3177526 |
2.6926842 |
0.78 |
0.25 |
| 40 |
married |
19.5475178 |
5.1086963 |
1.84 |
0.48 |
| 40 |
never married |
11.4405388 |
3.3415983 |
1.07 |
0.31 |
| 40 |
separated |
11.3461322 |
3.3209883 |
1.07 |
0.31 |
| 41 |
married |
23.0820124 |
6.1012022 |
2.17 |
0.57 |
| 41 |
never married |
4.3482546 |
1.9362940 |
0.41 |
0.18 |
| 41 |
separated |
10.4067335 |
4.4220463 |
0.98 |
0.42 |
| 42 |
married |
33.9662370 |
7.3880603 |
3.19 |
0.69 |
| 42 |
never married |
8.2930211 |
2.5863205 |
0.78 |
0.24 |
| 42 |
separated |
9.7231054 |
3.8362684 |
0.91 |
0.36 |
| 43 |
married |
28.8312367 |
6.3679403 |
2.71 |
0.60 |
| 43 |
never married |
7.0320460 |
2.7631147 |
0.66 |
0.26 |
| 43 |
separated |
10.0696139 |
3.1185325 |
0.95 |
0.29 |
GSS_2016 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2016 children by marriage status and age")
2016 children by marriage status and age
| 22 |
married |
none |
0.2390380 |
0.2390380 |
0.02 |
0.02 |
| 22 |
married |
one |
0.5920771 |
0.5920771 |
0.06 |
0.06 |
| 22 |
never married |
none |
45.2927672 |
9.4630106 |
4.25 |
0.89 |
| 22 |
never married |
one |
2.8833272 |
1.9701629 |
0.27 |
0.18 |
| 22 |
never married |
two |
0.5485935 |
0.5485935 |
0.05 |
0.05 |
| 22 |
never married |
three or more |
4.2451469 |
3.5285265 |
0.40 |
0.33 |
| 22 |
separated |
one |
2.8840624 |
2.8840624 |
0.27 |
0.27 |
| 23 |
married |
one |
5.5814023 |
3.4077104 |
0.52 |
0.32 |
| 23 |
married |
three or more |
1.2099126 |
1.2099126 |
0.11 |
0.11 |
| 23 |
never married |
none |
40.8013670 |
8.4515408 |
3.83 |
0.79 |
| 23 |
never married |
one |
4.1444276 |
2.4770815 |
0.39 |
0.23 |
| 23 |
never married |
two |
8.0111853 |
4.5098370 |
0.75 |
0.42 |
| 23 |
never married |
three or more |
0.5952072 |
0.5952072 |
0.06 |
0.06 |
| 23 |
separated |
none |
1.5446766 |
1.5446766 |
0.15 |
0.15 |
| 23 |
separated |
one |
2.1771727 |
2.1771727 |
0.20 |
0.20 |
| 23 |
separated |
three or more |
1.0253261 |
1.0253261 |
0.10 |
0.10 |
| 24 |
married |
none |
6.9754591 |
5.6589249 |
0.65 |
0.53 |
| 24 |
married |
two |
4.2718040 |
4.2718040 |
0.40 |
0.40 |
| 24 |
never married |
none |
29.1338278 |
8.4444133 |
2.74 |
0.79 |
| 24 |
never married |
one |
6.7393273 |
3.5539489 |
0.63 |
0.33 |
| 24 |
never married |
two |
2.7410157 |
2.7410157 |
0.26 |
0.26 |
| 24 |
never married |
three or more |
1.6171355 |
1.2677714 |
0.15 |
0.12 |
| 25 |
married |
none |
3.9046298 |
1.9751224 |
0.37 |
0.19 |
| 25 |
married |
one |
7.5243386 |
3.8538446 |
0.71 |
0.36 |
| 25 |
married |
two |
0.8697428 |
0.6209459 |
0.08 |
0.06 |
| 25 |
married |
three or more |
2.2343406 |
1.1420887 |
0.21 |
0.11 |
| 25 |
never married |
none |
39.8466684 |
9.4387771 |
3.74 |
0.89 |
| 25 |
never married |
one |
4.6211931 |
2.9216064 |
0.43 |
0.27 |
| 25 |
never married |
two |
0.6773063 |
0.4788678 |
0.06 |
0.04 |
| 25 |
never married |
three or more |
0.8376925 |
0.8376925 |
0.08 |
0.08 |
| 25 |
separated |
none |
2.4474612 |
2.4474612 |
0.23 |
0.23 |
| 25 |
separated |
two |
3.2778804 |
1.9237728 |
0.31 |
0.18 |
| 26 |
married |
none |
0.8854618 |
0.8854618 |
0.08 |
0.08 |
| 26 |
married |
one |
2.9314122 |
1.7488642 |
0.28 |
0.16 |
| 26 |
married |
two |
0.3807705 |
0.3807705 |
0.04 |
0.04 |
| 26 |
never married |
none |
27.3342541 |
6.4833824 |
2.57 |
0.61 |
| 26 |
never married |
one |
5.3890497 |
2.5715794 |
0.51 |
0.24 |
| 26 |
never married |
two |
2.3694757 |
1.6983681 |
0.22 |
0.16 |
| 26 |
separated |
none |
0.5559349 |
0.5559349 |
0.05 |
0.05 |
| 26 |
separated |
one |
1.0302919 |
1.0302919 |
0.10 |
0.10 |
| 27 |
married |
none |
11.1423916 |
4.0753786 |
1.05 |
0.38 |
| 27 |
married |
one |
5.0858587 |
2.9560429 |
0.48 |
0.28 |
| 27 |
married |
two |
6.5275004 |
2.8146302 |
0.61 |
0.26 |
| 27 |
never married |
none |
27.3145231 |
6.7517338 |
2.56 |
0.63 |
| 27 |
never married |
one |
3.1025100 |
1.5696243 |
0.29 |
0.15 |
| 27 |
never married |
two |
7.6450146 |
3.3781977 |
0.72 |
0.32 |
| 27 |
never married |
three or more |
0.6731620 |
0.6731620 |
0.06 |
0.06 |
| 27 |
separated |
none |
0.4470490 |
0.4470490 |
0.04 |
0.04 |
| 27 |
separated |
three or more |
0.4616474 |
0.4616474 |
0.04 |
0.04 |
| 28 |
married |
none |
8.7810517 |
3.5467888 |
0.82 |
0.33 |
| 28 |
married |
one |
3.2662806 |
2.1936013 |
0.31 |
0.21 |
| 28 |
married |
two |
2.2668259 |
2.2668259 |
0.21 |
0.21 |
| 28 |
married |
three or more |
3.2253292 |
1.9156468 |
0.30 |
0.18 |
| 28 |
never married |
none |
12.8306754 |
4.5392785 |
1.20 |
0.43 |
| 28 |
never married |
one |
3.8614638 |
2.0904832 |
0.36 |
0.20 |
| 28 |
never married |
two |
2.0862453 |
1.3699332 |
0.20 |
0.13 |
| 28 |
never married |
three or more |
3.1318314 |
1.9384101 |
0.29 |
0.18 |
| 28 |
separated |
one |
3.7128420 |
2.1857869 |
0.35 |
0.21 |
| 28 |
separated |
two |
2.1847019 |
1.5655143 |
0.21 |
0.15 |
| 28 |
separated |
three or more |
1.4091763 |
1.4091763 |
0.13 |
0.13 |
| 29 |
married |
none |
10.7350503 |
4.3605935 |
1.01 |
0.41 |
| 29 |
married |
one |
4.1172228 |
2.2029940 |
0.39 |
0.21 |
| 29 |
married |
two |
9.6545684 |
4.4754464 |
0.91 |
0.42 |
| 29 |
married |
three or more |
4.8097704 |
4.1262719 |
0.45 |
0.39 |
| 29 |
never married |
none |
22.0795277 |
5.8266770 |
2.07 |
0.55 |
| 29 |
never married |
one |
6.6183848 |
3.3572101 |
0.62 |
0.32 |
| 29 |
never married |
two |
2.0969371 |
1.3770922 |
0.20 |
0.13 |
| 29 |
never married |
three or more |
1.3531016 |
0.9633723 |
0.13 |
0.09 |
| 29 |
separated |
none |
3.2971883 |
2.8018397 |
0.31 |
0.26 |
| 29 |
separated |
one |
1.0758268 |
1.0758268 |
0.10 |
0.10 |
| 29 |
separated |
two |
0.5173017 |
0.5173017 |
0.05 |
0.05 |
| 29 |
separated |
three or more |
0.4548039 |
0.4548039 |
0.04 |
0.04 |
| 30 |
married |
none |
9.9324435 |
3.3847026 |
0.93 |
0.32 |
| 30 |
married |
one |
9.6714438 |
3.5792543 |
0.91 |
0.34 |
| 30 |
married |
two |
3.8263195 |
2.2199454 |
0.36 |
0.21 |
| 30 |
married |
three or more |
2.4388099 |
1.4860263 |
0.23 |
0.14 |
| 30 |
never married |
none |
10.5609124 |
3.4519997 |
0.99 |
0.32 |
| 30 |
never married |
one |
3.8828573 |
1.9604442 |
0.36 |
0.18 |
| 30 |
never married |
two |
2.6798488 |
1.6158633 |
0.25 |
0.15 |
| 30 |
never married |
three or more |
0.4532050 |
0.4532050 |
0.04 |
0.04 |
| 30 |
separated |
none |
2.2993824 |
1.6499013 |
0.22 |
0.15 |
| 30 |
separated |
one |
2.1562509 |
1.5247386 |
0.20 |
0.14 |
| 30 |
separated |
two |
3.0777945 |
1.9540313 |
0.29 |
0.18 |
| 30 |
separated |
three or more |
1.0614782 |
1.0614782 |
0.10 |
0.10 |
| 31 |
married |
none |
5.6280646 |
2.3468967 |
0.53 |
0.22 |
| 31 |
married |
one |
2.9215266 |
1.3241064 |
0.27 |
0.12 |
| 31 |
married |
two |
3.6726982 |
1.7307297 |
0.34 |
0.16 |
| 31 |
married |
three or more |
7.1341972 |
2.8406597 |
0.67 |
0.27 |
| 31 |
never married |
none |
14.6613940 |
4.1130076 |
1.38 |
0.39 |
| 31 |
never married |
one |
3.0431047 |
1.4272188 |
0.29 |
0.13 |
| 31 |
never married |
two |
2.7430181 |
1.5302634 |
0.26 |
0.14 |
| 31 |
never married |
three or more |
1.3758785 |
0.8135663 |
0.13 |
0.08 |
| 31 |
separated |
none |
0.9474934 |
0.9474934 |
0.09 |
0.09 |
| 31 |
separated |
one |
2.6130563 |
2.2899224 |
0.25 |
0.22 |
| 31 |
separated |
two |
2.2336300 |
2.2336300 |
0.21 |
0.21 |
| 31 |
separated |
three or more |
0.4551470 |
0.4551470 |
0.04 |
0.04 |
| 32 |
married |
none |
7.5266164 |
2.9633497 |
0.71 |
0.28 |
| 32 |
married |
one |
4.1822943 |
2.3673304 |
0.39 |
0.22 |
| 32 |
married |
two |
2.1104280 |
1.5348795 |
0.20 |
0.14 |
| 32 |
married |
three or more |
3.6969559 |
2.3635129 |
0.35 |
0.22 |
| 32 |
never married |
none |
17.8594186 |
6.1556522 |
1.68 |
0.58 |
| 32 |
never married |
one |
0.5724307 |
0.4127008 |
0.05 |
0.04 |
| 32 |
never married |
two |
0.2714780 |
0.2714780 |
0.03 |
0.03 |
| 32 |
never married |
three or more |
4.8952555 |
2.9865146 |
0.46 |
0.28 |
| 32 |
separated |
none |
1.2460817 |
1.2460817 |
0.12 |
0.12 |
| 32 |
separated |
one |
1.0103474 |
0.7146874 |
0.09 |
0.07 |
| 32 |
separated |
two |
0.4588119 |
0.4588119 |
0.04 |
0.04 |
| 32 |
separated |
three or more |
0.8463386 |
0.8463386 |
0.08 |
0.08 |
| 33 |
married |
none |
6.6547392 |
3.1392084 |
0.62 |
0.29 |
| 33 |
married |
one |
9.7640483 |
3.8160847 |
0.92 |
0.36 |
| 33 |
married |
two |
10.4107615 |
3.6349036 |
0.98 |
0.34 |
| 33 |
married |
three or more |
4.2023543 |
1.9207218 |
0.39 |
0.18 |
| 33 |
never married |
none |
8.1397289 |
3.0797076 |
0.76 |
0.29 |
| 33 |
never married |
one |
4.2651601 |
1.8014248 |
0.40 |
0.17 |
| 33 |
never married |
two |
6.9343775 |
3.3043984 |
0.65 |
0.31 |
| 33 |
never married |
three or more |
1.4489672 |
0.8397846 |
0.14 |
0.08 |
| 33 |
separated |
one |
1.6436494 |
1.6436494 |
0.15 |
0.15 |
| 33 |
separated |
three or more |
1.0663767 |
0.8232196 |
0.10 |
0.08 |
| 34 |
married |
none |
3.5571293 |
1.6683457 |
0.33 |
0.16 |
| 34 |
married |
one |
6.5974181 |
2.7462922 |
0.62 |
0.26 |
| 34 |
married |
two |
6.9451885 |
2.5362801 |
0.65 |
0.24 |
| 34 |
married |
three or more |
13.0562292 |
4.6316258 |
1.23 |
0.43 |
| 34 |
never married |
none |
4.6229507 |
2.0735179 |
0.43 |
0.19 |
| 34 |
never married |
one |
1.3685857 |
0.9728466 |
0.13 |
0.09 |
| 34 |
never married |
two |
2.0993207 |
1.3327368 |
0.20 |
0.13 |
| 34 |
never married |
three or more |
0.8367458 |
0.6104448 |
0.08 |
0.06 |
| 34 |
separated |
none |
1.8991539 |
1.4632819 |
0.18 |
0.14 |
| 34 |
separated |
two |
1.6941817 |
1.0443251 |
0.16 |
0.10 |
| 34 |
separated |
three or more |
0.5037403 |
0.5037403 |
0.05 |
0.05 |
| 35 |
married |
none |
7.4432142 |
4.3635881 |
0.70 |
0.41 |
| 35 |
married |
one |
3.5102041 |
1.8045313 |
0.33 |
0.17 |
| 35 |
married |
two |
11.0755164 |
4.0244990 |
1.04 |
0.38 |
| 35 |
married |
three or more |
7.3735359 |
2.7880164 |
0.69 |
0.26 |
| 35 |
never married |
none |
7.5884938 |
3.0283660 |
0.71 |
0.28 |
| 35 |
never married |
one |
1.6975456 |
0.8563165 |
0.16 |
0.08 |
| 35 |
never married |
two |
2.0788824 |
1.1314551 |
0.20 |
0.11 |
| 35 |
never married |
three or more |
3.5910928 |
2.9147259 |
0.34 |
0.27 |
| 35 |
separated |
none |
0.3497497 |
0.3497497 |
0.03 |
0.03 |
| 35 |
separated |
one |
1.0784602 |
0.7770644 |
0.10 |
0.07 |
| 35 |
separated |
two |
2.1558091 |
1.4895148 |
0.20 |
0.14 |
| 35 |
separated |
three or more |
1.9027368 |
1.1484774 |
0.18 |
0.11 |
| 36 |
married |
none |
3.2961780 |
1.7384559 |
0.31 |
0.16 |
| 36 |
married |
one |
2.4700554 |
1.4769078 |
0.23 |
0.14 |
| 36 |
married |
two |
10.3594095 |
4.0346224 |
0.97 |
0.38 |
| 36 |
married |
three or more |
20.3578103 |
6.1251000 |
1.91 |
0.58 |
| 36 |
never married |
none |
8.3402496 |
3.2607527 |
0.78 |
0.31 |
| 36 |
never married |
one |
1.4613358 |
1.2146631 |
0.14 |
0.11 |
| 36 |
never married |
two |
0.3468444 |
0.3468444 |
0.03 |
0.03 |
| 36 |
never married |
three or more |
1.1709442 |
0.7334105 |
0.11 |
0.07 |
| 36 |
separated |
one |
0.6414027 |
0.6414027 |
0.06 |
0.06 |
| 36 |
separated |
two |
0.6674096 |
0.4789217 |
0.06 |
0.04 |
| 36 |
separated |
three or more |
3.7173450 |
1.5343102 |
0.35 |
0.14 |
| 37 |
married |
one |
9.4724657 |
3.4854410 |
0.89 |
0.33 |
| 37 |
married |
two |
19.1207617 |
5.4424323 |
1.80 |
0.51 |
| 37 |
married |
three or more |
4.3278209 |
2.0268570 |
0.41 |
0.19 |
| 37 |
never married |
none |
8.4992391 |
3.5657079 |
0.80 |
0.33 |
| 37 |
never married |
one |
0.9391574 |
0.9391574 |
0.09 |
0.09 |
| 37 |
never married |
two |
1.7353772 |
1.0859758 |
0.16 |
0.10 |
| 37 |
never married |
three or more |
3.7469056 |
1.9342452 |
0.35 |
0.18 |
| 37 |
separated |
none |
1.2474597 |
0.8898634 |
0.12 |
0.08 |
| 37 |
separated |
one |
0.5352551 |
0.5352551 |
0.05 |
0.05 |
| 37 |
separated |
two |
1.3254199 |
0.9379992 |
0.12 |
0.09 |
| 37 |
separated |
three or more |
4.0703178 |
2.1691185 |
0.38 |
0.20 |
| 38 |
married |
none |
3.3448610 |
1.9690976 |
0.31 |
0.18 |
| 38 |
married |
one |
4.5996254 |
2.3170041 |
0.43 |
0.22 |
| 38 |
married |
two |
7.3235821 |
2.7841718 |
0.69 |
0.26 |
| 38 |
married |
three or more |
7.7781130 |
3.0377467 |
0.73 |
0.29 |
| 38 |
never married |
none |
2.1212577 |
1.3014189 |
0.20 |
0.12 |
| 38 |
never married |
two |
0.4242855 |
0.4242855 |
0.04 |
0.04 |
| 38 |
never married |
three or more |
2.2920686 |
1.4483163 |
0.22 |
0.14 |
| 38 |
separated |
none |
0.8838730 |
0.8838730 |
0.08 |
0.08 |
| 38 |
separated |
one |
1.0865847 |
0.7683485 |
0.10 |
0.07 |
| 38 |
separated |
two |
6.0548138 |
3.4287121 |
0.57 |
0.32 |
| 38 |
separated |
three or more |
3.5137908 |
1.6762792 |
0.33 |
0.16 |
| 39 |
married |
none |
3.6678327 |
2.8743491 |
0.34 |
0.27 |
| 39 |
married |
one |
2.9743004 |
1.9319027 |
0.28 |
0.18 |
| 39 |
married |
two |
6.6034675 |
3.0072892 |
0.62 |
0.28 |
| 39 |
married |
three or more |
7.4964077 |
3.6883231 |
0.70 |
0.35 |
| 39 |
never married |
none |
5.6687569 |
2.9924256 |
0.53 |
0.28 |
| 39 |
never married |
one |
7.0739108 |
4.8633573 |
0.66 |
0.46 |
| 39 |
never married |
two |
0.9186110 |
0.9186110 |
0.09 |
0.09 |
| 39 |
never married |
three or more |
5.8066434 |
3.0962718 |
0.55 |
0.29 |
| 39 |
separated |
none |
0.6467375 |
0.6467375 |
0.06 |
0.06 |
| 39 |
separated |
one |
1.1265688 |
0.8099466 |
0.11 |
0.08 |
| 39 |
separated |
two |
2.0608579 |
1.3953549 |
0.19 |
0.13 |
| 39 |
separated |
three or more |
4.4835884 |
2.0601712 |
0.42 |
0.19 |
| 40 |
married |
two |
9.8506603 |
3.5107806 |
0.92 |
0.33 |
| 40 |
married |
three or more |
9.6968575 |
3.7201955 |
0.91 |
0.35 |
| 40 |
never married |
none |
6.2665027 |
2.7331361 |
0.59 |
0.26 |
| 40 |
never married |
one |
2.9448722 |
1.5554144 |
0.28 |
0.15 |
| 40 |
never married |
two |
0.4223384 |
0.4223384 |
0.04 |
0.04 |
| 40 |
never married |
three or more |
1.8068255 |
1.0612740 |
0.17 |
0.10 |
| 40 |
separated |
none |
2.3571534 |
1.5027933 |
0.22 |
0.14 |
| 40 |
separated |
two |
4.2213037 |
2.2819356 |
0.40 |
0.21 |
| 40 |
separated |
three or more |
4.7676751 |
1.8953037 |
0.45 |
0.18 |
| 41 |
married |
one |
3.9770077 |
2.0457284 |
0.37 |
0.19 |
| 41 |
married |
two |
9.8025850 |
3.4175071 |
0.92 |
0.32 |
| 41 |
married |
three or more |
9.3024197 |
4.6343247 |
0.87 |
0.44 |
| 41 |
never married |
none |
2.3287935 |
1.3895426 |
0.22 |
0.13 |
| 41 |
never married |
two |
1.5839580 |
1.2776957 |
0.15 |
0.12 |
| 41 |
never married |
three or more |
0.4355032 |
0.4355032 |
0.04 |
0.04 |
| 41 |
separated |
one |
3.2972737 |
2.7622214 |
0.31 |
0.26 |
| 41 |
separated |
two |
1.7768387 |
1.0532770 |
0.17 |
0.10 |
| 41 |
separated |
three or more |
5.3326212 |
3.2921429 |
0.50 |
0.31 |
| 42 |
married |
none |
3.2213357 |
2.3600550 |
0.30 |
0.22 |
| 42 |
married |
one |
5.2128323 |
3.1608788 |
0.49 |
0.30 |
| 42 |
married |
two |
11.8264009 |
4.3910256 |
1.11 |
0.41 |
| 42 |
married |
three or more |
13.7056681 |
4.4739713 |
1.29 |
0.42 |
| 42 |
never married |
none |
5.6169086 |
2.2636015 |
0.53 |
0.21 |
| 42 |
never married |
one |
0.3676734 |
0.3676734 |
0.03 |
0.03 |
| 42 |
never married |
two |
1.1385979 |
0.8059722 |
0.11 |
0.08 |
| 42 |
never married |
three or more |
1.1698412 |
0.8901675 |
0.11 |
0.08 |
| 42 |
separated |
none |
1.2756328 |
0.9213523 |
0.12 |
0.09 |
| 42 |
separated |
one |
4.4770851 |
3.1792949 |
0.42 |
0.30 |
| 42 |
separated |
two |
0.8886261 |
0.8886261 |
0.08 |
0.08 |
| 42 |
separated |
three or more |
3.0817614 |
1.7298347 |
0.29 |
0.16 |
| 43 |
married |
one |
2.8410025 |
1.7970488 |
0.27 |
0.17 |
| 43 |
married |
two |
8.9601457 |
3.3901965 |
0.84 |
0.32 |
| 43 |
married |
three or more |
17.0300884 |
5.0976326 |
1.60 |
0.48 |
| 43 |
never married |
none |
4.9528490 |
2.4710927 |
0.47 |
0.23 |
| 43 |
never married |
two |
0.4750016 |
0.4750016 |
0.04 |
0.04 |
| 43 |
never married |
three or more |
1.6041953 |
1.1448122 |
0.15 |
0.11 |
| 43 |
separated |
none |
0.9942550 |
0.9942550 |
0.09 |
0.09 |
| 43 |
separated |
one |
3.3638847 |
2.2815618 |
0.32 |
0.21 |
| 43 |
separated |
two |
2.5999454 |
1.2027386 |
0.24 |
0.11 |
| 43 |
separated |
three or more |
3.1115287 |
1.4525655 |
0.29 |
0.14 |
# multinomial logit
nnet::multinom(marital_3 ~ age, GSS_2016, wtssnrps) |> emmeans :: emmeans( ~ marital_3 + age, at = list(age = seq(22,43,1)), mode = "prob")
## # weights: 9 (4 variable)
## initial value 3138.193271
## iter 10 value 2441.685680
## final value 2441.685286
## converged
## marital_3 age prob SE df lower.CL upper.CL
## married 22 0.2251 0.01382 4 0.1868 0.2635
## never married 22 0.7245 0.01584 4 0.6805 0.7684
## separated 22 0.0504 0.00534 4 0.0356 0.0652
## married 23 0.2406 0.01388 4 0.2021 0.2791
## never married 23 0.7044 0.01587 4 0.6603 0.7484
## separated 23 0.0550 0.00561 4 0.0394 0.0706
## married 24 0.2566 0.01388 4 0.2180 0.2951
## never married 24 0.6835 0.01582 4 0.6395 0.7274
## separated 24 0.0599 0.00588 4 0.0436 0.0763
## married 25 0.2731 0.01385 4 0.2346 0.3115
## never married 25 0.6618 0.01571 4 0.6182 0.7054
## separated 25 0.0651 0.00615 4 0.0481 0.0822
## married 26 0.2900 0.01377 4 0.2518 0.3282
## never married 26 0.6394 0.01553 4 0.5962 0.6825
## separated 26 0.0706 0.00642 4 0.0528 0.0885
## married 27 0.3073 0.01366 4 0.2693 0.3452
## never married 27 0.6163 0.01530 4 0.5738 0.6588
## separated 27 0.0764 0.00668 4 0.0579 0.0950
## married 28 0.3248 0.01351 4 0.2873 0.3623
## never married 28 0.5927 0.01501 4 0.5510 0.6344
## separated 28 0.0825 0.00693 4 0.0633 0.1018
## married 29 0.3425 0.01334 4 0.3055 0.3796
## never married 29 0.5686 0.01468 4 0.5279 0.6094
## separated 29 0.0888 0.00718 4 0.0689 0.1088
## married 30 0.3603 0.01317 4 0.3238 0.3969
## never married 30 0.5442 0.01432 4 0.5045 0.5840
## separated 30 0.0954 0.00742 4 0.0748 0.1161
## married 31 0.3781 0.01298 4 0.3421 0.4142
## never married 31 0.5196 0.01394 4 0.4809 0.5583
## separated 31 0.1023 0.00765 4 0.0811 0.1235
## married 32 0.3958 0.01280 4 0.3603 0.4313
## never married 32 0.4948 0.01355 4 0.4572 0.5325
## separated 32 0.1093 0.00787 4 0.0875 0.1312
## married 33 0.4133 0.01262 4 0.3783 0.4483
## never married 33 0.4701 0.01316 4 0.4336 0.5066
## separated 33 0.1166 0.00807 4 0.0942 0.1390
## married 34 0.4305 0.01246 4 0.3959 0.4651
## never married 34 0.4455 0.01279 4 0.4100 0.4810
## separated 34 0.1240 0.00826 4 0.1011 0.1470
## married 35 0.4473 0.01232 4 0.4131 0.4815
## never married 35 0.4211 0.01244 4 0.3866 0.4556
## separated 35 0.1316 0.00844 4 0.1082 0.1550
## married 36 0.4636 0.01220 4 0.4297 0.4975
## never married 36 0.3971 0.01211 4 0.3635 0.4307
## separated 36 0.1393 0.00860 4 0.1154 0.1632
## married 37 0.4794 0.01210 4 0.4458 0.5129
## never married 37 0.3735 0.01182 4 0.3407 0.4064
## separated 37 0.1471 0.00874 4 0.1228 0.1714
## married 38 0.4945 0.01201 4 0.4611 0.5278
## never married 38 0.3506 0.01156 4 0.3185 0.3827
## separated 38 0.1549 0.00887 4 0.1303 0.1796
## married 39 0.5089 0.01193 4 0.4758 0.5420
## never married 39 0.3282 0.01133 4 0.2968 0.3597
## separated 39 0.1628 0.00897 4 0.1379 0.1878
## married 40 0.5226 0.01186 4 0.4896 0.5555
## never married 40 0.3067 0.01112 4 0.2758 0.3375
## separated 40 0.1708 0.00907 4 0.1456 0.1959
## married 41 0.5354 0.01180 4 0.5027 0.5682
## never married 41 0.2859 0.01092 4 0.2555 0.3162
## separated 41 0.1787 0.00914 4 0.1533 0.2041
## married 42 0.5475 0.01173 4 0.5149 0.5801
## never married 42 0.2659 0.01074 4 0.2361 0.2957
## separated 42 0.1866 0.00920 4 0.1610 0.2121
## married 43 0.5587 0.01166 4 0.5263 0.5911
## never married 43 0.2469 0.01056 4 0.2176 0.2762
## separated 43 0.1944 0.00924 4 0.1688 0.2201
##
## Confidence level used: 0.95
#ordered logit
id_design_2016<-svydesign(id=~id, weights=~wtssnrps, data=GSS_2016)
svyolr(children_4 ~ age + marital_3 + age * marital_3, design=id_design_2016, method=c("logistic"))|> emmeans :: emmeans( ~ children_4 + age + marital_3, at = list(age = seq(22,43,1)), mode = "prob")
## children_4 age marital_3 prob SE df asymp.LCL asymp.UCL
## none 22 married 0.2647 0.02108 Inf 0.22339 0.3060
## one 22 married 0.2207 0.04600 Inf 0.13057 0.3109
## two 22 married 0.2899 0.02113 Inf 0.24849 0.3313
## three or more 22 married 0.2247 0.08383 Inf 0.06036 0.3890
## none 23 married 0.2598 0.02034 Inf 0.21995 0.2997
## one 23 married 0.2193 0.04600 Inf 0.12914 0.3095
## two 23 married 0.2918 0.02242 Inf 0.24784 0.3357
## three or more 23 married 0.2291 0.08447 Inf 0.06354 0.3947
## none 24 married 0.2550 0.01962 Inf 0.21654 0.2935
## one 24 married 0.2178 0.04598 Inf 0.12772 0.3079
## two 24 married 0.2936 0.02372 Inf 0.24709 0.3401
## three or more 24 married 0.2336 0.08509 Inf 0.06682 0.4004
## none 25 married 0.2502 0.01892 Inf 0.21316 0.2873
## one 25 married 0.2163 0.04592 Inf 0.12631 0.3063
## two 25 married 0.2953 0.02504 Inf 0.24624 0.3444
## three or more 25 married 0.2381 0.08569 Inf 0.07019 0.4061
## none 26 married 0.2455 0.01823 Inf 0.20980 0.2813
## one 26 married 0.2147 0.04583 Inf 0.12491 0.3046
## two 26 married 0.2970 0.02636 Inf 0.24531 0.3487
## three or more 26 married 0.2427 0.08627 Inf 0.07366 0.4118
## none 27 married 0.2409 0.01756 Inf 0.20647 0.2753
## one 27 married 0.2131 0.04572 Inf 0.12352 0.3027
## two 27 married 0.2986 0.02770 Inf 0.24429 0.3529
## three or more 27 married 0.2474 0.08684 Inf 0.07723 0.4176
## none 28 married 0.2363 0.01691 Inf 0.20316 0.2694
## one 28 married 0.2115 0.04558 Inf 0.12213 0.3008
## two 28 married 0.3001 0.02903 Inf 0.24319 0.3570
## three or more 28 married 0.2521 0.08738 Inf 0.08089 0.4234
## none 29 married 0.2318 0.01627 Inf 0.19987 0.2637
## one 29 married 0.2098 0.04540 Inf 0.12076 0.2987
## two 29 married 0.3015 0.03037 Inf 0.24202 0.3611
## three or more 29 married 0.2569 0.08790 Inf 0.08466 0.4292
## none 30 married 0.2273 0.01566 Inf 0.19661 0.2580
## one 30 married 0.2080 0.04521 Inf 0.11940 0.2966
## two 30 married 0.3029 0.03170 Inf 0.24077 0.3650
## three or more 30 married 0.2618 0.08840 Inf 0.08853 0.4351
## none 31 married 0.2229 0.01507 Inf 0.19336 0.2524
## one 31 married 0.2062 0.04498 Inf 0.11805 0.2944
## two 31 married 0.3042 0.03303 Inf 0.23945 0.3689
## three or more 31 married 0.2667 0.08888 Inf 0.09250 0.4409
## none 32 married 0.2186 0.01450 Inf 0.19014 0.2470
## one 32 married 0.2044 0.04473 Inf 0.11671 0.2920
## two 32 married 0.3054 0.03435 Inf 0.23807 0.3727
## three or more 32 married 0.2717 0.08933 Inf 0.09657 0.4468
## none 33 married 0.2143 0.01395 Inf 0.18694 0.2416
## one 33 married 0.2025 0.04445 Inf 0.11538 0.2896
## two 33 married 0.3065 0.03567 Inf 0.23662 0.3764
## three or more 33 married 0.2767 0.08977 Inf 0.10075 0.4526
## none 34 married 0.2101 0.01342 Inf 0.18375 0.2364
## one 34 married 0.2006 0.04415 Inf 0.11406 0.2871
## two 34 married 0.3076 0.03697 Inf 0.23511 0.3800
## three or more 34 married 0.2818 0.09017 Inf 0.10503 0.4585
## none 35 married 0.2059 0.01292 Inf 0.18058 0.2312
## one 35 married 0.1987 0.04383 Inf 0.11276 0.2846
## two 35 married 0.3085 0.03826 Inf 0.23354 0.3835
## three or more 35 married 0.2869 0.09056 Inf 0.10942 0.4644
## none 36 married 0.2018 0.01243 Inf 0.17743 0.2262
## one 36 married 0.1967 0.04349 Inf 0.11147 0.2819
## two 36 married 0.3094 0.03953 Inf 0.23192 0.3869
## three or more 36 married 0.2921 0.09091 Inf 0.11391 0.4703
## none 37 married 0.1978 0.01197 Inf 0.17430 0.2212
## one 37 married 0.1947 0.04312 Inf 0.11019 0.2792
## two 37 married 0.3102 0.04079 Inf 0.23024 0.3901
## three or more 37 married 0.2973 0.09124 Inf 0.11851 0.4762
## none 38 married 0.1938 0.01154 Inf 0.17118 0.2164
## one 38 married 0.1927 0.04273 Inf 0.10892 0.2764
## two 38 married 0.3109 0.04203 Inf 0.22851 0.3933
## three or more 38 married 0.3026 0.09155 Inf 0.12321 0.4821
## none 39 married 0.1899 0.01113 Inf 0.16807 0.2117
## one 39 married 0.1906 0.04232 Inf 0.10766 0.2736
## two 39 married 0.3115 0.04325 Inf 0.22674 0.3963
## three or more 39 married 0.3080 0.09183 Inf 0.12803 0.4880
## none 40 married 0.1860 0.01074 Inf 0.16498 0.2071
## one 40 married 0.1885 0.04190 Inf 0.10642 0.2707
## two 40 married 0.3120 0.04445 Inf 0.22492 0.3991
## three or more 40 married 0.3134 0.09207 Inf 0.13294 0.4939
## none 41 married 0.1822 0.01038 Inf 0.16190 0.2026
## one 41 married 0.1864 0.04145 Inf 0.10518 0.2677
## two 41 married 0.3125 0.04562 Inf 0.22306 0.4019
## three or more 41 married 0.3189 0.09229 Inf 0.13797 0.4998
## none 42 married 0.1785 0.01004 Inf 0.15883 0.1982
## one 42 married 0.1843 0.04099 Inf 0.10396 0.2647
## two 42 married 0.3128 0.04677 Inf 0.22115 0.4045
## three or more 42 married 0.3244 0.09249 Inf 0.14310 0.5056
## none 43 married 0.1748 0.00972 Inf 0.15577 0.1939
## one 43 married 0.1822 0.04052 Inf 0.10275 0.2616
## two 43 married 0.3131 0.04789 Inf 0.21921 0.4069
## three or more 43 married 0.3299 0.09265 Inf 0.14834 0.5115
## none 22 never married 0.7879 0.01756 Inf 0.75350 0.8223
## one 22 never married 0.1189 0.01626 Inf 0.08706 0.1508
## two 22 never married 0.0658 0.00725 Inf 0.05163 0.0800
## three or more 22 never married 0.0273 0.01053 Inf 0.00667 0.0480
## none 23 never married 0.7820 0.01731 Inf 0.74808 0.8160
## one 23 never married 0.1218 0.01650 Inf 0.08951 0.1542
## two 23 never married 0.0679 0.00725 Inf 0.05368 0.0821
## three or more 23 never married 0.0283 0.01086 Inf 0.00697 0.0495
## none 24 never married 0.7760 0.01708 Inf 0.74252 0.8095
## one 24 never married 0.1248 0.01675 Inf 0.09195 0.1576
## two 24 never married 0.0700 0.00725 Inf 0.05578 0.0842
## three or more 24 never married 0.0292 0.01120 Inf 0.00728 0.0512
## none 25 never married 0.7699 0.01686 Inf 0.73681 0.8029
## one 25 never married 0.1277 0.01702 Inf 0.09438 0.1611
## two 25 never married 0.0722 0.00726 Inf 0.05792 0.0864
## three or more 25 never married 0.0302 0.01155 Inf 0.00760 0.0529
## none 26 never married 0.7636 0.01667 Inf 0.73094 0.7963
## one 26 never married 0.1307 0.01731 Inf 0.09681 0.1647
## two 26 never married 0.0744 0.00728 Inf 0.06011 0.0886
## three or more 26 never married 0.0313 0.01192 Inf 0.00793 0.0546
## none 27 never married 0.7572 0.01650 Inf 0.72489 0.7896
## one 27 never married 0.1338 0.01762 Inf 0.09922 0.1683
## two 27 never married 0.0766 0.00730 Inf 0.06234 0.0909
## three or more 27 never married 0.0324 0.01229 Inf 0.00826 0.0565
## none 28 never married 0.7508 0.01637 Inf 0.71866 0.7828
## one 28 never married 0.1368 0.01795 Inf 0.10161 0.1720
## two 28 never married 0.0790 0.00733 Inf 0.06460 0.0933
## three or more 28 never married 0.0335 0.01268 Inf 0.00861 0.0583
## none 29 never married 0.7442 0.01629 Inf 0.71223 0.7761
## one 29 never married 0.1399 0.01831 Inf 0.10398 0.1757
## two 29 never married 0.0814 0.00737 Inf 0.06690 0.0958
## three or more 29 never married 0.0346 0.01309 Inf 0.00897 0.0603
## none 30 never married 0.7374 0.01625 Inf 0.70559 0.7693
## one 30 never married 0.1429 0.01868 Inf 0.10633 0.1795
## two 30 never married 0.0838 0.00743 Inf 0.06924 0.0984
## three or more 30 never married 0.0358 0.01351 Inf 0.00933 0.0623
## none 31 never married 0.7306 0.01627 Inf 0.69873 0.7625
## one 31 never married 0.1460 0.01907 Inf 0.10866 0.1834
## two 31 never married 0.0863 0.00751 Inf 0.07160 0.1010
## three or more 31 never married 0.0370 0.01394 Inf 0.00971 0.0644
## none 32 never married 0.7237 0.01635 Inf 0.69163 0.7557
## one 32 never married 0.1491 0.01948 Inf 0.11096 0.1873
## two 32 never married 0.0889 0.00760 Inf 0.07398 0.1038
## three or more 32 never married 0.0383 0.01439 Inf 0.01009 0.0665
## none 33 never married 0.7166 0.01651 Inf 0.68429 0.7490
## one 33 never married 0.1523 0.01991 Inf 0.11323 0.1913
## two 33 never married 0.0915 0.00771 Inf 0.07639 0.1066
## three or more 33 never married 0.0396 0.01486 Inf 0.01049 0.0687
## none 34 never married 0.7095 0.01673 Inf 0.67669 0.7423
## one 34 never married 0.1554 0.02036 Inf 0.11547 0.1953
## two 34 never married 0.0942 0.00784 Inf 0.07881 0.1095
## three or more 34 never married 0.0410 0.01534 Inf 0.01089 0.0710
## none 35 never married 0.7022 0.01703 Inf 0.66884 0.7356
## one 35 never married 0.1585 0.02083 Inf 0.11767 0.1993
## two 35 never married 0.0969 0.00799 Inf 0.08125 0.1126
## three or more 35 never married 0.0424 0.01585 Inf 0.01131 0.0734
## none 36 never married 0.6949 0.01742 Inf 0.66072 0.7290
## one 36 never married 0.1616 0.02131 Inf 0.11984 0.2034
## two 36 never married 0.0997 0.00817 Inf 0.08370 0.1157
## three or more 36 never married 0.0438 0.01637 Inf 0.01173 0.0759
## none 37 never married 0.6874 0.01788 Inf 0.65235 0.7224
## one 37 never married 0.1647 0.02181 Inf 0.12198 0.2075
## two 37 never married 0.1026 0.00838 Inf 0.08616 0.1190
## three or more 37 never married 0.0453 0.01690 Inf 0.01216 0.0784
## none 38 never married 0.6798 0.01842 Inf 0.64373 0.7159
## one 38 never married 0.1678 0.02232 Inf 0.12408 0.2116
## two 38 never married 0.1055 0.00862 Inf 0.08862 0.1224
## three or more 38 never married 0.0468 0.01746 Inf 0.01261 0.0811
## none 39 never married 0.6722 0.01904 Inf 0.63486 0.7095
## one 39 never married 0.1709 0.02284 Inf 0.12614 0.2157
## two 39 never married 0.1085 0.00888 Inf 0.09110 0.1259
## three or more 39 never married 0.0484 0.01804 Inf 0.01306 0.0838
## none 40 never married 0.6644 0.01974 Inf 0.62574 0.7031
## one 40 never married 0.1740 0.02338 Inf 0.12817 0.2198
## two 40 never married 0.1115 0.00917 Inf 0.09357 0.1295
## three or more 40 never married 0.0501 0.01864 Inf 0.01352 0.0866
## none 41 never married 0.6566 0.02051 Inf 0.61640 0.6968
## one 41 never married 0.1770 0.02392 Inf 0.13015 0.2239
## two 41 never married 0.1146 0.00949 Inf 0.09605 0.1332
## three or more 41 never married 0.0517 0.01926 Inf 0.01399 0.0895
## none 42 never married 0.6487 0.02134 Inf 0.60684 0.6905
## one 42 never married 0.1800 0.02447 Inf 0.13209 0.2280
## two 42 never married 0.1178 0.00984 Inf 0.09852 0.1371
## three or more 42 never married 0.0535 0.01990 Inf 0.01448 0.0925
## none 43 never married 0.6407 0.02224 Inf 0.59707 0.6842
## one 43 never married 0.1830 0.02502 Inf 0.13399 0.2321
## two 43 never married 0.1210 0.01022 Inf 0.10100 0.1411
## three or more 43 never married 0.0553 0.02057 Inf 0.01497 0.0956
## none 22 separated 0.2070 0.02912 Inf 0.14991 0.2641
## one 22 separated 0.1992 0.04124 Inf 0.11836 0.2800
## two 22 separated 0.3083 0.04063 Inf 0.22864 0.3879
## three or more 22 separated 0.2855 0.08515 Inf 0.11865 0.4524
## none 23 separated 0.2041 0.02818 Inf 0.14891 0.2594
## one 23 separated 0.1978 0.04106 Inf 0.11735 0.2783
## two 23 separated 0.3089 0.04123 Inf 0.22811 0.3897
## three or more 23 separated 0.2891 0.08544 Inf 0.12167 0.4566
## none 24 separated 0.2013 0.02725 Inf 0.14790 0.2547
## one 24 separated 0.1965 0.04087 Inf 0.11635 0.2766
## two 24 separated 0.3095 0.04183 Inf 0.22751 0.3915
## three or more 24 separated 0.2927 0.08572 Inf 0.12472 0.4607
## none 25 separated 0.1985 0.02634 Inf 0.14689 0.2502
## one 25 separated 0.1951 0.04068 Inf 0.11534 0.2748
## two 25 separated 0.3100 0.04245 Inf 0.22685 0.3932
## three or more 25 separated 0.2964 0.08599 Inf 0.12781 0.4649
## none 26 separated 0.1958 0.02546 Inf 0.14586 0.2456
## one 26 separated 0.1937 0.04048 Inf 0.11434 0.2730
## two 26 separated 0.3106 0.04307 Inf 0.22613 0.3950
## three or more 26 separated 0.3000 0.08627 Inf 0.13092 0.4691
## none 27 separated 0.1930 0.02459 Inf 0.14483 0.2412
## one 27 separated 0.1923 0.04027 Inf 0.11334 0.2712
## two 27 separated 0.3110 0.04371 Inf 0.22535 0.3967
## three or more 27 separated 0.3037 0.08654 Inf 0.13407 0.4733
## none 28 separated 0.1903 0.02374 Inf 0.14379 0.2368
## one 28 separated 0.1908 0.04006 Inf 0.11233 0.2694
## two 28 separated 0.3114 0.04435 Inf 0.22452 0.3984
## three or more 28 separated 0.3074 0.08682 Inf 0.13724 0.4776
## none 29 separated 0.1876 0.02291 Inf 0.14274 0.2325
## one 29 separated 0.1894 0.03984 Inf 0.11133 0.2675
## two 29 separated 0.3118 0.04499 Inf 0.22364 0.4000
## three or more 29 separated 0.3111 0.08709 Inf 0.14044 0.4818
## none 30 separated 0.1850 0.02210 Inf 0.14168 0.2283
## one 30 separated 0.1880 0.03961 Inf 0.11033 0.2656
## two 30 separated 0.3122 0.04564 Inf 0.22271 0.4016
## three or more 30 separated 0.3149 0.08736 Inf 0.14367 0.4861
## none 31 separated 0.1824 0.02131 Inf 0.14060 0.2241
## one 31 separated 0.1865 0.03938 Inf 0.10932 0.2637
## two 31 separated 0.3125 0.04629 Inf 0.22173 0.4032
## three or more 31 separated 0.3187 0.08762 Inf 0.14693 0.4904
## none 32 separated 0.1798 0.02054 Inf 0.13952 0.2200
## one 32 separated 0.1850 0.03914 Inf 0.10832 0.2618
## two 32 separated 0.3127 0.04694 Inf 0.22070 0.4047
## three or more 32 separated 0.3225 0.08789 Inf 0.15022 0.4947
## none 33 separated 0.1772 0.01979 Inf 0.13842 0.2160
## one 33 separated 0.1836 0.03890 Inf 0.10731 0.2598
## two 33 separated 0.3129 0.04760 Inf 0.21963 0.4062
## three or more 33 separated 0.3263 0.08815 Inf 0.15353 0.4991
## none 34 separated 0.1747 0.01907 Inf 0.13731 0.2121
## one 34 separated 0.1821 0.03866 Inf 0.10631 0.2578
## two 34 separated 0.3131 0.04825 Inf 0.21852 0.4077
## three or more 34 separated 0.3302 0.08841 Inf 0.15686 0.5034
## none 35 separated 0.1722 0.01836 Inf 0.13619 0.2082
## one 35 separated 0.1806 0.03841 Inf 0.10530 0.2559
## two 35 separated 0.3132 0.04890 Inf 0.21736 0.4091
## three or more 35 separated 0.3340 0.08868 Inf 0.16023 0.5078
## none 36 separated 0.1697 0.01768 Inf 0.13505 0.2044
## one 36 separated 0.1791 0.03816 Inf 0.10430 0.2539
## two 36 separated 0.3133 0.04955 Inf 0.21617 0.4104
## three or more 36 separated 0.3379 0.08894 Inf 0.16361 0.5122
## none 37 separated 0.1673 0.01702 Inf 0.13389 0.2006
## one 37 separated 0.1776 0.03790 Inf 0.10329 0.2519
## two 37 separated 0.3133 0.05020 Inf 0.21494 0.4117
## three or more 37 separated 0.3418 0.08920 Inf 0.16702 0.5167
## none 38 separated 0.1648 0.01639 Inf 0.13272 0.1970
## one 38 separated 0.1761 0.03764 Inf 0.10228 0.2498
## two 38 separated 0.3133 0.05084 Inf 0.21367 0.4130
## three or more 38 separated 0.3458 0.08946 Inf 0.17046 0.5211
## none 39 separated 0.1624 0.01577 Inf 0.13153 0.1934
## one 39 separated 0.1745 0.03738 Inf 0.10126 0.2478
## two 39 separated 0.3133 0.05148 Inf 0.21237 0.4142
## three or more 39 separated 0.3497 0.08971 Inf 0.17391 0.5256
## none 40 separated 0.1601 0.01519 Inf 0.13032 0.1898
## one 40 separated 0.1730 0.03712 Inf 0.10025 0.2458
## two 40 separated 0.3132 0.05212 Inf 0.21103 0.4153
## three or more 40 separated 0.3537 0.08997 Inf 0.17739 0.5301
## none 41 separated 0.1577 0.01462 Inf 0.12909 0.1864
## one 41 separated 0.1715 0.03686 Inf 0.09923 0.2437
## two 41 separated 0.3130 0.05275 Inf 0.20966 0.4164
## three or more 41 separated 0.3577 0.09023 Inf 0.18089 0.5346
## none 42 separated 0.1554 0.01408 Inf 0.12784 0.1830
## one 42 separated 0.1699 0.03659 Inf 0.09821 0.2416
## two 42 separated 0.3129 0.05337 Inf 0.20826 0.4175
## three or more 42 separated 0.3618 0.09048 Inf 0.18441 0.5391
## none 43 separated 0.1532 0.01357 Inf 0.12656 0.1798
## one 43 separated 0.1684 0.03632 Inf 0.09719 0.2396
## two 43 separated 0.3127 0.05399 Inf 0.20683 0.4185
## three or more 43 separated 0.3658 0.09074 Inf 0.18795 0.5436
##
## Confidence level used: 0.95
GSS_2018 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2018 child status by age")
2018 child status by age
| 22 |
none |
49.5371769 |
11.4412331 |
5.40 |
1.25 |
| 22 |
one |
2.6846251 |
1.5731116 |
0.29 |
0.17 |
| 22 |
two |
3.1536381 |
1.8116931 |
0.34 |
0.20 |
| 23 |
none |
26.7733499 |
9.0782396 |
2.92 |
0.99 |
| 23 |
one |
7.6642048 |
3.4517951 |
0.84 |
0.38 |
| 23 |
two |
1.4139881 |
1.0209036 |
0.15 |
0.11 |
| 23 |
three or more |
0.6132884 |
0.6132884 |
0.07 |
0.07 |
| 24 |
none |
39.5643468 |
10.3080149 |
4.31 |
1.12 |
| 24 |
one |
6.5472947 |
3.1621096 |
0.71 |
0.34 |
| 24 |
two |
5.0462270 |
2.5830451 |
0.55 |
0.28 |
| 24 |
three or more |
1.4755496 |
1.4755496 |
0.16 |
0.16 |
| 25 |
none |
35.8693014 |
8.2691004 |
3.91 |
0.90 |
| 25 |
one |
7.9030528 |
2.7282065 |
0.86 |
0.30 |
| 25 |
two |
3.0683521 |
2.6090673 |
0.33 |
0.28 |
| 25 |
three or more |
1.2016746 |
0.8752841 |
0.13 |
0.10 |
| 26 |
none |
12.2708355 |
3.8503711 |
1.34 |
0.42 |
| 26 |
one |
5.8723042 |
2.5776217 |
0.64 |
0.28 |
| 26 |
two |
4.9589680 |
2.4378646 |
0.54 |
0.27 |
| 26 |
three or more |
3.5752737 |
1.9586521 |
0.39 |
0.21 |
| 27 |
none |
21.6424339 |
5.7837003 |
2.36 |
0.63 |
| 27 |
one |
14.1458244 |
5.0693249 |
1.54 |
0.55 |
| 27 |
two |
3.2890304 |
1.6363807 |
0.36 |
0.18 |
| 27 |
three or more |
2.4387419 |
1.4286253 |
0.27 |
0.16 |
| 28 |
none |
33.0138442 |
7.4028046 |
3.60 |
0.81 |
| 28 |
one |
5.9814837 |
2.9470311 |
0.65 |
0.32 |
| 28 |
two |
4.1876001 |
2.0613784 |
0.46 |
0.22 |
| 28 |
three or more |
5.0088053 |
2.3003159 |
0.55 |
0.25 |
| 29 |
none |
31.3340353 |
7.9433183 |
3.42 |
0.87 |
| 29 |
one |
10.9727489 |
8.6091183 |
1.20 |
0.94 |
| 29 |
two |
11.8978522 |
4.2989021 |
1.30 |
0.47 |
| 29 |
three or more |
2.7652120 |
1.3236530 |
0.30 |
0.14 |
| 30 |
none |
25.4707673 |
8.8771324 |
2.78 |
0.97 |
| 30 |
one |
8.8895055 |
3.8321752 |
0.97 |
0.42 |
| 30 |
two |
10.3752570 |
4.8382431 |
1.13 |
0.53 |
| 30 |
three or more |
7.4581333 |
2.5836258 |
0.81 |
0.28 |
| 31 |
none |
12.5727660 |
3.5809693 |
1.37 |
0.39 |
| 31 |
one |
5.6222199 |
1.9988318 |
0.61 |
0.22 |
| 31 |
two |
4.1383836 |
2.3038971 |
0.45 |
0.25 |
| 31 |
three or more |
6.0108433 |
2.8698514 |
0.66 |
0.31 |
| 32 |
none |
13.4061572 |
4.4999808 |
1.46 |
0.49 |
| 32 |
one |
11.1750741 |
4.2518144 |
1.22 |
0.46 |
| 32 |
two |
3.5037168 |
1.7686211 |
0.38 |
0.19 |
| 32 |
three or more |
6.4447786 |
1.9982109 |
0.70 |
0.22 |
| 33 |
none |
14.0458179 |
3.7896061 |
1.53 |
0.41 |
| 33 |
one |
6.9879022 |
2.7291135 |
0.76 |
0.30 |
| 33 |
two |
7.2256768 |
3.1089441 |
0.79 |
0.34 |
| 33 |
three or more |
10.7427708 |
4.1491503 |
1.17 |
0.45 |
| 34 |
none |
16.5709204 |
3.9867906 |
1.81 |
0.43 |
| 34 |
one |
9.0235332 |
3.6527365 |
0.98 |
0.40 |
| 34 |
two |
11.1821096 |
3.3018309 |
1.22 |
0.36 |
| 34 |
three or more |
18.6327152 |
5.0226524 |
2.03 |
0.55 |
| 35 |
none |
8.4490583 |
3.0566890 |
0.92 |
0.33 |
| 35 |
one |
5.5134555 |
2.1944222 |
0.60 |
0.24 |
| 35 |
two |
10.0785617 |
4.0693590 |
1.10 |
0.44 |
| 35 |
three or more |
8.3033119 |
2.8790141 |
0.91 |
0.31 |
| 36 |
none |
3.4730849 |
1.4538692 |
0.38 |
0.16 |
| 36 |
one |
8.9889836 |
3.6793503 |
0.98 |
0.40 |
| 36 |
two |
11.5651973 |
4.0508437 |
1.26 |
0.44 |
| 36 |
three or more |
13.2972438 |
4.1597122 |
1.45 |
0.45 |
| 37 |
none |
8.6926695 |
3.0919944 |
0.95 |
0.34 |
| 37 |
one |
8.2264993 |
4.0013523 |
0.90 |
0.44 |
| 37 |
two |
16.5695203 |
4.8466632 |
1.81 |
0.53 |
| 37 |
three or more |
7.9200236 |
3.0259971 |
0.86 |
0.33 |
| 38 |
none |
3.5207157 |
1.5984824 |
0.38 |
0.17 |
| 38 |
one |
6.4100542 |
2.3759135 |
0.70 |
0.26 |
| 38 |
two |
14.6057197 |
4.0641645 |
1.59 |
0.44 |
| 38 |
three or more |
13.0105792 |
5.7378481 |
1.42 |
0.63 |
| 39 |
none |
5.3345397 |
1.9275541 |
0.58 |
0.21 |
| 39 |
one |
6.8895552 |
3.4641202 |
0.75 |
0.38 |
| 39 |
two |
14.6168093 |
4.0847126 |
1.59 |
0.45 |
| 39 |
three or more |
18.0885917 |
4.5754667 |
1.97 |
0.50 |
| 40 |
none |
5.6221216 |
2.7618976 |
0.61 |
0.30 |
| 40 |
one |
4.0243313 |
2.1352759 |
0.44 |
0.23 |
| 40 |
two |
21.5565310 |
7.7600762 |
2.35 |
0.85 |
| 40 |
three or more |
14.9304117 |
4.2934393 |
1.63 |
0.47 |
| 41 |
none |
6.2865316 |
2.7587888 |
0.69 |
0.30 |
| 41 |
one |
4.7038356 |
2.3637354 |
0.51 |
0.26 |
| 41 |
two |
10.5295880 |
3.9855348 |
1.15 |
0.43 |
| 41 |
three or more |
14.3673200 |
4.3050174 |
1.57 |
0.47 |
| 42 |
none |
8.3035848 |
4.2331137 |
0.91 |
0.46 |
| 42 |
one |
1.7992348 |
0.9437570 |
0.20 |
0.10 |
| 42 |
two |
12.0466560 |
4.6759188 |
1.31 |
0.51 |
| 42 |
three or more |
22.1001989 |
5.6744350 |
2.41 |
0.62 |
| 43 |
none |
10.3649854 |
4.0646035 |
1.13 |
0.44 |
| 43 |
one |
5.3290103 |
2.6587688 |
0.58 |
0.29 |
| 43 |
two |
12.4634560 |
4.3245413 |
1.36 |
0.47 |
| 43 |
three or more |
10.1921336 |
4.1135675 |
1.11 |
0.45 |
GSS_2018 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2018 marriage status by age")
2018 marriage status by age
| 22 |
married |
7.418687 |
4.0368143 |
0.81 |
0.44 |
| 22 |
never married |
47.956753 |
10.9732568 |
5.23 |
1.20 |
| 23 |
married |
3.031519 |
2.6335147 |
0.33 |
0.29 |
| 23 |
never married |
31.677500 |
9.3316598 |
3.45 |
1.02 |
| 23 |
separated |
1.755812 |
1.2771421 |
0.19 |
0.14 |
| 24 |
married |
12.099246 |
4.3929597 |
1.32 |
0.48 |
| 24 |
never married |
40.534172 |
10.2829934 |
4.42 |
1.12 |
| 25 |
married |
11.221846 |
4.7815634 |
1.22 |
0.52 |
| 25 |
never married |
36.820535 |
7.7768413 |
4.02 |
0.85 |
| 26 |
married |
3.575769 |
2.1769606 |
0.39 |
0.24 |
| 26 |
never married |
21.972714 |
5.0700697 |
2.40 |
0.55 |
| 26 |
separated |
1.128898 |
0.8290363 |
0.12 |
0.09 |
| 27 |
married |
16.144048 |
5.6314616 |
1.76 |
0.61 |
| 27 |
never married |
23.364223 |
5.2981241 |
2.55 |
0.58 |
| 27 |
separated |
2.007759 |
2.0077592 |
0.22 |
0.22 |
| 28 |
married |
20.297777 |
5.0043418 |
2.21 |
0.55 |
| 28 |
never married |
24.506030 |
6.6010092 |
2.67 |
0.72 |
| 28 |
separated |
3.387926 |
2.1147014 |
0.37 |
0.23 |
| 29 |
married |
15.396099 |
4.7999152 |
1.68 |
0.52 |
| 29 |
never married |
40.457866 |
11.5529458 |
4.41 |
1.26 |
| 29 |
separated |
1.115883 |
0.8187532 |
0.12 |
0.09 |
| 30 |
married |
21.302625 |
6.3316153 |
2.32 |
0.69 |
| 30 |
never married |
29.012794 |
9.0440468 |
3.16 |
0.99 |
| 30 |
separated |
1.878244 |
1.2307649 |
0.20 |
0.13 |
| 31 |
married |
10.705085 |
3.7231253 |
1.17 |
0.41 |
| 31 |
never married |
14.800588 |
3.7869821 |
1.61 |
0.41 |
| 31 |
separated |
2.838540 |
1.4552245 |
0.31 |
0.16 |
| 32 |
married |
16.961763 |
5.2576711 |
1.85 |
0.57 |
| 32 |
never married |
15.335607 |
4.0207548 |
1.67 |
0.44 |
| 32 |
separated |
2.232357 |
1.2517383 |
0.24 |
0.14 |
| 33 |
married |
22.487805 |
5.5277245 |
2.45 |
0.60 |
| 33 |
never married |
14.769313 |
3.9937435 |
1.61 |
0.44 |
| 33 |
separated |
1.745050 |
1.4321335 |
0.19 |
0.16 |
| 34 |
married |
39.935307 |
7.2110996 |
4.35 |
0.79 |
| 34 |
never married |
13.581153 |
3.4243562 |
1.48 |
0.37 |
| 34 |
separated |
1.892818 |
1.1104927 |
0.21 |
0.12 |
| 35 |
married |
22.787231 |
5.4993271 |
2.48 |
0.60 |
| 35 |
never married |
6.836014 |
2.6990230 |
0.75 |
0.29 |
| 35 |
separated |
2.721142 |
1.1625971 |
0.30 |
0.13 |
| 36 |
married |
25.644885 |
5.8581059 |
2.80 |
0.64 |
| 36 |
never married |
7.710456 |
3.1969743 |
0.84 |
0.35 |
| 36 |
separated |
3.969169 |
2.1645976 |
0.43 |
0.24 |
| 37 |
married |
29.542628 |
6.9521956 |
3.22 |
0.76 |
| 37 |
never married |
6.881448 |
2.4458603 |
0.75 |
0.27 |
| 37 |
separated |
4.984637 |
1.9248127 |
0.54 |
0.21 |
| 38 |
married |
30.105176 |
7.0741317 |
3.28 |
0.77 |
| 38 |
never married |
6.402259 |
2.6146134 |
0.70 |
0.29 |
| 38 |
separated |
1.039634 |
0.7366289 |
0.11 |
0.08 |
| 39 |
married |
28.311103 |
5.9502540 |
3.09 |
0.65 |
| 39 |
never married |
11.737199 |
3.8870260 |
1.28 |
0.42 |
| 39 |
separated |
4.881194 |
1.6350254 |
0.53 |
0.18 |
| 40 |
married |
23.881372 |
5.7835250 |
2.60 |
0.63 |
| 40 |
never married |
7.991159 |
3.2026178 |
0.87 |
0.35 |
| 40 |
separated |
14.260865 |
6.8622476 |
1.56 |
0.75 |
| 41 |
married |
18.460964 |
5.4093556 |
2.01 |
0.59 |
| 41 |
never married |
7.045149 |
2.6035170 |
0.77 |
0.28 |
| 41 |
separated |
10.381163 |
3.3949338 |
1.13 |
0.37 |
| 42 |
married |
29.326391 |
7.1168045 |
3.20 |
0.78 |
| 42 |
never married |
5.560519 |
2.1129797 |
0.61 |
0.23 |
| 42 |
separated |
9.362765 |
4.2004163 |
1.02 |
0.46 |
| 43 |
married |
21.044169 |
5.4710461 |
2.29 |
0.60 |
| 43 |
never married |
10.056491 |
4.0007146 |
1.10 |
0.44 |
| 43 |
separated |
7.248925 |
3.6316989 |
0.79 |
0.40 |
GSS_2018 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2018 children by marriage status and age")
2018 children by marriage status and age
| 22 |
married |
none |
6.3030978 |
3.8803765 |
0.69 |
0.42 |
| 22 |
married |
one |
1.1155896 |
1.1155896 |
0.12 |
0.12 |
| 22 |
never married |
none |
43.2340791 |
10.7738903 |
4.71 |
1.17 |
| 22 |
never married |
one |
1.5690355 |
1.1097890 |
0.17 |
0.12 |
| 22 |
never married |
two |
3.1536381 |
1.8116931 |
0.34 |
0.20 |
| 23 |
married |
one |
3.0315190 |
2.6335147 |
0.33 |
0.29 |
| 23 |
never married |
none |
25.6829917 |
9.0138458 |
2.80 |
0.98 |
| 23 |
never married |
one |
3.9672318 |
2.1332787 |
0.43 |
0.23 |
| 23 |
never married |
two |
1.4139881 |
1.0209036 |
0.15 |
0.11 |
| 23 |
never married |
three or more |
0.6132884 |
0.6132884 |
0.07 |
0.07 |
| 23 |
separated |
none |
1.0903582 |
1.0903582 |
0.12 |
0.12 |
| 23 |
separated |
one |
0.6654541 |
0.6654541 |
0.07 |
0.07 |
| 24 |
married |
none |
3.7210954 |
2.3255219 |
0.41 |
0.25 |
| 24 |
married |
one |
4.6745660 |
3.0095998 |
0.51 |
0.33 |
| 24 |
married |
two |
3.7035851 |
2.2076394 |
0.40 |
0.24 |
| 24 |
never married |
none |
35.8432514 |
10.0479240 |
3.91 |
1.10 |
| 24 |
never married |
one |
1.8727287 |
0.9740155 |
0.20 |
0.11 |
| 24 |
never married |
two |
1.3426419 |
1.3426419 |
0.15 |
0.15 |
| 24 |
never married |
three or more |
1.4755496 |
1.4755496 |
0.16 |
0.16 |
| 25 |
married |
none |
5.7888389 |
3.7378663 |
0.63 |
0.41 |
| 25 |
married |
one |
1.1629805 |
1.1629805 |
0.13 |
0.13 |
| 25 |
married |
two |
3.0683521 |
2.6090673 |
0.33 |
0.28 |
| 25 |
married |
three or more |
1.2016746 |
0.8752841 |
0.13 |
0.10 |
| 25 |
never married |
none |
30.0804625 |
7.3861196 |
3.28 |
0.81 |
| 25 |
never married |
one |
6.7400723 |
2.4692644 |
0.74 |
0.27 |
| 26 |
married |
none |
0.6572623 |
0.6572623 |
0.07 |
0.07 |
| 26 |
married |
one |
1.2983968 |
1.2983968 |
0.14 |
0.14 |
| 26 |
married |
two |
1.6201101 |
1.6201101 |
0.18 |
0.18 |
| 26 |
never married |
none |
11.6135732 |
3.7947158 |
1.27 |
0.41 |
| 26 |
never married |
one |
3.8507986 |
2.1078061 |
0.42 |
0.23 |
| 26 |
never married |
two |
3.3388579 |
1.8229198 |
0.36 |
0.20 |
| 26 |
never married |
three or more |
3.1694845 |
1.9164419 |
0.35 |
0.21 |
| 26 |
separated |
one |
0.7231088 |
0.7231088 |
0.08 |
0.08 |
| 26 |
separated |
three or more |
0.4057891 |
0.4057891 |
0.04 |
0.04 |
| 27 |
married |
none |
9.8723919 |
4.5801258 |
1.08 |
0.50 |
| 27 |
married |
one |
4.7879861 |
3.1111857 |
0.52 |
0.34 |
| 27 |
married |
two |
1.4836703 |
1.0560050 |
0.16 |
0.12 |
| 27 |
never married |
none |
9.7622829 |
2.9254505 |
1.06 |
0.32 |
| 27 |
never married |
one |
9.3578383 |
4.0070887 |
1.02 |
0.44 |
| 27 |
never married |
two |
1.8053600 |
1.2509508 |
0.20 |
0.14 |
| 27 |
never married |
three or more |
2.4387419 |
1.4286253 |
0.27 |
0.16 |
| 27 |
separated |
none |
2.0077592 |
2.0077592 |
0.22 |
0.22 |
| 28 |
married |
none |
8.1558030 |
2.8798003 |
0.89 |
0.31 |
| 28 |
married |
one |
4.6533758 |
2.8448196 |
0.51 |
0.31 |
| 28 |
married |
two |
3.3147292 |
1.9636137 |
0.36 |
0.21 |
| 28 |
married |
three or more |
4.1738690 |
2.2197481 |
0.46 |
0.24 |
| 28 |
never married |
none |
22.3143630 |
6.5293497 |
2.43 |
0.71 |
| 28 |
never married |
one |
1.3281079 |
0.7728263 |
0.14 |
0.08 |
| 28 |
never married |
two |
0.3493384 |
0.3493384 |
0.04 |
0.04 |
| 28 |
never married |
three or more |
0.5142209 |
0.5142209 |
0.06 |
0.06 |
| 28 |
separated |
none |
2.5436782 |
2.0241023 |
0.28 |
0.22 |
| 28 |
separated |
two |
0.5235325 |
0.5235325 |
0.06 |
0.06 |
| 28 |
separated |
three or more |
0.3207154 |
0.3207154 |
0.03 |
0.03 |
| 29 |
married |
none |
9.0016211 |
3.6661208 |
0.98 |
0.40 |
| 29 |
married |
one |
0.3955562 |
0.3955562 |
0.04 |
0.04 |
| 29 |
married |
two |
5.6477565 |
3.0613273 |
0.62 |
0.33 |
| 29 |
married |
three or more |
0.3511654 |
0.3511654 |
0.04 |
0.04 |
| 29 |
never married |
none |
22.3324141 |
7.0588363 |
2.44 |
0.77 |
| 29 |
never married |
one |
9.4613099 |
8.5616972 |
1.03 |
0.93 |
| 29 |
never married |
two |
6.2500957 |
3.0230637 |
0.68 |
0.33 |
| 29 |
never married |
three or more |
2.4140466 |
1.2765040 |
0.26 |
0.14 |
| 29 |
separated |
one |
1.1158829 |
0.8187532 |
0.12 |
0.09 |
| 30 |
married |
none |
2.2662281 |
1.3444934 |
0.25 |
0.15 |
| 30 |
married |
one |
6.0895193 |
3.5136934 |
0.66 |
0.38 |
| 30 |
married |
two |
9.2176971 |
4.7898110 |
1.01 |
0.52 |
| 30 |
married |
three or more |
3.7291800 |
1.7682190 |
0.41 |
0.19 |
| 30 |
never married |
none |
23.2045392 |
8.7772791 |
2.53 |
0.96 |
| 30 |
never married |
one |
2.7999862 |
1.5342930 |
0.31 |
0.17 |
| 30 |
never married |
two |
1.1575599 |
0.6894924 |
0.13 |
0.08 |
| 30 |
never married |
three or more |
1.8507091 |
1.4312769 |
0.20 |
0.16 |
| 30 |
separated |
three or more |
1.8782442 |
1.2307649 |
0.20 |
0.13 |
| 31 |
married |
none |
4.1744238 |
2.3399956 |
0.46 |
0.26 |
| 31 |
married |
one |
2.5108405 |
1.4579309 |
0.27 |
0.16 |
| 31 |
married |
two |
1.9842617 |
1.4670698 |
0.22 |
0.16 |
| 31 |
married |
three or more |
2.0355589 |
2.0355589 |
0.22 |
0.22 |
| 31 |
never married |
none |
7.5766298 |
2.5899286 |
0.83 |
0.28 |
| 31 |
never married |
one |
2.3032922 |
1.1067991 |
0.25 |
0.12 |
| 31 |
never married |
two |
1.7250581 |
1.7250581 |
0.19 |
0.19 |
| 31 |
never married |
three or more |
3.1956075 |
1.8691362 |
0.35 |
0.20 |
| 31 |
separated |
none |
0.8217124 |
0.8217124 |
0.09 |
0.09 |
| 31 |
separated |
one |
0.8080871 |
0.8080871 |
0.09 |
0.09 |
| 31 |
separated |
two |
0.4290638 |
0.4290638 |
0.05 |
0.05 |
| 31 |
separated |
three or more |
0.7796769 |
0.7796769 |
0.09 |
0.09 |
| 32 |
married |
none |
4.3779024 |
2.7935239 |
0.48 |
0.30 |
| 32 |
married |
one |
6.2021637 |
3.8008834 |
0.68 |
0.41 |
| 32 |
married |
two |
2.6164420 |
1.6929987 |
0.29 |
0.18 |
| 32 |
married |
three or more |
3.7652546 |
1.6172320 |
0.41 |
0.18 |
| 32 |
never married |
none |
9.0282548 |
3.5326665 |
0.98 |
0.39 |
| 32 |
never married |
one |
4.0334127 |
1.6667533 |
0.44 |
0.18 |
| 32 |
never married |
two |
0.5787339 |
0.4107418 |
0.06 |
0.04 |
| 32 |
never married |
three or more |
1.6952058 |
0.8928259 |
0.18 |
0.10 |
| 32 |
separated |
one |
0.9394977 |
0.9394977 |
0.10 |
0.10 |
| 32 |
separated |
two |
0.3085410 |
0.3085410 |
0.03 |
0.03 |
| 32 |
separated |
three or more |
0.9843182 |
0.7683027 |
0.11 |
0.08 |
| 33 |
married |
none |
5.3229177 |
2.6391788 |
0.58 |
0.29 |
| 33 |
married |
one |
3.5009323 |
1.9219671 |
0.38 |
0.21 |
| 33 |
married |
two |
3.3268384 |
1.7291554 |
0.36 |
0.19 |
| 33 |
married |
three or more |
10.3371165 |
4.1297053 |
1.13 |
0.45 |
| 33 |
never married |
none |
8.7229001 |
2.7267959 |
0.95 |
0.30 |
| 33 |
never married |
one |
3.4869699 |
1.9402334 |
0.38 |
0.21 |
| 33 |
never married |
two |
2.1537884 |
2.1537884 |
0.23 |
0.23 |
| 33 |
never married |
three or more |
0.4056543 |
0.4056543 |
0.04 |
0.04 |
| 33 |
separated |
two |
1.7450501 |
1.4321335 |
0.19 |
0.16 |
| 34 |
married |
none |
6.6428588 |
2.6212717 |
0.72 |
0.29 |
| 34 |
married |
one |
9.0235332 |
3.6527365 |
0.98 |
0.40 |
| 34 |
married |
two |
9.8676416 |
3.2026625 |
1.08 |
0.35 |
| 34 |
married |
three or more |
14.4012738 |
4.6931365 |
1.57 |
0.51 |
| 34 |
never married |
none |
9.9280616 |
3.0132431 |
1.08 |
0.33 |
| 34 |
never married |
two |
0.6456779 |
0.4573628 |
0.07 |
0.05 |
| 34 |
never married |
three or more |
3.0074138 |
1.5716109 |
0.33 |
0.17 |
| 34 |
separated |
two |
0.6687901 |
0.6687901 |
0.07 |
0.07 |
| 34 |
separated |
three or more |
1.2240276 |
0.8869112 |
0.13 |
0.10 |
| 35 |
married |
none |
2.5394169 |
1.5389611 |
0.28 |
0.17 |
| 35 |
married |
one |
5.1876686 |
2.1704358 |
0.57 |
0.24 |
| 35 |
married |
two |
8.3462977 |
3.9691611 |
0.91 |
0.43 |
| 35 |
married |
three or more |
6.7138476 |
2.7508740 |
0.73 |
0.30 |
| 35 |
never married |
none |
4.8938204 |
2.5393472 |
0.53 |
0.28 |
| 35 |
never married |
one |
0.3257868 |
0.3257868 |
0.04 |
0.04 |
| 35 |
never married |
two |
1.3332142 |
0.8117730 |
0.15 |
0.09 |
| 35 |
never married |
three or more |
0.2831927 |
0.2831927 |
0.03 |
0.03 |
| 35 |
separated |
none |
1.0158211 |
0.7373508 |
0.11 |
0.08 |
| 35 |
separated |
two |
0.3990498 |
0.3990498 |
0.04 |
0.04 |
| 35 |
separated |
three or more |
1.3062716 |
0.8066135 |
0.14 |
0.09 |
| 36 |
married |
none |
0.8411470 |
0.8411470 |
0.09 |
0.09 |
| 36 |
married |
one |
3.9514859 |
2.1543638 |
0.43 |
0.23 |
| 36 |
married |
two |
9.4101707 |
3.5781758 |
1.03 |
0.39 |
| 36 |
married |
three or more |
11.4420815 |
4.0428948 |
1.25 |
0.44 |
| 36 |
never married |
none |
2.2309449 |
1.1171664 |
0.24 |
0.12 |
| 36 |
never married |
one |
4.6172745 |
2.9560724 |
0.50 |
0.32 |
| 36 |
never married |
two |
0.2707796 |
0.2707796 |
0.03 |
0.03 |
| 36 |
never married |
three or more |
0.5914565 |
0.4181443 |
0.06 |
0.05 |
| 36 |
separated |
none |
0.4009929 |
0.4009929 |
0.04 |
0.04 |
| 36 |
separated |
one |
0.4202232 |
0.4202232 |
0.05 |
0.05 |
| 36 |
separated |
two |
1.8842471 |
1.8842471 |
0.21 |
0.21 |
| 36 |
separated |
three or more |
1.2637057 |
0.8955940 |
0.14 |
0.10 |
| 37 |
married |
none |
4.6760466 |
2.4670784 |
0.51 |
0.27 |
| 37 |
married |
one |
5.6271310 |
3.7677691 |
0.61 |
0.41 |
| 37 |
married |
two |
13.3697460 |
4.5351801 |
1.46 |
0.49 |
| 37 |
married |
three or more |
5.8697042 |
2.7822332 |
0.64 |
0.30 |
| 37 |
never married |
none |
3.6235897 |
1.8266628 |
0.40 |
0.20 |
| 37 |
never married |
one |
0.9404151 |
0.6700684 |
0.10 |
0.07 |
| 37 |
never married |
two |
2.0746777 |
1.4662725 |
0.23 |
0.16 |
| 37 |
never married |
three or more |
0.2427654 |
0.2427654 |
0.03 |
0.03 |
| 37 |
separated |
none |
0.3930332 |
0.3930332 |
0.04 |
0.04 |
| 37 |
separated |
one |
1.6589532 |
1.1745377 |
0.18 |
0.13 |
| 37 |
separated |
two |
1.1250966 |
0.9004306 |
0.12 |
0.10 |
| 37 |
separated |
three or more |
1.8075539 |
1.1694151 |
0.20 |
0.13 |
| 38 |
married |
none |
2.5178827 |
1.4332243 |
0.27 |
0.16 |
| 38 |
married |
one |
2.7929977 |
1.4463965 |
0.30 |
0.16 |
| 38 |
married |
two |
13.9143498 |
4.0343053 |
1.52 |
0.44 |
| 38 |
married |
three or more |
10.8799462 |
5.4652295 |
1.19 |
0.60 |
| 38 |
never married |
none |
0.5178880 |
0.5178880 |
0.06 |
0.06 |
| 38 |
never married |
one |
3.0623676 |
1.8042391 |
0.33 |
0.20 |
| 38 |
never married |
two |
0.6913699 |
0.5000110 |
0.08 |
0.05 |
| 38 |
never married |
three or more |
2.1306330 |
1.7532603 |
0.23 |
0.19 |
| 38 |
separated |
none |
0.4849450 |
0.4849450 |
0.05 |
0.05 |
| 38 |
separated |
one |
0.5546888 |
0.5546888 |
0.06 |
0.06 |
| 39 |
married |
none |
1.6530708 |
1.1866911 |
0.18 |
0.13 |
| 39 |
married |
one |
3.1988867 |
1.8610705 |
0.35 |
0.20 |
| 39 |
married |
two |
8.3784736 |
3.4021270 |
0.91 |
0.37 |
| 39 |
married |
three or more |
15.0806715 |
4.3781740 |
1.64 |
0.48 |
| 39 |
never married |
none |
3.1262122 |
1.4161866 |
0.34 |
0.15 |
| 39 |
never married |
one |
3.6906685 |
2.9234579 |
0.40 |
0.32 |
| 39 |
never married |
two |
3.7947699 |
2.0365248 |
0.41 |
0.22 |
| 39 |
never married |
three or more |
1.1255485 |
0.6718639 |
0.12 |
0.07 |
| 39 |
separated |
none |
0.5552567 |
0.5552567 |
0.06 |
0.06 |
| 39 |
separated |
two |
2.4435658 |
1.0076791 |
0.27 |
0.11 |
| 39 |
separated |
three or more |
1.8823717 |
1.1642798 |
0.21 |
0.13 |
| 40 |
married |
none |
2.9965008 |
1.7986501 |
0.33 |
0.20 |
| 40 |
married |
one |
2.4724173 |
1.4677315 |
0.27 |
0.16 |
| 40 |
married |
two |
10.9407857 |
4.1825628 |
1.19 |
0.46 |
| 40 |
married |
three or more |
7.4716677 |
3.2753220 |
0.81 |
0.36 |
| 40 |
never married |
none |
2.6256208 |
2.0975320 |
0.29 |
0.23 |
| 40 |
never married |
one |
1.5519140 |
1.5519140 |
0.17 |
0.17 |
| 40 |
never married |
two |
1.9520621 |
1.0342308 |
0.21 |
0.11 |
| 40 |
never married |
three or more |
1.8615623 |
1.5489334 |
0.20 |
0.17 |
| 40 |
separated |
two |
8.6636831 |
6.4628711 |
0.94 |
0.70 |
| 40 |
separated |
three or more |
5.5971818 |
2.3158284 |
0.61 |
0.25 |
| 41 |
married |
none |
1.5312997 |
1.0839876 |
0.17 |
0.12 |
| 41 |
married |
one |
0.7354630 |
0.7354630 |
0.08 |
0.08 |
| 41 |
married |
two |
7.6425662 |
3.6806569 |
0.83 |
0.40 |
| 41 |
married |
three or more |
8.5516351 |
3.7531176 |
0.93 |
0.41 |
| 41 |
never married |
none |
1.5137013 |
0.9525474 |
0.17 |
0.10 |
| 41 |
never married |
one |
2.5470115 |
1.9286684 |
0.28 |
0.21 |
| 41 |
never married |
two |
2.0011171 |
1.2540884 |
0.22 |
0.14 |
| 41 |
never married |
three or more |
0.9833188 |
0.7705481 |
0.11 |
0.08 |
| 41 |
separated |
none |
3.2415306 |
2.3534923 |
0.35 |
0.26 |
| 41 |
separated |
one |
1.4213611 |
1.1541879 |
0.16 |
0.13 |
| 41 |
separated |
two |
0.8859047 |
0.8859047 |
0.10 |
0.10 |
| 41 |
separated |
three or more |
4.8323661 |
1.9748337 |
0.53 |
0.22 |
| 42 |
married |
none |
2.3350010 |
2.3350010 |
0.25 |
0.25 |
| 42 |
married |
one |
1.1788859 |
0.8353586 |
0.13 |
0.09 |
| 42 |
married |
two |
11.6489479 |
4.6593984 |
1.27 |
0.51 |
| 42 |
married |
three or more |
14.1635557 |
4.7967795 |
1.54 |
0.52 |
| 42 |
never married |
none |
2.3139733 |
1.5904796 |
0.25 |
0.17 |
| 42 |
never married |
one |
0.2862824 |
0.2862824 |
0.03 |
0.03 |
| 42 |
never married |
three or more |
2.9602629 |
1.3639003 |
0.32 |
0.15 |
| 42 |
separated |
none |
3.6546104 |
3.1553889 |
0.40 |
0.34 |
| 42 |
separated |
one |
0.3340664 |
0.3340664 |
0.04 |
0.04 |
| 42 |
separated |
two |
0.3977081 |
0.3977081 |
0.04 |
0.04 |
| 42 |
separated |
three or more |
4.9763803 |
2.7273135 |
0.54 |
0.30 |
| 43 |
married |
none |
1.7479259 |
1.2392872 |
0.19 |
0.14 |
| 43 |
married |
one |
4.7026254 |
2.5844155 |
0.51 |
0.28 |
| 43 |
married |
two |
10.7113628 |
4.2038307 |
1.17 |
0.46 |
| 43 |
married |
three or more |
3.8822548 |
2.0415130 |
0.42 |
0.22 |
| 43 |
never married |
none |
8.0740347 |
3.8349530 |
0.88 |
0.42 |
| 43 |
never married |
one |
0.6263849 |
0.6263849 |
0.07 |
0.07 |
| 43 |
never married |
two |
0.7079111 |
0.7079111 |
0.08 |
0.08 |
| 43 |
never married |
three or more |
0.6481602 |
0.6481602 |
0.07 |
0.07 |
| 43 |
separated |
none |
0.5430248 |
0.5430248 |
0.06 |
0.06 |
| 43 |
separated |
two |
1.0441821 |
0.7382069 |
0.11 |
0.08 |
| 43 |
separated |
three or more |
5.6617185 |
3.5153310 |
0.62 |
0.38 |
# multinomial logit
nnet::multinom(marital_3 ~ age, GSS_2018, wtssnrps) |> emmeans :: emmeans( ~ marital_3 + age, at = list(age = seq(22,43,1)), mode = "prob")
## # weights: 9 (4 variable)
## initial value 2569.481607
## iter 10 value 1941.261999
## final value 1941.224813
## converged
## marital_3 age prob SE df lower.CL upper.CL
## married 22 0.2306 0.01577 4 0.1868 0.2744
## never married 22 0.7360 0.01738 4 0.6878 0.7843
## separated 22 0.0334 0.00438 4 0.0213 0.0456
## married 23 0.2473 0.01584 4 0.2033 0.2912
## never married 23 0.7157 0.01745 4 0.6672 0.7641
## separated 23 0.0371 0.00468 4 0.0241 0.0501
## married 24 0.2646 0.01584 4 0.2206 0.3086
## never married 24 0.6944 0.01745 4 0.6459 0.7428
## separated 24 0.0410 0.00499 4 0.0272 0.0549
## married 25 0.2825 0.01579 4 0.2387 0.3264
## never married 25 0.6722 0.01736 4 0.6240 0.7204
## separated 25 0.0453 0.00531 4 0.0305 0.0600
## married 26 0.3009 0.01568 4 0.2574 0.3445
## never married 26 0.6492 0.01720 4 0.6014 0.6969
## separated 26 0.0499 0.00564 4 0.0342 0.0656
## married 27 0.3198 0.01552 4 0.2767 0.3629
## never married 27 0.6254 0.01697 4 0.5783 0.6725
## separated 27 0.0548 0.00597 4 0.0383 0.0714
## married 28 0.3389 0.01532 4 0.2964 0.3815
## never married 28 0.6010 0.01667 4 0.5547 0.6473
## separated 28 0.0601 0.00630 4 0.0426 0.0776
## married 29 0.3583 0.01510 4 0.3164 0.4002
## never married 29 0.5760 0.01633 4 0.5307 0.6213
## separated 29 0.0657 0.00663 4 0.0473 0.0841
## married 30 0.3777 0.01486 4 0.3365 0.4190
## never married 30 0.5506 0.01594 4 0.5063 0.5949
## separated 30 0.0717 0.00696 4 0.0523 0.0910
## married 31 0.3972 0.01461 4 0.3566 0.4377
## never married 31 0.5249 0.01554 4 0.4817 0.5680
## separated 31 0.0779 0.00729 4 0.0577 0.0982
## married 32 0.4165 0.01438 4 0.3766 0.4564
## never married 32 0.4990 0.01512 4 0.4570 0.5410
## separated 32 0.0845 0.00761 4 0.0634 0.1056
## married 33 0.4355 0.01415 4 0.3962 0.4748
## never married 33 0.4731 0.01471 4 0.4323 0.5139
## separated 33 0.0914 0.00792 4 0.0694 0.1134
## married 34 0.4541 0.01396 4 0.4154 0.4929
## never married 34 0.4473 0.01431 4 0.4075 0.4870
## separated 34 0.0986 0.00822 4 0.0758 0.1214
## married 35 0.4722 0.01379 4 0.4339 0.5105
## never married 35 0.4217 0.01394 4 0.3830 0.4604
## separated 35 0.1060 0.00850 4 0.0824 0.1296
## married 36 0.4897 0.01366 4 0.4518 0.5277
## never married 36 0.3965 0.01360 4 0.3588 0.4343
## separated 36 0.1137 0.00877 4 0.0894 0.1381
## married 37 0.5065 0.01355 4 0.4689 0.5441
## never married 37 0.3718 0.01330 4 0.3349 0.4087
## separated 37 0.1217 0.00903 4 0.0966 0.1467
## married 38 0.5225 0.01347 4 0.4851 0.5599
## never married 38 0.3477 0.01303 4 0.3116 0.3839
## separated 38 0.1298 0.00926 4 0.1041 0.1555
## married 39 0.5375 0.01341 4 0.5003 0.5747
## never married 39 0.3244 0.01278 4 0.2889 0.3598
## separated 39 0.1381 0.00947 4 0.1118 0.1644
## married 40 0.5516 0.01335 4 0.5145 0.5887
## never married 40 0.3018 0.01256 4 0.2669 0.3367
## separated 40 0.1466 0.00967 4 0.1198 0.1734
## married 41 0.5647 0.01331 4 0.5277 0.6016
## never married 41 0.2801 0.01234 4 0.2458 0.3144
## separated 41 0.1552 0.00983 4 0.1279 0.1825
## married 42 0.5767 0.01326 4 0.5399 0.6135
## never married 42 0.2594 0.01213 4 0.2257 0.2930
## separated 42 0.1639 0.00998 4 0.1362 0.1917
## married 43 0.5876 0.01320 4 0.5510 0.6243
## never married 43 0.2396 0.01192 4 0.2065 0.2727
## separated 43 0.1728 0.01011 4 0.1447 0.2008
##
## Confidence level used: 0.95
#ordered logit
id_design_2018<-svydesign(id=~id, weights=~wtssnrps, data=GSS_2018)
svyolr(children_4 ~ age + marital_3 + age * marital_3, design=id_design_2018, method=c("logistic"))|> emmeans :: emmeans( ~ children_4 + age + marital_3, at = list(age = seq(22,43,1)), mode = "prob")
## children_4 age marital_3 prob SE df asymp.LCL asymp.UCL
## none 22 married 0.2787 0.02372 Inf 0.23220 0.3252
## one 22 married 0.2107 0.04732 Inf 0.11797 0.3034
## two 22 married 0.3084 0.02214 Inf 0.26497 0.3517
## three or more 22 married 0.2022 0.08729 Inf 0.03117 0.3733
## none 23 married 0.2726 0.02284 Inf 0.22779 0.3173
## one 23 married 0.2092 0.04738 Inf 0.11629 0.3020
## two 23 married 0.3110 0.02381 Inf 0.26436 0.3577
## three or more 23 married 0.2073 0.08833 Inf 0.03412 0.3804
## none 24 married 0.2665 0.02198 Inf 0.22343 0.3096
## one 24 married 0.2075 0.04741 Inf 0.11463 0.3005
## two 24 married 0.3136 0.02552 Inf 0.26357 0.3636
## three or more 24 married 0.2123 0.08936 Inf 0.03720 0.3875
## none 25 married 0.2606 0.02114 Inf 0.21912 0.3020
## one 25 married 0.2059 0.04738 Inf 0.11298 0.2987
## two 25 married 0.3161 0.02727 Inf 0.26261 0.3695
## three or more 25 married 0.2175 0.09037 Inf 0.04041 0.3947
## none 26 married 0.2547 0.02032 Inf 0.21484 0.2945
## one 26 married 0.2041 0.04732 Inf 0.11135 0.2968
## two 26 married 0.3184 0.02906 Inf 0.26148 0.3754
## three or more 26 married 0.2228 0.09136 Inf 0.04374 0.4019
## none 27 married 0.2489 0.01953 Inf 0.21062 0.2872
## one 27 married 0.2023 0.04721 Inf 0.10973 0.2948
## two 27 married 0.3207 0.03086 Inf 0.26020 0.3812
## three or more 27 married 0.2282 0.09232 Inf 0.04722 0.4091
## none 28 married 0.2432 0.01875 Inf 0.20643 0.2799
## one 28 married 0.2004 0.04707 Inf 0.10812 0.2926
## two 28 married 0.3228 0.03268 Inf 0.25877 0.3869
## three or more 28 married 0.2336 0.09326 Inf 0.05083 0.4164
## none 29 married 0.2376 0.01801 Inf 0.20229 0.2729
## one 29 married 0.1984 0.04688 Inf 0.10653 0.2903
## two 29 married 0.3248 0.03451 Inf 0.25721 0.3925
## three or more 29 married 0.2392 0.09418 Inf 0.05458 0.4238
## none 30 married 0.2321 0.01728 Inf 0.19819 0.2659
## one 30 married 0.1964 0.04665 Inf 0.10495 0.2878
## two 30 married 0.3267 0.03634 Inf 0.25552 0.3980
## three or more 30 married 0.2448 0.09507 Inf 0.05848 0.4311
## none 31 married 0.2266 0.01658 Inf 0.19412 0.2591
## one 31 married 0.1943 0.04639 Inf 0.10340 0.2852
## two 31 married 0.3285 0.03818 Inf 0.25371 0.4034
## three or more 31 married 0.2505 0.09593 Inf 0.06252 0.4385
## none 32 married 0.2213 0.01591 Inf 0.19010 0.2525
## one 32 married 0.1922 0.04609 Inf 0.10186 0.2825
## two 32 married 0.3302 0.04001 Inf 0.25177 0.4086
## three or more 32 married 0.2563 0.09676 Inf 0.06670 0.4460
## none 33 married 0.2160 0.01527 Inf 0.18611 0.2460
## one 33 married 0.1900 0.04575 Inf 0.10033 0.2797
## two 33 married 0.3317 0.04183 Inf 0.24973 0.4137
## three or more 33 married 0.2622 0.09756 Inf 0.07104 0.4535
## none 34 married 0.2109 0.01465 Inf 0.18216 0.2396
## one 34 married 0.1878 0.04538 Inf 0.09883 0.2767
## two 34 married 0.3331 0.04364 Inf 0.24758 0.4187
## three or more 34 married 0.2682 0.09832 Inf 0.07553 0.4609
## none 35 married 0.2058 0.01406 Inf 0.17825 0.2334
## one 35 married 0.1855 0.04498 Inf 0.09735 0.2736
## two 35 married 0.3344 0.04544 Inf 0.24533 0.4234
## three or more 35 married 0.2743 0.09905 Inf 0.08017 0.4684
## none 36 married 0.2008 0.01350 Inf 0.17437 0.2273
## one 36 married 0.1832 0.04454 Inf 0.09588 0.2705
## two 36 married 0.3355 0.04721 Inf 0.24298 0.4281
## three or more 36 married 0.2805 0.09975 Inf 0.08496 0.4760
## none 37 married 0.1960 0.01297 Inf 0.17052 0.2214
## one 37 married 0.1808 0.04408 Inf 0.09443 0.2672
## two 37 married 0.3365 0.04897 Inf 0.24055 0.4325
## three or more 37 married 0.2867 0.10040 Inf 0.08992 0.4835
## none 38 married 0.1912 0.01247 Inf 0.16671 0.2156
## one 38 married 0.1784 0.04359 Inf 0.09301 0.2639
## two 38 married 0.3374 0.05069 Inf 0.23803 0.4367
## three or more 38 married 0.2930 0.10102 Inf 0.09503 0.4910
## none 39 married 0.1864 0.01200 Inf 0.16293 0.2100
## one 39 married 0.1760 0.04307 Inf 0.09160 0.2604
## two 39 married 0.3381 0.05239 Inf 0.23543 0.4408
## three or more 39 married 0.2994 0.10160 Inf 0.10030 0.4986
## none 40 married 0.1818 0.01156 Inf 0.15918 0.2045
## one 40 married 0.1736 0.04252 Inf 0.09021 0.2569
## two 40 married 0.3387 0.05405 Inf 0.23275 0.4446
## three or more 40 married 0.3059 0.10214 Inf 0.10573 0.5061
## none 41 married 0.1773 0.01114 Inf 0.15547 0.1992
## one 41 married 0.1711 0.04196 Inf 0.08884 0.2533
## two 41 married 0.3391 0.05568 Inf 0.23001 0.4483
## three or more 41 married 0.3125 0.10264 Inf 0.11132 0.5136
## none 42 married 0.1729 0.01076 Inf 0.15178 0.1940
## one 42 married 0.1686 0.04137 Inf 0.08749 0.2497
## two 42 married 0.3394 0.05727 Inf 0.22720 0.4517
## three or more 42 married 0.3191 0.10309 Inf 0.11707 0.5212
## none 43 married 0.1685 0.01041 Inf 0.14812 0.1889
## one 43 married 0.1660 0.04076 Inf 0.08616 0.2459
## two 43 married 0.3396 0.05881 Inf 0.22433 0.4549
## three or more 43 married 0.3258 0.10350 Inf 0.12298 0.5287
## none 22 never married 0.7941 0.01884 Inf 0.75720 0.8311
## one 22 never married 0.1113 0.01702 Inf 0.07790 0.1446
## two 22 never married 0.0699 0.00835 Inf 0.05349 0.0862
## three or more 22 never married 0.0248 0.01085 Inf 0.00350 0.0460
## none 23 never married 0.7870 0.01867 Inf 0.75045 0.8236
## one 23 never married 0.1146 0.01736 Inf 0.08058 0.1486
## two 23 never married 0.0725 0.00839 Inf 0.05609 0.0890
## three or more 23 never married 0.0258 0.01128 Inf 0.00372 0.0479
## none 24 never married 0.7798 0.01850 Inf 0.74351 0.8160
## one 24 never married 0.1180 0.01773 Inf 0.08327 0.1528
## two 24 never married 0.0753 0.00843 Inf 0.05877 0.0918
## three or more 24 never married 0.0269 0.01172 Inf 0.00395 0.0499
## none 25 never married 0.7723 0.01835 Inf 0.73637 0.8083
## one 25 never married 0.1215 0.01812 Inf 0.08595 0.1570
## two 25 never married 0.0781 0.00848 Inf 0.06153 0.0948
## three or more 25 never married 0.0281 0.01218 Inf 0.00419 0.0519
## none 26 never married 0.7647 0.01821 Inf 0.72901 0.8004
## one 26 never married 0.1249 0.01853 Inf 0.08863 0.1613
## two 26 never married 0.0811 0.00853 Inf 0.06437 0.0978
## three or more 26 never married 0.0293 0.01266 Inf 0.00445 0.0541
## none 27 never married 0.7569 0.01811 Inf 0.72143 0.7924
## one 27 never married 0.1285 0.01897 Inf 0.09129 0.1656
## two 27 never married 0.0841 0.00860 Inf 0.06728 0.1010
## three or more 27 never married 0.0305 0.01316 Inf 0.00471 0.0563
## none 28 never married 0.7489 0.01804 Inf 0.71359 0.7843
## one 28 never married 0.1320 0.01943 Inf 0.09394 0.1701
## two 28 never married 0.0873 0.00867 Inf 0.07026 0.1042
## three or more 28 never married 0.0318 0.01368 Inf 0.00498 0.0586
## none 29 never married 0.7408 0.01801 Inf 0.70550 0.7761
## one 29 never married 0.1356 0.01991 Inf 0.09656 0.1746
## two 29 never married 0.0905 0.00876 Inf 0.07331 0.1076
## three or more 29 never married 0.0331 0.01422 Inf 0.00526 0.0610
## none 30 never married 0.7325 0.01804 Inf 0.69714 0.7678
## one 30 never married 0.1392 0.02042 Inf 0.09916 0.1792
## two 30 never married 0.0938 0.00886 Inf 0.07642 0.1112
## three or more 30 never married 0.0345 0.01479 Inf 0.00555 0.0635
## none 31 never married 0.7240 0.01813 Inf 0.68849 0.7595
## one 31 never married 0.1428 0.02095 Inf 0.10172 0.1839
## two 31 never married 0.0972 0.00898 Inf 0.07960 0.1148
## three or more 31 never married 0.0360 0.01538 Inf 0.00585 0.0661
## none 32 never married 0.7154 0.01829 Inf 0.67954 0.7512
## one 32 never married 0.1464 0.02151 Inf 0.10425 0.1886
## two 32 never married 0.1007 0.00912 Inf 0.08282 0.1186
## three or more 32 never married 0.0375 0.01599 Inf 0.00617 0.0689
## none 33 never married 0.7066 0.01852 Inf 0.67027 0.7429
## one 33 never married 0.1500 0.02208 Inf 0.10675 0.1933
## two 33 never married 0.1043 0.00929 Inf 0.08610 0.1225
## three or more 33 never married 0.0391 0.01663 Inf 0.00649 0.0717
## none 34 never married 0.6976 0.01884 Inf 0.66070 0.7345
## one 34 never married 0.1536 0.02268 Inf 0.10919 0.1981
## two 34 never married 0.1080 0.00948 Inf 0.08942 0.1266
## three or more 34 never married 0.0407 0.01730 Inf 0.00682 0.0746
## none 35 never married 0.6885 0.01924 Inf 0.65080 0.7262
## one 35 never married 0.1573 0.02329 Inf 0.11160 0.2029
## two 35 never married 0.1118 0.00971 Inf 0.09278 0.1308
## three or more 35 never married 0.0424 0.01799 Inf 0.00717 0.0777
## none 36 never married 0.6792 0.01973 Inf 0.64058 0.7179
## one 36 never married 0.1608 0.02393 Inf 0.11395 0.2077
## two 36 never married 0.1157 0.00996 Inf 0.09618 0.1352
## three or more 36 never married 0.0442 0.01872 Inf 0.00753 0.0809
## none 37 never married 0.6698 0.02030 Inf 0.63004 0.7096
## one 37 never married 0.1644 0.02457 Inf 0.11625 0.2126
## two 37 never married 0.1197 0.01025 Inf 0.09961 0.1398
## three or more 37 never married 0.0461 0.01947 Inf 0.00790 0.0842
## none 38 never married 0.6603 0.02097 Inf 0.61920 0.7014
## one 38 never married 0.1679 0.02523 Inf 0.11849 0.2174
## two 38 never married 0.1238 0.01058 Inf 0.10306 0.1445
## three or more 38 never married 0.0480 0.02025 Inf 0.00828 0.0877
## none 39 never married 0.6506 0.02172 Inf 0.60805 0.6932
## one 39 never married 0.1714 0.02590 Inf 0.12067 0.2222
## two 39 never married 0.1280 0.01094 Inf 0.10654 0.1494
## three or more 39 never married 0.0500 0.02107 Inf 0.00868 0.0913
## none 40 never married 0.6408 0.02255 Inf 0.59662 0.6850
## one 40 never married 0.1749 0.02657 Inf 0.12279 0.2270
## two 40 never married 0.1323 0.01134 Inf 0.11003 0.1545
## three or more 40 never married 0.0520 0.02192 Inf 0.00908 0.0950
## none 41 never married 0.6309 0.02346 Inf 0.58493 0.6769
## one 41 never married 0.1783 0.02726 Inf 0.12485 0.2317
## two 41 never married 0.1366 0.01177 Inf 0.11355 0.1597
## three or more 41 never married 0.0542 0.02281 Inf 0.00950 0.0989
## none 42 never married 0.6209 0.02443 Inf 0.57298 0.6688
## one 42 never married 0.1816 0.02794 Inf 0.12683 0.2364
## two 42 never married 0.1411 0.01225 Inf 0.11708 0.1651
## three or more 42 never married 0.0564 0.02373 Inf 0.00994 0.1029
## none 43 never married 0.6107 0.02547 Inf 0.56081 0.6607
## one 43 never married 0.1849 0.02862 Inf 0.12875 0.2410
## two 43 never married 0.1456 0.01276 Inf 0.12063 0.1707
## three or more 43 never married 0.0588 0.02468 Inf 0.01039 0.1071
## none 22 separated 0.2298 0.03922 Inf 0.15295 0.3067
## one 22 separated 0.1955 0.04355 Inf 0.11019 0.2809
## two 22 separated 0.3275 0.04341 Inf 0.24242 0.4126
## three or more 22 separated 0.2471 0.08974 Inf 0.07126 0.4230
## none 23 separated 0.2263 0.03794 Inf 0.15192 0.3007
## one 23 separated 0.1942 0.04340 Inf 0.10912 0.2792
## two 23 separated 0.3286 0.04403 Inf 0.24234 0.4149
## three or more 23 separated 0.2509 0.09022 Inf 0.07407 0.4277
## none 24 separated 0.2228 0.03669 Inf 0.15089 0.2947
## one 24 separated 0.1928 0.04323 Inf 0.10805 0.2775
## two 24 separated 0.3297 0.04469 Inf 0.24214 0.4173
## three or more 24 separated 0.2547 0.09070 Inf 0.07692 0.4325
## none 25 separated 0.2193 0.03545 Inf 0.14985 0.2888
## one 25 separated 0.1914 0.04306 Inf 0.10699 0.2758
## two 25 separated 0.3308 0.04538 Inf 0.24183 0.4197
## three or more 25 separated 0.2585 0.09118 Inf 0.07981 0.4372
## none 26 separated 0.2159 0.03424 Inf 0.14880 0.2830
## one 26 separated 0.1899 0.04287 Inf 0.10593 0.2740
## two 26 separated 0.3318 0.04610 Inf 0.24141 0.4221
## three or more 26 separated 0.2624 0.09165 Inf 0.08275 0.4420
## none 27 separated 0.2125 0.03306 Inf 0.14775 0.2773
## one 27 separated 0.1885 0.04267 Inf 0.10487 0.2721
## two 27 separated 0.3327 0.04684 Inf 0.24087 0.4245
## three or more 27 separated 0.2663 0.09212 Inf 0.08574 0.4468
## none 28 separated 0.2092 0.03190 Inf 0.14669 0.2717
## one 28 separated 0.1870 0.04246 Inf 0.10381 0.2702
## two 28 separated 0.3335 0.04761 Inf 0.24024 0.4269
## three or more 28 separated 0.2702 0.09258 Inf 0.08876 0.4517
## none 29 separated 0.2059 0.03076 Inf 0.14562 0.2662
## one 29 separated 0.1855 0.04223 Inf 0.10276 0.2683
## two 29 separated 0.3344 0.04840 Inf 0.23951 0.4292
## three or more 29 separated 0.2742 0.09304 Inf 0.09184 0.4566
## none 30 separated 0.2026 0.02965 Inf 0.14453 0.2607
## one 30 separated 0.1840 0.04200 Inf 0.10171 0.2663
## two 30 separated 0.3351 0.04920 Inf 0.23869 0.4316
## three or more 30 separated 0.2782 0.09350 Inf 0.09495 0.4615
## none 31 separated 0.1994 0.02856 Inf 0.14344 0.2554
## one 31 separated 0.1825 0.04176 Inf 0.10066 0.2643
## two 31 separated 0.3358 0.05003 Inf 0.23777 0.4339
## three or more 31 separated 0.2823 0.09396 Inf 0.09810 0.4664
## none 32 separated 0.1962 0.02750 Inf 0.14234 0.2501
## one 32 separated 0.1810 0.04150 Inf 0.09962 0.2623
## two 32 separated 0.3365 0.05086 Inf 0.23678 0.4362
## three or more 32 separated 0.2863 0.09441 Inf 0.10130 0.4714
## none 33 separated 0.1931 0.02646 Inf 0.14122 0.2449
## one 33 separated 0.1794 0.04124 Inf 0.09857 0.2602
## two 33 separated 0.3371 0.05171 Inf 0.23570 0.4384
## three or more 33 separated 0.2905 0.09486 Inf 0.10454 0.4764
## none 34 separated 0.1900 0.02545 Inf 0.14009 0.2399
## one 34 separated 0.1778 0.04097 Inf 0.09753 0.2581
## two 34 separated 0.3376 0.05257 Inf 0.23454 0.4406
## three or more 34 separated 0.2946 0.09531 Inf 0.10782 0.4814
## none 35 separated 0.1869 0.02447 Inf 0.13895 0.2349
## one 35 separated 0.1762 0.04069 Inf 0.09649 0.2560
## two 35 separated 0.3380 0.05343 Inf 0.23331 0.4428
## three or more 35 separated 0.2988 0.09575 Inf 0.11114 0.4865
## none 36 separated 0.1839 0.02352 Inf 0.13779 0.2300
## one 36 separated 0.1747 0.04041 Inf 0.09545 0.2538
## two 36 separated 0.3384 0.05431 Inf 0.23201 0.4449
## three or more 36 separated 0.3030 0.09619 Inf 0.11450 0.4915
## none 37 separated 0.1809 0.02259 Inf 0.13661 0.2252
## one 37 separated 0.1730 0.04012 Inf 0.09442 0.2517
## two 37 separated 0.3388 0.05518 Inf 0.23064 0.4469
## three or more 37 separated 0.3073 0.09663 Inf 0.11789 0.4967
## none 38 separated 0.1779 0.02169 Inf 0.13542 0.2204
## one 38 separated 0.1714 0.03982 Inf 0.09338 0.2495
## two 38 separated 0.3391 0.05606 Inf 0.22921 0.4490
## three or more 38 separated 0.3116 0.09706 Inf 0.12133 0.5018
## none 39 separated 0.1750 0.02082 Inf 0.13421 0.2158
## one 39 separated 0.1698 0.03951 Inf 0.09234 0.2472
## two 39 separated 0.3393 0.05693 Inf 0.22772 0.4509
## three or more 39 separated 0.3159 0.09749 Inf 0.12481 0.5070
## none 40 separated 0.1721 0.01998 Inf 0.13298 0.2113
## one 40 separated 0.1681 0.03921 Inf 0.09131 0.2450
## two 40 separated 0.3395 0.05781 Inf 0.22617 0.4528
## three or more 40 separated 0.3202 0.09792 Inf 0.12832 0.5122
## none 41 separated 0.1693 0.01917 Inf 0.13172 0.2069
## one 41 separated 0.1665 0.03889 Inf 0.09027 0.2427
## two 41 separated 0.3396 0.05869 Inf 0.22456 0.4546
## three or more 41 separated 0.3246 0.09835 Inf 0.13187 0.5174
## none 42 separated 0.1665 0.01839 Inf 0.13045 0.2025
## one 42 separated 0.1648 0.03858 Inf 0.08923 0.2405
## two 42 separated 0.3396 0.05956 Inf 0.22290 0.4564
## three or more 42 separated 0.3290 0.09877 Inf 0.13545 0.5226
## none 43 separated 0.1637 0.01764 Inf 0.12915 0.1983
## one 43 separated 0.1632 0.03826 Inf 0.08819 0.2382
## two 43 separated 0.3396 0.06042 Inf 0.22119 0.4580
## three or more 43 separated 0.3335 0.09919 Inf 0.13907 0.5279
##
## Confidence level used: 0.95
GSS_2021 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2021 child status by age")
2021 child status by age
| 22 |
none |
57.3630328 |
11.7109148 |
4.59 |
0.94 |
| 22 |
one |
6.7739927 |
4.6059354 |
0.54 |
0.37 |
| 23 |
none |
48.0155482 |
13.0466062 |
3.84 |
1.04 |
| 23 |
one |
12.7256925 |
6.2078155 |
1.02 |
0.50 |
| 23 |
two |
1.6273870 |
1.6273870 |
0.13 |
0.13 |
| 23 |
three or more |
4.8618272 |
3.5538767 |
0.39 |
0.28 |
| 24 |
none |
51.5584910 |
10.9969101 |
4.12 |
0.88 |
| 24 |
one |
2.6031028 |
2.1041320 |
0.21 |
0.17 |
| 24 |
two |
1.8901718 |
1.8901718 |
0.15 |
0.15 |
| 25 |
none |
57.0501532 |
12.1933457 |
4.56 |
0.97 |
| 25 |
one |
11.7337040 |
4.5877937 |
0.94 |
0.37 |
| 25 |
two |
2.5154897 |
1.8411524 |
0.20 |
0.15 |
| 25 |
three or more |
0.9975890 |
0.9975890 |
0.08 |
0.08 |
| 26 |
none |
49.9155780 |
9.7939974 |
3.99 |
0.78 |
| 26 |
one |
7.0896650 |
5.1858555 |
0.57 |
0.41 |
| 26 |
two |
8.0329772 |
3.8680207 |
0.64 |
0.31 |
| 26 |
three or more |
0.9033152 |
0.9033152 |
0.07 |
0.07 |
| 27 |
none |
26.6474549 |
6.1986150 |
2.13 |
0.50 |
| 27 |
one |
7.9879079 |
3.6902778 |
0.64 |
0.29 |
| 27 |
two |
4.5054303 |
4.5054303 |
0.36 |
0.36 |
| 27 |
three or more |
1.8002951 |
1.2728850 |
0.14 |
0.10 |
| 28 |
none |
47.1092195 |
10.6809345 |
3.77 |
0.85 |
| 28 |
one |
18.6149123 |
5.8819141 |
1.49 |
0.47 |
| 28 |
two |
10.3097898 |
4.0978236 |
0.82 |
0.33 |
| 28 |
three or more |
9.0130490 |
4.3123100 |
0.72 |
0.34 |
| 29 |
none |
45.1534567 |
7.9090009 |
3.61 |
0.63 |
| 29 |
one |
12.9857642 |
5.0270713 |
1.04 |
0.40 |
| 29 |
two |
13.9290138 |
5.0253766 |
1.11 |
0.40 |
| 29 |
three or more |
14.1228902 |
6.7911786 |
1.13 |
0.54 |
| 30 |
none |
40.2258688 |
8.1894230 |
3.22 |
0.65 |
| 30 |
one |
11.7607083 |
4.1241196 |
0.94 |
0.33 |
| 30 |
two |
12.2683946 |
4.2015103 |
0.98 |
0.34 |
| 30 |
three or more |
17.1442064 |
6.4622986 |
1.37 |
0.52 |
| 31 |
none |
20.5868580 |
4.4722400 |
1.65 |
0.36 |
| 31 |
one |
8.2580426 |
2.6563540 |
0.66 |
0.21 |
| 31 |
two |
7.4503401 |
2.9217346 |
0.60 |
0.23 |
| 31 |
three or more |
10.1924937 |
3.2805109 |
0.81 |
0.26 |
| 32 |
none |
29.9207532 |
6.7599026 |
2.39 |
0.54 |
| 32 |
one |
10.6570106 |
3.9060820 |
0.85 |
0.31 |
| 32 |
two |
12.7529450 |
4.6089112 |
1.02 |
0.37 |
| 32 |
three or more |
3.4105880 |
1.5710306 |
0.27 |
0.13 |
| 33 |
none |
36.7697202 |
8.1074949 |
2.94 |
0.65 |
| 33 |
one |
15.5252984 |
4.0227732 |
1.24 |
0.32 |
| 33 |
two |
21.6981072 |
5.9101746 |
1.73 |
0.47 |
| 33 |
three or more |
11.5576594 |
3.9335751 |
0.92 |
0.31 |
| 34 |
none |
23.7179020 |
5.0707638 |
1.90 |
0.41 |
| 34 |
one |
8.0688607 |
2.9357616 |
0.64 |
0.23 |
| 34 |
two |
14.7944078 |
4.5389132 |
1.18 |
0.36 |
| 34 |
three or more |
18.2281861 |
4.8332988 |
1.46 |
0.39 |
| 35 |
none |
16.1627642 |
4.2767974 |
1.29 |
0.34 |
| 35 |
one |
6.3556659 |
2.5610808 |
0.51 |
0.20 |
| 35 |
two |
16.1313559 |
3.9545027 |
1.29 |
0.32 |
| 35 |
three or more |
14.4263332 |
4.4409693 |
1.15 |
0.35 |
| 36 |
none |
20.9986829 |
5.2123822 |
1.68 |
0.42 |
| 36 |
one |
12.8583586 |
3.7991916 |
1.03 |
0.30 |
| 36 |
two |
13.4632112 |
3.6780492 |
1.08 |
0.29 |
| 36 |
three or more |
8.3158614 |
3.1118942 |
0.66 |
0.25 |
| 37 |
none |
23.8873279 |
5.8375661 |
1.91 |
0.47 |
| 37 |
one |
8.2035165 |
2.8289548 |
0.66 |
0.23 |
| 37 |
two |
21.8726303 |
5.3032413 |
1.75 |
0.42 |
| 37 |
three or more |
20.0297146 |
5.6662822 |
1.60 |
0.45 |
| 38 |
none |
13.8564845 |
3.8788172 |
1.11 |
0.31 |
| 38 |
one |
17.7659195 |
6.6582897 |
1.42 |
0.53 |
| 38 |
two |
10.8200619 |
3.1332600 |
0.86 |
0.25 |
| 38 |
three or more |
18.2286511 |
5.3326760 |
1.46 |
0.43 |
| 39 |
none |
17.0983252 |
5.4641387 |
1.37 |
0.44 |
| 39 |
one |
8.2563554 |
2.9045267 |
0.66 |
0.23 |
| 39 |
two |
22.2167661 |
5.8023819 |
1.78 |
0.46 |
| 39 |
three or more |
22.2408714 |
5.9987773 |
1.78 |
0.48 |
| 40 |
none |
14.8195569 |
4.8224232 |
1.18 |
0.39 |
| 40 |
one |
12.0333068 |
3.6762804 |
0.96 |
0.29 |
| 40 |
two |
19.8116032 |
5.5843373 |
1.58 |
0.45 |
| 40 |
three or more |
15.1719451 |
4.3344493 |
1.21 |
0.35 |
| 41 |
none |
9.4071021 |
3.1768817 |
0.75 |
0.25 |
| 41 |
one |
14.6970712 |
4.0763203 |
1.17 |
0.33 |
| 41 |
two |
21.8235835 |
4.8440132 |
1.74 |
0.39 |
| 41 |
three or more |
22.5506469 |
5.2563693 |
1.80 |
0.42 |
| 42 |
none |
21.2057564 |
5.0521401 |
1.70 |
0.40 |
| 42 |
one |
11.1386220 |
3.5724430 |
0.89 |
0.29 |
| 42 |
two |
28.0942415 |
7.0037677 |
2.25 |
0.56 |
| 42 |
three or more |
18.6786925 |
4.6755427 |
1.49 |
0.37 |
| 43 |
none |
19.2975683 |
5.4508810 |
1.54 |
0.44 |
| 43 |
one |
5.3806249 |
2.1539474 |
0.43 |
0.17 |
| 43 |
two |
18.8930554 |
5.1284003 |
1.51 |
0.41 |
| 43 |
three or more |
15.6393838 |
4.7463789 |
1.25 |
0.38 |
GSS_2021 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2021 marriage status by age")
2021 marriage status by age
| 22 |
married |
5.5100146 |
3.2455091 |
0.44 |
0.26 |
| 22 |
never married |
58.6270109 |
12.1570687 |
4.69 |
0.97 |
| 23 |
married |
9.6470907 |
5.0013985 |
0.77 |
0.40 |
| 23 |
never married |
52.5040434 |
13.1575502 |
4.20 |
1.05 |
| 23 |
separated |
5.0793207 |
5.0793207 |
0.41 |
0.41 |
| 24 |
married |
3.8799111 |
2.3561361 |
0.31 |
0.19 |
| 24 |
never married |
46.3507397 |
10.5823364 |
3.71 |
0.85 |
| 24 |
separated |
5.8211148 |
3.3929114 |
0.47 |
0.27 |
| 25 |
married |
9.4767131 |
3.9341300 |
0.76 |
0.31 |
| 25 |
never married |
58.3211282 |
12.3136419 |
4.66 |
0.98 |
| 25 |
separated |
4.4990946 |
2.6419109 |
0.36 |
0.21 |
| 26 |
married |
13.0561490 |
4.7679263 |
1.04 |
0.38 |
| 26 |
never married |
52.8853864 |
10.7596736 |
4.23 |
0.86 |
| 27 |
married |
6.6589669 |
2.8196248 |
0.53 |
0.23 |
| 27 |
never married |
27.9763958 |
6.6390898 |
2.24 |
0.53 |
| 27 |
separated |
6.3057254 |
4.6813581 |
0.50 |
0.37 |
| 28 |
married |
24.7671635 |
6.9546116 |
1.98 |
0.56 |
| 28 |
never married |
59.1220073 |
11.5768616 |
4.73 |
0.93 |
| 28 |
separated |
1.1577999 |
1.1577999 |
0.09 |
0.09 |
| 29 |
married |
29.7052443 |
6.9351562 |
2.37 |
0.55 |
| 29 |
never married |
51.5250877 |
10.1763051 |
4.12 |
0.81 |
| 29 |
separated |
4.9607929 |
2.7030170 |
0.40 |
0.22 |
| 30 |
married |
32.6712637 |
7.5425820 |
2.61 |
0.60 |
| 30 |
never married |
45.0535719 |
9.0342178 |
3.60 |
0.72 |
| 30 |
separated |
3.6743425 |
2.1807456 |
0.29 |
0.17 |
| 31 |
married |
21.0876388 |
4.5467048 |
1.69 |
0.36 |
| 31 |
never married |
24.8581570 |
5.0286307 |
1.99 |
0.40 |
| 31 |
separated |
0.5419386 |
0.5419386 |
0.04 |
0.04 |
| 32 |
married |
23.6553290 |
6.0430862 |
1.89 |
0.48 |
| 32 |
never married |
26.1695935 |
6.4068062 |
2.09 |
0.51 |
| 32 |
separated |
6.9163743 |
2.6591019 |
0.55 |
0.21 |
| 33 |
married |
37.6229306 |
6.4153351 |
3.01 |
0.51 |
| 33 |
never married |
38.3008561 |
8.5102896 |
3.06 |
0.68 |
| 33 |
separated |
9.6269985 |
4.3061440 |
0.77 |
0.34 |
| 34 |
married |
33.5124936 |
5.9106757 |
2.68 |
0.47 |
| 34 |
never married |
21.7380105 |
5.2905495 |
1.74 |
0.42 |
| 34 |
separated |
9.5588526 |
3.9040715 |
0.76 |
0.31 |
| 35 |
married |
25.7493006 |
5.3428162 |
2.06 |
0.43 |
| 35 |
never married |
22.1179616 |
5.0582020 |
1.77 |
0.40 |
| 35 |
separated |
5.2088569 |
2.4449491 |
0.42 |
0.20 |
| 36 |
married |
31.2204978 |
6.3840592 |
2.50 |
0.51 |
| 36 |
never married |
16.6905935 |
3.7652066 |
1.33 |
0.30 |
| 36 |
separated |
7.7250227 |
3.1254648 |
0.62 |
0.25 |
| 37 |
married |
41.5622913 |
7.3122526 |
3.32 |
0.58 |
| 37 |
never married |
21.0335265 |
5.5115249 |
1.68 |
0.44 |
| 37 |
separated |
11.3973715 |
4.2744928 |
0.91 |
0.34 |
| 38 |
married |
30.6958288 |
6.5393332 |
2.45 |
0.52 |
| 38 |
never married |
17.7566889 |
4.4397525 |
1.42 |
0.35 |
| 38 |
separated |
12.2185992 |
5.9200439 |
0.98 |
0.47 |
| 39 |
married |
42.5958128 |
8.2423781 |
3.40 |
0.66 |
| 39 |
never married |
18.0421911 |
5.0896035 |
1.44 |
0.41 |
| 39 |
separated |
9.1743143 |
3.7266663 |
0.73 |
0.30 |
| 40 |
married |
39.9472530 |
6.9692585 |
3.19 |
0.56 |
| 40 |
never married |
12.8804069 |
4.6582551 |
1.03 |
0.37 |
| 40 |
separated |
9.0087520 |
4.0324786 |
0.72 |
0.32 |
| 41 |
married |
39.7470406 |
6.5753806 |
3.18 |
0.53 |
| 41 |
never married |
14.8510828 |
4.1205335 |
1.19 |
0.33 |
| 41 |
separated |
13.8802803 |
4.1729888 |
1.11 |
0.33 |
| 42 |
married |
48.4042862 |
7.9841424 |
3.87 |
0.64 |
| 42 |
never married |
18.6304640 |
4.8705059 |
1.49 |
0.39 |
| 42 |
separated |
12.0825622 |
4.6317062 |
0.97 |
0.37 |
| 43 |
married |
36.6242589 |
7.1234021 |
2.93 |
0.57 |
| 43 |
never married |
14.2517897 |
3.8530342 |
1.14 |
0.31 |
| 43 |
separated |
8.3345839 |
4.1761087 |
0.67 |
0.33 |
GSS_2021 |>
as_survey(weights = c(wtssnrps)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2021 children by marriage status and age")
2021 children by marriage status and age
| 22 |
married |
none |
3.7467686 |
2.7253569 |
0.30 |
0.22 |
| 22 |
married |
one |
1.7632460 |
1.7632460 |
0.14 |
0.14 |
| 22 |
never married |
none |
53.6162643 |
11.3937538 |
4.29 |
0.91 |
| 22 |
never married |
one |
5.0107467 |
4.2555832 |
0.40 |
0.34 |
| 23 |
married |
none |
4.0741572 |
4.0741572 |
0.33 |
0.33 |
| 23 |
married |
one |
3.9455466 |
2.4044320 |
0.32 |
0.19 |
| 23 |
married |
two |
1.6273870 |
1.6273870 |
0.13 |
0.13 |
| 23 |
never married |
none |
43.9413911 |
12.3977417 |
3.51 |
0.99 |
| 23 |
never married |
one |
3.7008252 |
2.6424792 |
0.30 |
0.21 |
| 23 |
never married |
three or more |
4.8618272 |
3.5538767 |
0.39 |
0.28 |
| 23 |
separated |
one |
5.0793207 |
5.0793207 |
0.41 |
0.41 |
| 24 |
married |
none |
1.9897393 |
1.4073002 |
0.16 |
0.11 |
| 24 |
married |
two |
1.8901718 |
1.8901718 |
0.15 |
0.15 |
| 24 |
never married |
none |
43.7476369 |
10.3737638 |
3.50 |
0.83 |
| 24 |
never married |
one |
2.6031028 |
2.1041320 |
0.21 |
0.17 |
| 24 |
separated |
none |
5.8211148 |
3.3929114 |
0.47 |
0.27 |
| 25 |
married |
none |
5.2216444 |
2.4957473 |
0.42 |
0.20 |
| 25 |
married |
one |
4.2550687 |
3.0429671 |
0.34 |
0.24 |
| 25 |
never married |
none |
49.1150843 |
11.7837109 |
3.93 |
0.94 |
| 25 |
never married |
one |
5.6929652 |
2.9360547 |
0.46 |
0.23 |
| 25 |
never married |
two |
2.5154897 |
1.8411524 |
0.20 |
0.15 |
| 25 |
never married |
three or more |
0.9975890 |
0.9975890 |
0.08 |
0.08 |
| 25 |
separated |
none |
2.7134245 |
1.9476857 |
0.22 |
0.16 |
| 25 |
separated |
one |
1.7856701 |
1.7856701 |
0.14 |
0.14 |
| 26 |
married |
none |
7.9372984 |
3.5007079 |
0.63 |
0.28 |
| 26 |
married |
two |
5.1188506 |
3.2401118 |
0.41 |
0.26 |
| 26 |
never married |
none |
41.9782796 |
9.1560224 |
3.36 |
0.73 |
| 26 |
never married |
one |
7.0896650 |
5.1858555 |
0.57 |
0.41 |
| 26 |
never married |
two |
2.9141266 |
2.1143937 |
0.23 |
0.17 |
| 26 |
never married |
three or more |
0.9033152 |
0.9033152 |
0.07 |
0.07 |
| 27 |
married |
none |
2.7694943 |
1.6070287 |
0.22 |
0.13 |
| 27 |
married |
one |
3.8894726 |
2.3179921 |
0.31 |
0.19 |
| 27 |
never married |
none |
23.8779606 |
5.9894154 |
1.91 |
0.48 |
| 27 |
never married |
one |
4.0984353 |
2.8727986 |
0.33 |
0.23 |
| 27 |
separated |
two |
4.5054303 |
4.5054303 |
0.36 |
0.36 |
| 27 |
separated |
three or more |
1.8002951 |
1.2728850 |
0.14 |
0.10 |
| 28 |
married |
none |
10.1015989 |
5.1542666 |
0.81 |
0.41 |
| 28 |
married |
one |
6.1880560 |
2.9939513 |
0.49 |
0.24 |
| 28 |
married |
two |
5.4544112 |
2.8912186 |
0.44 |
0.23 |
| 28 |
married |
three or more |
3.0230973 |
2.1412570 |
0.24 |
0.17 |
| 28 |
never married |
none |
35.8498207 |
9.2941633 |
2.87 |
0.74 |
| 28 |
never married |
one |
12.4268563 |
5.0666875 |
0.99 |
0.41 |
| 28 |
never married |
two |
4.8553786 |
2.9062266 |
0.39 |
0.23 |
| 28 |
never married |
three or more |
5.9899517 |
3.7443317 |
0.48 |
0.30 |
| 28 |
separated |
none |
1.1577999 |
1.1577999 |
0.09 |
0.09 |
| 29 |
married |
none |
12.5037549 |
4.2342081 |
1.00 |
0.34 |
| 29 |
married |
one |
3.0959975 |
1.8545470 |
0.25 |
0.15 |
| 29 |
married |
two |
7.4867539 |
3.1709813 |
0.60 |
0.25 |
| 29 |
married |
three or more |
6.6187380 |
4.1019964 |
0.53 |
0.33 |
| 29 |
never married |
none |
31.0458488 |
6.5765659 |
2.48 |
0.53 |
| 29 |
never married |
one |
9.8897667 |
4.6741088 |
0.79 |
0.37 |
| 29 |
never married |
two |
3.0853200 |
3.0853200 |
0.25 |
0.25 |
| 29 |
never married |
three or more |
7.5041522 |
5.4146445 |
0.60 |
0.43 |
| 29 |
separated |
none |
1.6038530 |
1.2648380 |
0.13 |
0.10 |
| 29 |
separated |
two |
3.3569399 |
2.3893843 |
0.27 |
0.19 |
| 30 |
married |
none |
13.5580986 |
5.0984108 |
1.08 |
0.41 |
| 30 |
married |
one |
6.6152485 |
3.5369497 |
0.53 |
0.28 |
| 30 |
married |
two |
9.8415237 |
3.8340104 |
0.79 |
0.31 |
| 30 |
married |
three or more |
2.6563929 |
1.9671468 |
0.21 |
0.16 |
| 30 |
never married |
none |
25.5550701 |
6.3267887 |
2.04 |
0.51 |
| 30 |
never married |
one |
4.2101187 |
1.9084886 |
0.34 |
0.15 |
| 30 |
never married |
two |
2.4268709 |
1.7218895 |
0.19 |
0.14 |
| 30 |
never married |
three or more |
12.8615123 |
5.9393815 |
1.03 |
0.47 |
| 30 |
separated |
none |
1.1127002 |
1.1127002 |
0.09 |
0.09 |
| 30 |
separated |
one |
0.9353412 |
0.9353412 |
0.07 |
0.07 |
| 30 |
separated |
three or more |
1.6263012 |
1.6263012 |
0.13 |
0.13 |
| 31 |
married |
none |
6.6330933 |
2.2714510 |
0.53 |
0.18 |
| 31 |
married |
one |
5.0519584 |
2.2349161 |
0.40 |
0.18 |
| 31 |
married |
two |
6.2159324 |
2.7870338 |
0.50 |
0.22 |
| 31 |
married |
three or more |
3.1866547 |
1.6827339 |
0.25 |
0.13 |
| 31 |
never married |
none |
13.9537647 |
3.8584146 |
1.12 |
0.31 |
| 31 |
never married |
one |
3.2060841 |
1.4385419 |
0.26 |
0.11 |
| 31 |
never married |
two |
1.2344078 |
0.8790804 |
0.10 |
0.07 |
| 31 |
never married |
three or more |
6.4639004 |
2.7657325 |
0.52 |
0.22 |
| 31 |
separated |
three or more |
0.5419386 |
0.5419386 |
0.04 |
0.04 |
| 32 |
married |
none |
6.9828911 |
2.7815142 |
0.56 |
0.22 |
| 32 |
married |
one |
7.1767569 |
3.3471293 |
0.57 |
0.27 |
| 32 |
married |
two |
9.4956809 |
4.2036139 |
0.76 |
0.34 |
| 32 |
never married |
none |
21.1094839 |
5.9695935 |
1.69 |
0.48 |
| 32 |
never married |
one |
2.4446731 |
1.7307293 |
0.20 |
0.14 |
| 32 |
never married |
two |
1.2301447 |
1.2301447 |
0.10 |
0.10 |
| 32 |
never married |
three or more |
1.3852918 |
0.9795174 |
0.11 |
0.08 |
| 32 |
separated |
none |
1.8283782 |
1.5562891 |
0.15 |
0.12 |
| 32 |
separated |
one |
1.0355806 |
1.0355806 |
0.08 |
0.08 |
| 32 |
separated |
two |
2.0271193 |
1.4404930 |
0.16 |
0.12 |
| 32 |
separated |
three or more |
2.0252962 |
1.2288510 |
0.16 |
0.10 |
| 33 |
married |
none |
6.9616451 |
2.6398212 |
0.56 |
0.21 |
| 33 |
married |
one |
13.6632189 |
3.8730007 |
1.09 |
0.31 |
| 33 |
married |
two |
12.7120094 |
3.8469607 |
1.02 |
0.31 |
| 33 |
married |
three or more |
4.2860573 |
2.1533225 |
0.34 |
0.17 |
| 33 |
never married |
none |
29.0446351 |
7.6350467 |
2.32 |
0.61 |
| 33 |
never married |
one |
1.1431217 |
0.8238328 |
0.09 |
0.07 |
| 33 |
never married |
two |
2.8551192 |
2.0378435 |
0.23 |
0.16 |
| 33 |
never married |
three or more |
5.2579802 |
3.0732754 |
0.42 |
0.25 |
| 33 |
separated |
none |
0.7634401 |
0.7634401 |
0.06 |
0.06 |
| 33 |
separated |
one |
0.7189578 |
0.7189578 |
0.06 |
0.06 |
| 33 |
separated |
two |
6.1309786 |
4.0054479 |
0.49 |
0.32 |
| 33 |
separated |
three or more |
2.0136220 |
1.1882384 |
0.16 |
0.09 |
| 34 |
married |
none |
9.1473102 |
3.1650199 |
0.73 |
0.25 |
| 34 |
married |
one |
6.3942453 |
2.7610686 |
0.51 |
0.22 |
| 34 |
married |
two |
9.0708802 |
2.9214598 |
0.73 |
0.23 |
| 34 |
married |
three or more |
8.9000578 |
2.9946551 |
0.71 |
0.24 |
| 34 |
never married |
none |
12.5541453 |
3.6267107 |
1.00 |
0.29 |
| 34 |
never married |
one |
0.9829554 |
0.7228094 |
0.08 |
0.06 |
| 34 |
never married |
two |
5.7235276 |
3.4774365 |
0.46 |
0.28 |
| 34 |
never married |
three or more |
2.4773822 |
1.5133091 |
0.20 |
0.12 |
| 34 |
separated |
none |
2.0164465 |
1.6189355 |
0.16 |
0.13 |
| 34 |
separated |
one |
0.6916600 |
0.6916600 |
0.06 |
0.06 |
| 34 |
separated |
three or more |
6.8507461 |
3.4860186 |
0.55 |
0.28 |
| 35 |
married |
none |
1.9127457 |
1.1089441 |
0.15 |
0.09 |
| 35 |
married |
one |
5.6631710 |
2.4660761 |
0.45 |
0.20 |
| 35 |
married |
two |
11.0570579 |
3.4126276 |
0.88 |
0.27 |
| 35 |
married |
three or more |
7.1163260 |
3.1146580 |
0.57 |
0.25 |
| 35 |
never married |
none |
13.9840209 |
4.1238154 |
1.12 |
0.33 |
| 35 |
never married |
two |
2.5843837 |
1.3001997 |
0.21 |
0.10 |
| 35 |
never married |
three or more |
5.5495570 |
2.6367758 |
0.44 |
0.21 |
| 35 |
separated |
none |
0.2659977 |
0.2659977 |
0.02 |
0.02 |
| 35 |
separated |
one |
0.6924949 |
0.6924949 |
0.06 |
0.06 |
| 35 |
separated |
two |
2.4899142 |
1.5272770 |
0.20 |
0.12 |
| 35 |
separated |
three or more |
1.7604502 |
1.7604502 |
0.14 |
0.14 |
| 36 |
married |
none |
9.9082404 |
4.2997335 |
0.79 |
0.34 |
| 36 |
married |
one |
5.3504567 |
2.2836375 |
0.43 |
0.18 |
| 36 |
married |
two |
11.2960048 |
3.3376810 |
0.90 |
0.27 |
| 36 |
married |
three or more |
4.6657960 |
2.4671207 |
0.37 |
0.20 |
| 36 |
never married |
none |
9.3441153 |
2.6796712 |
0.75 |
0.21 |
| 36 |
never married |
one |
4.4002658 |
2.0120777 |
0.35 |
0.16 |
| 36 |
never married |
two |
0.9219627 |
0.9219627 |
0.07 |
0.07 |
| 36 |
never married |
three or more |
2.0242497 |
1.4625622 |
0.16 |
0.12 |
| 36 |
separated |
none |
1.7463273 |
1.2502796 |
0.14 |
0.10 |
| 36 |
separated |
one |
3.1076361 |
2.2797183 |
0.25 |
0.18 |
| 36 |
separated |
two |
1.2452436 |
1.2452436 |
0.10 |
0.10 |
| 36 |
separated |
three or more |
1.6258157 |
1.2116912 |
0.13 |
0.10 |
| 37 |
married |
none |
10.5576474 |
3.5204595 |
0.84 |
0.28 |
| 37 |
married |
one |
4.0551582 |
1.6897987 |
0.32 |
0.14 |
| 37 |
married |
two |
12.3476735 |
3.8073549 |
0.99 |
0.30 |
| 37 |
married |
three or more |
14.6018122 |
4.9020525 |
1.17 |
0.39 |
| 37 |
never married |
none |
8.0569735 |
3.1211369 |
0.64 |
0.25 |
| 37 |
never married |
one |
2.4004234 |
1.8376472 |
0.19 |
0.15 |
| 37 |
never married |
two |
6.8315625 |
3.2685144 |
0.55 |
0.26 |
| 37 |
never married |
three or more |
3.7445672 |
2.5792323 |
0.30 |
0.21 |
| 37 |
separated |
none |
5.2727071 |
3.4688543 |
0.42 |
0.28 |
| 37 |
separated |
one |
1.7479350 |
1.3345586 |
0.14 |
0.11 |
| 37 |
separated |
two |
2.6933943 |
1.7357169 |
0.22 |
0.14 |
| 37 |
separated |
three or more |
1.6833351 |
1.2110520 |
0.13 |
0.10 |
| 38 |
married |
none |
3.5519966 |
1.8376061 |
0.28 |
0.15 |
| 38 |
married |
one |
6.8525607 |
3.3242775 |
0.55 |
0.27 |
| 38 |
married |
two |
8.1276449 |
2.6331597 |
0.65 |
0.21 |
| 38 |
married |
three or more |
12.1636266 |
4.6440939 |
0.97 |
0.37 |
| 38 |
never married |
none |
10.3044879 |
3.4185650 |
0.82 |
0.27 |
| 38 |
never married |
one |
4.6982901 |
2.0683650 |
0.38 |
0.17 |
| 38 |
never married |
three or more |
2.7539109 |
1.9471007 |
0.22 |
0.16 |
| 38 |
separated |
one |
6.2150687 |
5.3903116 |
0.50 |
0.43 |
| 38 |
separated |
two |
2.6924170 |
1.7013658 |
0.22 |
0.14 |
| 38 |
separated |
three or more |
3.3111136 |
1.7662816 |
0.26 |
0.14 |
| 39 |
married |
none |
3.4902204 |
2.9723470 |
0.28 |
0.24 |
| 39 |
married |
one |
6.9025060 |
2.6869906 |
0.55 |
0.21 |
| 39 |
married |
two |
18.1252866 |
5.0383549 |
1.45 |
0.40 |
| 39 |
married |
three or more |
14.0777998 |
5.1770279 |
1.13 |
0.41 |
| 39 |
never married |
none |
11.4903957 |
4.1842624 |
0.92 |
0.33 |
| 39 |
never married |
one |
1.0672392 |
1.0672392 |
0.09 |
0.09 |
| 39 |
never married |
two |
0.6832734 |
0.6832734 |
0.05 |
0.05 |
| 39 |
never married |
three or more |
4.8012828 |
2.6138159 |
0.38 |
0.21 |
| 39 |
separated |
none |
2.1177091 |
1.8840253 |
0.17 |
0.15 |
| 39 |
separated |
one |
0.2866103 |
0.2866103 |
0.02 |
0.02 |
| 39 |
separated |
two |
3.4082061 |
2.8024460 |
0.27 |
0.22 |
| 39 |
separated |
three or more |
3.3617889 |
1.5545749 |
0.27 |
0.12 |
| 40 |
married |
none |
4.1172493 |
1.9304194 |
0.33 |
0.15 |
| 40 |
married |
one |
9.3898875 |
3.2913216 |
0.75 |
0.26 |
| 40 |
married |
two |
11.9825632 |
4.0014190 |
0.96 |
0.32 |
| 40 |
married |
three or more |
14.4575530 |
4.2757712 |
1.16 |
0.34 |
| 40 |
never married |
none |
6.5793443 |
2.8598282 |
0.53 |
0.23 |
| 40 |
never married |
one |
1.2768725 |
0.9099286 |
0.10 |
0.07 |
| 40 |
never married |
two |
5.0241902 |
3.5660209 |
0.40 |
0.29 |
| 40 |
separated |
none |
4.1229633 |
3.3743075 |
0.33 |
0.27 |
| 40 |
separated |
one |
1.3665469 |
1.3665469 |
0.11 |
0.11 |
| 40 |
separated |
two |
2.8048498 |
1.5844561 |
0.22 |
0.13 |
| 40 |
separated |
three or more |
0.7143921 |
0.7143921 |
0.06 |
0.06 |
| 41 |
married |
none |
5.2861422 |
2.8279215 |
0.42 |
0.23 |
| 41 |
married |
one |
7.3059722 |
2.6992212 |
0.58 |
0.22 |
| 41 |
married |
two |
17.4317847 |
4.3145979 |
1.39 |
0.34 |
| 41 |
married |
three or more |
9.7231414 |
3.0999758 |
0.78 |
0.25 |
| 41 |
never married |
none |
3.7666979 |
1.4076241 |
0.30 |
0.11 |
| 41 |
never married |
one |
5.0649595 |
2.6258499 |
0.40 |
0.21 |
| 41 |
never married |
two |
2.0913258 |
1.5443470 |
0.17 |
0.12 |
| 41 |
never married |
three or more |
3.9280996 |
2.3994193 |
0.31 |
0.19 |
| 41 |
separated |
none |
0.3542620 |
0.3542620 |
0.03 |
0.03 |
| 41 |
separated |
one |
2.3261394 |
1.5710321 |
0.19 |
0.13 |
| 41 |
separated |
two |
2.3004730 |
1.5824259 |
0.18 |
0.13 |
| 41 |
separated |
three or more |
8.8994059 |
3.5130588 |
0.71 |
0.28 |
| 42 |
married |
none |
11.5042825 |
3.9525743 |
0.92 |
0.32 |
| 42 |
married |
one |
3.9766070 |
2.2347468 |
0.32 |
0.18 |
| 42 |
married |
two |
17.6590198 |
4.9962144 |
1.41 |
0.40 |
| 42 |
married |
three or more |
15.2643768 |
4.3100760 |
1.22 |
0.34 |
| 42 |
never married |
none |
8.7942314 |
3.0228333 |
0.70 |
0.24 |
| 42 |
never married |
one |
3.9764907 |
1.8538225 |
0.32 |
0.15 |
| 42 |
never married |
two |
5.8597419 |
3.3469580 |
0.47 |
0.27 |
| 42 |
separated |
none |
0.9072425 |
0.9072425 |
0.07 |
0.07 |
| 42 |
separated |
one |
3.1855242 |
2.0861480 |
0.25 |
0.17 |
| 42 |
separated |
two |
4.5754798 |
3.6046092 |
0.37 |
0.29 |
| 42 |
separated |
three or more |
3.4143157 |
1.8192862 |
0.27 |
0.15 |
| 43 |
married |
none |
7.1057603 |
3.1517008 |
0.57 |
0.25 |
| 43 |
married |
one |
2.5851732 |
1.5588726 |
0.21 |
0.12 |
| 43 |
married |
two |
15.9061949 |
4.5087174 |
1.27 |
0.36 |
| 43 |
married |
three or more |
11.0271304 |
4.2751214 |
0.88 |
0.34 |
| 43 |
never married |
none |
6.3330536 |
2.3444205 |
0.51 |
0.19 |
| 43 |
never married |
one |
2.7954517 |
1.4876126 |
0.22 |
0.12 |
| 43 |
never married |
two |
2.9868604 |
2.4485770 |
0.24 |
0.20 |
| 43 |
never married |
three or more |
2.1364239 |
1.0845267 |
0.17 |
0.09 |
| 43 |
separated |
none |
5.8587544 |
3.7873435 |
0.47 |
0.30 |
| 43 |
separated |
three or more |
2.4758295 |
1.7615647 |
0.20 |
0.14 |
# multinomial logit
nnet::multinom(marital_3 ~ age, GSS_2021, wtssnrps) |> emmeans :: emmeans( ~ marital_3 + age, at = list(age = seq(22,43,1)), mode = "prob")
## # weights: 9 (4 variable)
## initial value 4048.542737
## iter 10 value 3139.716741
## final value 3139.716628
## converged
## marital_3 age prob SE df lower.CL upper.CL
## married 22 0.1989 0.01154 4 0.1669 0.2310
## never married 22 0.7549 0.01330 4 0.7180 0.7918
## separated 22 0.0462 0.00453 4 0.0336 0.0587
## married 23 0.2131 0.01167 4 0.1807 0.2455
## never married 23 0.7366 0.01341 4 0.6994 0.7738
## separated 23 0.0503 0.00476 4 0.0371 0.0636
## married 24 0.2278 0.01175 4 0.1952 0.2604
## never married 24 0.7174 0.01347 4 0.6800 0.7548
## separated 24 0.0548 0.00499 4 0.0409 0.0686
## married 25 0.2431 0.01180 4 0.2103 0.2758
## never married 25 0.6974 0.01347 4 0.6600 0.7348
## separated 25 0.0595 0.00523 4 0.0450 0.0740
## married 26 0.2589 0.01181 4 0.2260 0.2917
## never married 26 0.6766 0.01342 4 0.6394 0.7139
## separated 26 0.0645 0.00546 4 0.0494 0.0797
## married 27 0.2751 0.01179 4 0.2424 0.3078
## never married 27 0.6551 0.01331 4 0.6182 0.6921
## separated 27 0.0698 0.00568 4 0.0540 0.0856
## married 28 0.2917 0.01174 4 0.2591 0.3243
## never married 28 0.6329 0.01316 4 0.5964 0.6695
## separated 28 0.0753 0.00590 4 0.0589 0.0917
## married 29 0.3087 0.01166 4 0.2763 0.3411
## never married 29 0.6102 0.01296 4 0.5742 0.6461
## separated 29 0.0812 0.00612 4 0.0642 0.0981
## married 30 0.3259 0.01155 4 0.2938 0.3580
## never married 30 0.5869 0.01272 4 0.5516 0.6222
## separated 30 0.0872 0.00633 4 0.0696 0.1048
## married 31 0.3433 0.01144 4 0.3115 0.3750
## never married 31 0.5632 0.01246 4 0.5286 0.5978
## separated 31 0.0935 0.00653 4 0.0754 0.1117
## married 32 0.3608 0.01131 4 0.3294 0.3922
## never married 32 0.5392 0.01217 4 0.5054 0.5730
## separated 32 0.1000 0.00673 4 0.0814 0.1187
## married 33 0.3782 0.01118 4 0.3472 0.4093
## never married 33 0.5150 0.01187 4 0.4820 0.5480
## separated 33 0.1068 0.00691 4 0.0876 0.1260
## married 34 0.3956 0.01106 4 0.3649 0.4263
## never married 34 0.4907 0.01157 4 0.4586 0.5228
## separated 34 0.1137 0.00708 4 0.0940 0.1333
## married 35 0.4128 0.01094 4 0.3824 0.4431
## never married 35 0.4665 0.01127 4 0.4352 0.4978
## separated 35 0.1208 0.00724 4 0.1007 0.1409
## married 36 0.4297 0.01083 4 0.3996 0.4597
## never married 36 0.4424 0.01099 4 0.4119 0.4729
## separated 36 0.1280 0.00738 4 0.1075 0.1485
## married 37 0.4462 0.01073 4 0.4164 0.4760
## never married 37 0.4185 0.01073 4 0.3887 0.4483
## separated 37 0.1353 0.00752 4 0.1144 0.1561
## married 38 0.4623 0.01065 4 0.4327 0.4918
## never married 38 0.3950 0.01049 4 0.3659 0.4242
## separated 38 0.1427 0.00763 4 0.1215 0.1639
## married 39 0.4779 0.01057 4 0.4485 0.5072
## never married 39 0.3720 0.01028 4 0.3435 0.4006
## separated 39 0.1501 0.00774 4 0.1286 0.1716
## married 40 0.4928 0.01051 4 0.4637 0.5220
## never married 40 0.3496 0.01009 4 0.3215 0.3776
## separated 40 0.1576 0.00782 4 0.1359 0.1793
## married 41 0.5072 0.01045 4 0.4782 0.5362
## never married 41 0.3277 0.00991 4 0.3002 0.3552
## separated 41 0.1651 0.00790 4 0.1432 0.1870
## married 42 0.5208 0.01040 4 0.4919 0.5497
## never married 42 0.3066 0.00976 4 0.2795 0.3337
## separated 42 0.1726 0.00796 4 0.1505 0.1947
## married 43 0.5337 0.01035 4 0.5050 0.5624
## never married 43 0.2862 0.00961 4 0.2596 0.3129
## separated 43 0.1801 0.00800 4 0.1578 0.2023
##
## Confidence level used: 0.95
#ordered logit
id_design_2021<-svydesign(id=~id, weights=~wtssnrps, data=GSS_2021)
svyolr(children_4 ~ age + marital_3 + age * marital_3, design=id_design_2021, method=c("logistic"))|> emmeans :: emmeans( ~ children_4 + age + marital_3, at = list(age = seq(22,43,1)), mode = "prob")
## children_4 age marital_3 prob SE df asymp.LCL asymp.UCL
## none 22 married 0.3070 0.02073 Inf 0.26636 0.3476
## one 22 married 0.2170 0.03764 Inf 0.14321 0.2907
## two 22 married 0.2997 0.01280 Inf 0.27460 0.3248
## three or more 22 married 0.1763 0.06529 Inf 0.04839 0.3043
## none 23 married 0.3014 0.02004 Inf 0.26218 0.3407
## one 23 married 0.2160 0.03779 Inf 0.14191 0.2901
## two 23 married 0.3024 0.01375 Inf 0.27544 0.3293
## three or more 23 married 0.1802 0.06601 Inf 0.05081 0.3095
## none 24 married 0.2960 0.01936 Inf 0.25803 0.3339
## one 24 married 0.2149 0.03792 Inf 0.14061 0.2893
## two 24 married 0.3050 0.01476 Inf 0.27609 0.3340
## three or more 24 married 0.1841 0.06672 Inf 0.05330 0.3148
## none 25 married 0.2906 0.01869 Inf 0.25391 0.3272
## one 25 married 0.2138 0.03802 Inf 0.13930 0.2883
## two 25 married 0.3076 0.01583 Inf 0.27658 0.3386
## three or more 25 married 0.1880 0.06742 Inf 0.05588 0.3202
## none 26 married 0.2852 0.01804 Inf 0.24983 0.3206
## one 26 married 0.2126 0.03809 Inf 0.13798 0.2873
## two 26 married 0.3101 0.01693 Inf 0.27692 0.3433
## three or more 26 married 0.1921 0.06812 Inf 0.05854 0.3256
## none 27 married 0.2799 0.01740 Inf 0.24578 0.3140
## one 27 married 0.2114 0.03814 Inf 0.13666 0.2862
## two 27 married 0.3126 0.01808 Inf 0.27712 0.3480
## three or more 27 married 0.1961 0.06881 Inf 0.06128 0.3310
## none 28 married 0.2747 0.01678 Inf 0.24176 0.3075
## one 28 married 0.2101 0.03816 Inf 0.13533 0.2849
## two 28 married 0.3149 0.01926 Inf 0.27719 0.3527
## three or more 28 married 0.2003 0.06948 Inf 0.06411 0.3365
## none 29 married 0.2695 0.01617 Inf 0.23778 0.3012
## one 29 married 0.2088 0.03815 Inf 0.13400 0.2835
## two 29 married 0.3172 0.02046 Inf 0.27714 0.3573
## three or more 29 married 0.2045 0.07015 Inf 0.06703 0.3420
## none 30 married 0.2644 0.01558 Inf 0.23382 0.2949
## one 30 married 0.2074 0.03811 Inf 0.13267 0.2821
## two 30 married 0.3195 0.02168 Inf 0.27697 0.3620
## three or more 30 married 0.2088 0.07080 Inf 0.07003 0.3476
## none 31 married 0.2593 0.01501 Inf 0.22990 0.2887
## one 31 married 0.2059 0.03805 Inf 0.13133 0.2805
## two 31 married 0.3216 0.02292 Inf 0.27670 0.3666
## three or more 31 married 0.2132 0.07144 Inf 0.07313 0.3532
## none 32 married 0.2543 0.01445 Inf 0.22600 0.2826
## one 32 married 0.2044 0.03796 Inf 0.13000 0.2788
## two 32 married 0.3237 0.02418 Inf 0.27632 0.3711
## three or more 32 married 0.2176 0.07207 Inf 0.07631 0.3588
## none 33 married 0.2494 0.01391 Inf 0.22214 0.2767
## one 33 married 0.2028 0.03785 Inf 0.12866 0.2770
## two 33 married 0.3257 0.02544 Inf 0.27584 0.3756
## three or more 33 married 0.2221 0.07269 Inf 0.07959 0.3645
## none 34 married 0.2445 0.01339 Inf 0.21830 0.2708
## one 34 married 0.2012 0.03771 Inf 0.12732 0.2751
## two 34 married 0.3276 0.02672 Inf 0.27527 0.3800
## three or more 34 married 0.2266 0.07329 Inf 0.08296 0.3702
## none 35 married 0.2397 0.01288 Inf 0.21449 0.2650
## one 35 married 0.1996 0.03755 Inf 0.12599 0.2732
## two 35 married 0.3295 0.02799 Inf 0.27460 0.3843
## three or more 35 married 0.2312 0.07387 Inf 0.08643 0.3760
## none 36 married 0.2350 0.01240 Inf 0.21070 0.2593
## one 36 married 0.1979 0.03736 Inf 0.12465 0.2711
## two 36 married 0.3312 0.02927 Inf 0.27384 0.3886
## three or more 36 married 0.2359 0.07444 Inf 0.09000 0.3818
## none 37 married 0.2303 0.01194 Inf 0.20694 0.2537
## one 37 married 0.1961 0.03716 Inf 0.12332 0.2690
## two 37 married 0.3329 0.03055 Inf 0.27300 0.3927
## three or more 37 married 0.2406 0.07499 Inf 0.09366 0.3876
## none 38 married 0.2257 0.01149 Inf 0.20321 0.2483
## one 38 married 0.1944 0.03693 Inf 0.12199 0.2667
## two 38 married 0.3344 0.03182 Inf 0.27207 0.3968
## three or more 38 married 0.2454 0.07553 Inf 0.09742 0.3935
## none 39 married 0.2212 0.01107 Inf 0.19950 0.2429
## one 39 married 0.1925 0.03667 Inf 0.12067 0.2644
## two 39 married 0.3359 0.03309 Inf 0.27107 0.4008
## three or more 39 married 0.2503 0.07604 Inf 0.10128 0.3994
## none 40 married 0.2167 0.01067 Inf 0.19581 0.2377
## one 40 married 0.1907 0.03640 Inf 0.11934 0.2620
## two 40 married 0.3373 0.03436 Inf 0.26998 0.4047
## three or more 40 married 0.2553 0.07654 Inf 0.10524 0.4053
## none 41 married 0.2123 0.01030 Inf 0.19215 0.2325
## one 41 married 0.1888 0.03611 Inf 0.11803 0.2596
## two 41 married 0.3386 0.03561 Inf 0.26882 0.4084
## three or more 41 married 0.2603 0.07702 Inf 0.10931 0.4112
## none 42 married 0.2080 0.00994 Inf 0.18850 0.2275
## one 42 married 0.1869 0.03580 Inf 0.11671 0.2570
## two 42 married 0.3398 0.03685 Inf 0.26758 0.4120
## three or more 42 married 0.2653 0.07748 Inf 0.11347 0.4172
## none 43 married 0.2037 0.00961 Inf 0.18488 0.2226
## one 43 married 0.1849 0.03547 Inf 0.11540 0.2544
## two 43 married 0.3409 0.03808 Inf 0.26627 0.4156
## three or more 43 married 0.2705 0.07791 Inf 0.11774 0.4232
## none 22 never married 0.8000 0.01510 Inf 0.77041 0.8296
## one 22 never married 0.1086 0.01357 Inf 0.08200 0.1352
## two 22 never married 0.0683 0.00677 Inf 0.05499 0.0815
## three or more 22 never married 0.0232 0.00841 Inf 0.00667 0.0397
## none 23 never married 0.7938 0.01494 Inf 0.76447 0.8230
## one 23 never married 0.1116 0.01380 Inf 0.08452 0.1386
## two 23 never married 0.0706 0.00679 Inf 0.05732 0.0839
## three or more 23 never married 0.0241 0.00871 Inf 0.00698 0.0411
## none 24 never married 0.7874 0.01479 Inf 0.75838 0.8163
## one 24 never married 0.1146 0.01406 Inf 0.08706 0.1422
## two 24 never married 0.0731 0.00681 Inf 0.05971 0.0864
## three or more 24 never married 0.0250 0.00902 Inf 0.00730 0.0427
## none 25 never married 0.7808 0.01464 Inf 0.75214 0.8095
## one 25 never married 0.1177 0.01432 Inf 0.08960 0.1458
## two 25 never married 0.0756 0.00684 Inf 0.06217 0.0890
## three or more 25 never married 0.0259 0.00934 Inf 0.00763 0.0442
## none 26 never married 0.7741 0.01450 Inf 0.74573 0.8026
## one 26 never married 0.1208 0.01461 Inf 0.09215 0.1494
## two 26 never married 0.0782 0.00687 Inf 0.06469 0.0916
## three or more 26 never married 0.0269 0.00967 Inf 0.00797 0.0459
## none 27 never married 0.7673 0.01437 Inf 0.73916 0.7955
## one 27 never married 0.1239 0.01491 Inf 0.09470 0.1531
## two 27 never married 0.0808 0.00690 Inf 0.06728 0.0943
## three or more 27 never married 0.0280 0.01001 Inf 0.00833 0.0476
## none 28 never married 0.7604 0.01426 Inf 0.73241 0.7883
## one 28 never married 0.1271 0.01522 Inf 0.09725 0.1569
## two 28 never married 0.0835 0.00694 Inf 0.06993 0.0971
## three or more 28 never married 0.0290 0.01037 Inf 0.00870 0.0493
## none 29 never married 0.7533 0.01418 Inf 0.72546 0.7810
## one 29 never married 0.1303 0.01555 Inf 0.09979 0.1608
## two 29 never married 0.0863 0.00699 Inf 0.07265 0.1000
## three or more 29 never married 0.0301 0.01074 Inf 0.00908 0.0512
## none 30 never married 0.7460 0.01412 Inf 0.71832 0.7737
## one 30 never married 0.1335 0.01590 Inf 0.10232 0.1647
## two 30 never married 0.0892 0.00704 Inf 0.07543 0.1030
## three or more 30 never married 0.0313 0.01113 Inf 0.00948 0.0531
## none 31 never married 0.7386 0.01410 Inf 0.71098 0.7663
## one 31 never married 0.1367 0.01627 Inf 0.10483 0.1686
## two 31 never married 0.0922 0.00711 Inf 0.07826 0.1061
## three or more 31 never married 0.0325 0.01152 Inf 0.00988 0.0551
## none 32 never married 0.7311 0.01413 Inf 0.70341 0.7588
## one 32 never married 0.1400 0.01665 Inf 0.10733 0.1726
## two 32 never married 0.0952 0.00719 Inf 0.08115 0.1093
## three or more 32 never married 0.0337 0.01194 Inf 0.01031 0.0571
## none 33 never married 0.7234 0.01420 Inf 0.69562 0.7513
## one 33 never married 0.1432 0.01705 Inf 0.10981 0.1766
## two 33 never married 0.0983 0.00728 Inf 0.08409 0.1126
## three or more 33 never married 0.0350 0.01237 Inf 0.01074 0.0592
## none 34 never married 0.7156 0.01432 Inf 0.68759 0.7437
## one 34 never married 0.1465 0.01746 Inf 0.11227 0.1807
## two 34 never married 0.1015 0.00738 Inf 0.08708 0.1160
## three or more 34 never married 0.0363 0.01282 Inf 0.01120 0.0614
## none 35 never married 0.7077 0.01449 Inf 0.67932 0.7361
## one 35 never married 0.1498 0.01789 Inf 0.11470 0.1848
## two 35 never married 0.1048 0.00751 Inf 0.09011 0.1195
## three or more 35 never married 0.0377 0.01328 Inf 0.01166 0.0637
## none 36 never married 0.6997 0.01473 Inf 0.67080 0.7285
## one 36 never married 0.1530 0.01833 Inf 0.11710 0.1890
## two 36 never married 0.1082 0.00765 Inf 0.09319 0.1232
## three or more 36 never married 0.0391 0.01376 Inf 0.01215 0.0661
## none 37 never married 0.6915 0.01503 Inf 0.66204 0.7210
## one 37 never married 0.1563 0.01879 Inf 0.11946 0.1931
## two 37 never married 0.1116 0.00782 Inf 0.09630 0.1269
## three or more 37 never married 0.0406 0.01426 Inf 0.01265 0.0685
## none 38 never married 0.6832 0.01539 Inf 0.65304 0.7134
## one 38 never married 0.1595 0.01925 Inf 0.12180 0.1973
## two 38 never married 0.1151 0.00800 Inf 0.09946 0.1308
## three or more 38 never married 0.0421 0.01478 Inf 0.01316 0.0711
## none 39 never married 0.6748 0.01582 Inf 0.64379 0.7058
## one 39 never married 0.1628 0.01973 Inf 0.12409 0.2014
## two 39 never married 0.1187 0.00821 Inf 0.10264 0.1348
## three or more 39 never married 0.0437 0.01531 Inf 0.01370 0.0737
## none 40 never married 0.6663 0.01631 Inf 0.63430 0.6982
## one 40 never married 0.1660 0.02022 Inf 0.12635 0.2056
## two 40 never married 0.1224 0.00845 Inf 0.10586 0.1390
## three or more 40 never married 0.0454 0.01587 Inf 0.01425 0.0765
## none 41 never married 0.6576 0.01686 Inf 0.62458 0.6907
## one 41 never married 0.1691 0.02071 Inf 0.12856 0.2097
## two 41 never married 0.1262 0.00871 Inf 0.10911 0.1432
## three or more 41 never married 0.0471 0.01645 Inf 0.01481 0.0793
## none 42 never married 0.6489 0.01747 Inf 0.61464 0.6831
## one 42 never married 0.1723 0.02121 Inf 0.13072 0.2139
## two 42 never married 0.1300 0.00900 Inf 0.11238 0.1476
## three or more 42 never married 0.0488 0.01705 Inf 0.01540 0.0822
## none 43 never married 0.6400 0.01813 Inf 0.60449 0.6756
## one 43 never married 0.1754 0.02172 Inf 0.13284 0.2180
## two 43 never married 0.1339 0.00931 Inf 0.11569 0.1522
## three or more 43 never married 0.0506 0.01767 Inf 0.01600 0.0853
## none 22 separated 0.3325 0.03758 Inf 0.25887 0.4062
## one 22 separated 0.2206 0.03423 Inf 0.15354 0.2877
## two 22 separated 0.2869 0.02520 Inf 0.23754 0.3363
## three or more 22 separated 0.1599 0.05304 Inf 0.05597 0.2639
## none 23 separated 0.3265 0.03638 Inf 0.25518 0.3978
## one 23 separated 0.2199 0.03436 Inf 0.15255 0.2872
## two 23 separated 0.2900 0.02516 Inf 0.24067 0.3393
## three or more 23 separated 0.1636 0.05380 Inf 0.05820 0.2691
## none 24 separated 0.3205 0.03518 Inf 0.25152 0.3894
## one 24 separated 0.2191 0.03448 Inf 0.15152 0.2867
## two 24 separated 0.2930 0.02518 Inf 0.24364 0.3424
## three or more 24 separated 0.1674 0.05456 Inf 0.06049 0.2744
## none 25 separated 0.3145 0.03401 Inf 0.24789 0.3812
## one 25 separated 0.2182 0.03458 Inf 0.15044 0.2860
## two 25 separated 0.2960 0.02527 Inf 0.24644 0.3455
## three or more 25 separated 0.1713 0.05532 Inf 0.06284 0.2797
## none 26 separated 0.3087 0.03285 Inf 0.24429 0.3730
## one 26 separated 0.2173 0.03467 Inf 0.14931 0.2852
## two 26 separated 0.2989 0.02542 Inf 0.24905 0.3487
## three or more 26 separated 0.1752 0.05609 Inf 0.06526 0.2851
## none 27 separated 0.3029 0.03170 Inf 0.24072 0.3650
## one 27 separated 0.2162 0.03475 Inf 0.14815 0.2843
## two 27 separated 0.3017 0.02563 Inf 0.25148 0.3519
## three or more 27 separated 0.1792 0.05687 Inf 0.06774 0.2907
## none 28 separated 0.2971 0.03057 Inf 0.23718 0.3570
## one 28 separated 0.2152 0.03481 Inf 0.14694 0.2834
## two 28 separated 0.3045 0.02590 Inf 0.25372 0.3552
## three or more 28 separated 0.1833 0.05764 Inf 0.07028 0.2962
## none 29 separated 0.2914 0.02947 Inf 0.23366 0.3492
## one 29 separated 0.2140 0.03485 Inf 0.14570 0.2823
## two 29 separated 0.3072 0.02624 Inf 0.25576 0.3586
## three or more 29 separated 0.1874 0.05842 Inf 0.07289 0.3019
## none 30 separated 0.2858 0.02838 Inf 0.23017 0.3414
## one 30 separated 0.2128 0.03488 Inf 0.14442 0.2811
## two 30 separated 0.3098 0.02664 Inf 0.25761 0.3621
## three or more 30 separated 0.1916 0.05921 Inf 0.07556 0.3076
## none 31 separated 0.2802 0.02731 Inf 0.22671 0.3338
## one 31 separated 0.2115 0.03489 Inf 0.14311 0.2799
## two 31 separated 0.3124 0.02711 Inf 0.25927 0.3655
## three or more 31 separated 0.1959 0.05999 Inf 0.07830 0.3135
## none 32 separated 0.2747 0.02626 Inf 0.22327 0.3262
## one 32 separated 0.2101 0.03489 Inf 0.14176 0.2785
## two 32 separated 0.3149 0.02763 Inf 0.26074 0.3690
## three or more 32 separated 0.2002 0.06078 Inf 0.08110 0.3194
## none 33 separated 0.2693 0.02524 Inf 0.21985 0.3188
## one 33 separated 0.2087 0.03486 Inf 0.14039 0.2771
## two 33 separated 0.3173 0.02821 Inf 0.26203 0.3726
## three or more 33 separated 0.2047 0.06157 Inf 0.08398 0.3253
## none 34 separated 0.2640 0.02424 Inf 0.21645 0.3115
## one 34 separated 0.2072 0.03483 Inf 0.13899 0.2755
## two 34 separated 0.3196 0.02884 Inf 0.26312 0.3762
## three or more 34 separated 0.2091 0.06236 Inf 0.08692 0.3314
## none 35 separated 0.2587 0.02326 Inf 0.21307 0.3043
## one 35 separated 0.2057 0.03477 Inf 0.13756 0.2739
## two 35 separated 0.3219 0.02952 Inf 0.26404 0.3798
## three or more 35 separated 0.2137 0.06315 Inf 0.08993 0.3375
## none 36 separated 0.2535 0.02232 Inf 0.20972 0.2972
## one 36 separated 0.2041 0.03471 Inf 0.13611 0.2721
## two 36 separated 0.3241 0.03025 Inf 0.26478 0.3833
## three or more 36 separated 0.2184 0.06395 Inf 0.09301 0.3437
## none 37 separated 0.2483 0.02140 Inf 0.20637 0.2902
## one 37 separated 0.2025 0.03462 Inf 0.13463 0.2703
## two 37 separated 0.3261 0.03102 Inf 0.26535 0.3869
## three or more 37 separated 0.2231 0.06475 Inf 0.09616 0.3500
## none 38 separated 0.2432 0.02050 Inf 0.20305 0.2834
## one 38 separated 0.2008 0.03452 Inf 0.13313 0.2684
## two 38 separated 0.3281 0.03183 Inf 0.26576 0.3905
## three or more 38 separated 0.2278 0.06554 Inf 0.09939 0.3563
## none 39 separated 0.2382 0.01964 Inf 0.19973 0.2767
## one 39 separated 0.1990 0.03441 Inf 0.13161 0.2665
## two 39 separated 0.3300 0.03267 Inf 0.26600 0.3941
## three or more 39 separated 0.2327 0.06634 Inf 0.10268 0.3627
## none 40 separated 0.2333 0.01881 Inf 0.19643 0.2701
## one 40 separated 0.1973 0.03428 Inf 0.13007 0.2644
## two 40 separated 0.3318 0.03355 Inf 0.26608 0.3976
## three or more 40 separated 0.2376 0.06713 Inf 0.10605 0.3692
## none 41 separated 0.2284 0.01800 Inf 0.19314 0.2637
## one 41 separated 0.1954 0.03413 Inf 0.12851 0.2623
## two 41 separated 0.3335 0.03445 Inf 0.26601 0.4011
## three or more 41 separated 0.2426 0.06793 Inf 0.10948 0.3758
## none 42 separated 0.2236 0.01723 Inf 0.18985 0.2574
## one 42 separated 0.1935 0.03398 Inf 0.12694 0.2601
## two 42 separated 0.3351 0.03538 Inf 0.26579 0.4045
## three or more 42 separated 0.2477 0.06873 Inf 0.11299 0.3824
## none 43 separated 0.2189 0.01650 Inf 0.18658 0.2512
## one 43 separated 0.1916 0.03381 Inf 0.12535 0.2579
## two 43 separated 0.3366 0.03633 Inf 0.26543 0.4079
## three or more 43 separated 0.2528 0.06952 Inf 0.11658 0.3891
##
## Confidence level used: 0.95
GSS_2022 |>
as_survey(weights = c(wtssnrps_as)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2022 child status by age")
2022 child status by age
| 22 |
none |
77.924143 |
18.8225618 |
5.00 |
1.21 |
| 22 |
one |
4.206892 |
2.7249279 |
0.27 |
0.17 |
| 22 |
three or more |
1.701894 |
0.8993468 |
0.11 |
0.06 |
| 23 |
none |
59.335752 |
11.5703929 |
3.81 |
0.74 |
| 23 |
one |
4.052081 |
1.9640122 |
0.26 |
0.13 |
| 23 |
two |
2.964818 |
2.8417314 |
0.19 |
0.18 |
| 23 |
three or more |
1.330930 |
0.8718597 |
0.09 |
0.06 |
| 24 |
none |
36.462767 |
9.2288468 |
2.34 |
0.59 |
| 24 |
one |
7.169566 |
3.1788764 |
0.46 |
0.20 |
| 24 |
two |
5.694489 |
2.9327035 |
0.37 |
0.19 |
| 24 |
three or more |
3.404355 |
1.6112475 |
0.22 |
0.10 |
| 25 |
none |
30.247191 |
9.5990984 |
1.94 |
0.62 |
| 25 |
one |
5.931139 |
2.1915568 |
0.38 |
0.14 |
| 25 |
two |
6.024963 |
3.3238968 |
0.39 |
0.21 |
| 25 |
three or more |
13.114647 |
9.6891864 |
0.84 |
0.62 |
| 26 |
none |
62.893429 |
13.6960474 |
4.04 |
0.88 |
| 26 |
one |
11.502865 |
3.8296267 |
0.74 |
0.25 |
| 26 |
two |
6.609167 |
3.0711100 |
0.42 |
0.20 |
| 26 |
three or more |
5.280959 |
2.2835554 |
0.34 |
0.15 |
| 27 |
none |
33.389133 |
10.7867670 |
2.14 |
0.69 |
| 27 |
one |
10.712322 |
4.2723838 |
0.69 |
0.27 |
| 27 |
two |
3.847853 |
2.3570708 |
0.25 |
0.15 |
| 27 |
three or more |
8.588845 |
4.5028106 |
0.55 |
0.29 |
| 28 |
none |
33.776223 |
8.3751735 |
2.17 |
0.54 |
| 28 |
one |
13.346863 |
8.2104121 |
0.86 |
0.53 |
| 28 |
two |
8.813982 |
4.4587566 |
0.57 |
0.29 |
| 28 |
three or more |
13.512897 |
6.2848107 |
0.87 |
0.40 |
| 29 |
none |
46.049451 |
8.1386784 |
2.96 |
0.52 |
| 29 |
one |
6.370712 |
2.1525924 |
0.41 |
0.14 |
| 29 |
two |
3.666346 |
1.7203372 |
0.24 |
0.11 |
| 29 |
three or more |
17.967223 |
6.3912492 |
1.15 |
0.41 |
| 30 |
none |
25.696728 |
7.0959830 |
1.65 |
0.46 |
| 30 |
one |
15.168973 |
4.7320973 |
0.97 |
0.30 |
| 30 |
two |
16.468371 |
6.9007604 |
1.06 |
0.44 |
| 30 |
three or more |
8.746568 |
4.0157705 |
0.56 |
0.26 |
| 31 |
none |
24.546215 |
7.1278195 |
1.58 |
0.46 |
| 31 |
one |
5.141112 |
1.8386624 |
0.33 |
0.12 |
| 31 |
two |
14.780027 |
5.1522662 |
0.95 |
0.33 |
| 31 |
three or more |
13.717154 |
4.3015349 |
0.88 |
0.28 |
| 32 |
none |
39.646263 |
10.4661565 |
2.54 |
0.67 |
| 32 |
one |
11.719130 |
4.4163076 |
0.75 |
0.28 |
| 32 |
two |
15.864861 |
4.7628129 |
1.02 |
0.31 |
| 32 |
three or more |
19.797158 |
7.2332026 |
1.27 |
0.46 |
| 33 |
none |
18.318721 |
3.3637541 |
1.18 |
0.22 |
| 33 |
one |
7.337954 |
2.7790160 |
0.47 |
0.18 |
| 33 |
two |
14.830132 |
5.6255412 |
0.95 |
0.36 |
| 33 |
three or more |
17.607543 |
4.6581326 |
1.13 |
0.30 |
| 34 |
none |
18.855495 |
4.5160003 |
1.21 |
0.29 |
| 34 |
one |
15.726920 |
10.0314297 |
1.01 |
0.64 |
| 34 |
two |
8.797945 |
3.4724886 |
0.56 |
0.22 |
| 34 |
three or more |
15.422375 |
6.2271096 |
0.99 |
0.40 |
| 35 |
none |
19.175918 |
5.9649039 |
1.23 |
0.38 |
| 35 |
one |
8.736406 |
2.6799317 |
0.56 |
0.17 |
| 35 |
two |
16.308997 |
4.4453917 |
1.05 |
0.29 |
| 35 |
three or more |
8.635054 |
2.4276629 |
0.55 |
0.16 |
| 36 |
none |
18.821609 |
5.3255537 |
1.21 |
0.34 |
| 36 |
one |
12.724834 |
3.6939955 |
0.82 |
0.24 |
| 36 |
two |
20.307391 |
6.5482516 |
1.30 |
0.42 |
| 36 |
three or more |
16.392254 |
4.8897435 |
1.05 |
0.31 |
| 37 |
none |
14.310408 |
5.3193873 |
0.92 |
0.34 |
| 37 |
one |
11.362508 |
3.5916781 |
0.73 |
0.23 |
| 37 |
two |
14.575570 |
5.1870255 |
0.94 |
0.33 |
| 37 |
three or more |
23.579449 |
10.4345973 |
1.51 |
0.67 |
| 38 |
none |
17.577126 |
5.0047492 |
1.13 |
0.32 |
| 38 |
one |
12.245830 |
7.1413253 |
0.79 |
0.46 |
| 38 |
two |
24.999737 |
7.4368181 |
1.60 |
0.48 |
| 38 |
three or more |
12.627589 |
4.1249589 |
0.81 |
0.26 |
| 39 |
none |
13.269152 |
5.0495115 |
0.85 |
0.32 |
| 39 |
one |
12.706142 |
4.5636988 |
0.82 |
0.29 |
| 39 |
two |
32.612824 |
9.9156572 |
2.09 |
0.64 |
| 39 |
three or more |
23.886000 |
7.9362577 |
1.53 |
0.51 |
| 40 |
none |
20.929149 |
5.6420385 |
1.34 |
0.36 |
| 40 |
one |
4.569982 |
1.6384946 |
0.29 |
0.11 |
| 40 |
two |
29.711207 |
10.2773904 |
1.91 |
0.66 |
| 40 |
three or more |
26.885924 |
8.6477844 |
1.73 |
0.56 |
| 41 |
none |
6.589606 |
2.2851293 |
0.42 |
0.15 |
| 41 |
one |
5.186683 |
2.0443406 |
0.33 |
0.13 |
| 41 |
two |
13.624902 |
6.3137452 |
0.87 |
0.41 |
| 41 |
three or more |
16.197521 |
4.0107632 |
1.04 |
0.26 |
| 42 |
none |
9.813073 |
3.0131931 |
0.63 |
0.19 |
| 42 |
one |
10.896406 |
3.8375605 |
0.70 |
0.25 |
| 42 |
two |
22.859072 |
5.9175760 |
1.47 |
0.38 |
| 42 |
three or more |
42.877970 |
13.8140585 |
2.75 |
0.89 |
| 43 |
none |
6.121672 |
2.8311422 |
0.39 |
0.18 |
| 43 |
one |
9.587249 |
4.1496675 |
0.62 |
0.27 |
| 43 |
two |
16.040370 |
7.1255132 |
1.03 |
0.46 |
| 43 |
three or more |
13.923811 |
3.7664545 |
0.89 |
0.24 |
GSS_2022 |>
as_survey(weights = c(wtssnrps_as)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2022 marriage status by age")
2022 marriage status by age
| 22 |
married |
9.6259857 |
5.3689762 |
0.62 |
0.34 |
| 22 |
never married |
74.0461517 |
18.2700801 |
4.75 |
1.17 |
| 22 |
separated |
0.1607908 |
0.1607908 |
0.01 |
0.01 |
| 23 |
married |
1.9623359 |
1.2335832 |
0.13 |
0.08 |
| 23 |
never married |
62.8822710 |
11.6997670 |
4.04 |
0.75 |
| 23 |
separated |
2.8389739 |
2.8389739 |
0.18 |
0.18 |
| 24 |
married |
10.2416360 |
4.4820858 |
0.66 |
0.29 |
| 24 |
never married |
42.0320903 |
9.2772656 |
2.70 |
0.60 |
| 24 |
separated |
0.4574501 |
0.4574501 |
0.03 |
0.03 |
| 25 |
married |
21.8771713 |
10.5627104 |
1.40 |
0.68 |
| 25 |
never married |
31.6580269 |
9.3911736 |
2.03 |
0.60 |
| 25 |
separated |
1.7827428 |
1.4250381 |
0.11 |
0.09 |
| 26 |
married |
31.4572143 |
11.7849020 |
2.02 |
0.76 |
| 26 |
never married |
53.9583511 |
8.8207117 |
3.46 |
0.57 |
| 26 |
separated |
0.8708546 |
0.5170501 |
0.06 |
0.03 |
| 27 |
married |
16.4956987 |
5.8182404 |
1.06 |
0.37 |
| 27 |
never married |
38.6400724 |
11.1900543 |
2.48 |
0.72 |
| 27 |
separated |
1.4023817 |
1.1230398 |
0.09 |
0.07 |
| 28 |
married |
29.4296876 |
10.8988714 |
1.89 |
0.70 |
| 28 |
never married |
36.0012432 |
8.4894612 |
2.31 |
0.54 |
| 28 |
separated |
4.0190346 |
2.4357701 |
0.26 |
0.16 |
| 29 |
married |
29.9038700 |
6.4460664 |
1.92 |
0.41 |
| 29 |
never married |
43.0249230 |
8.5271473 |
2.76 |
0.55 |
| 29 |
separated |
1.1249393 |
0.5960406 |
0.07 |
0.04 |
| 30 |
married |
28.9209273 |
8.1205484 |
1.86 |
0.52 |
| 30 |
never married |
34.7687976 |
8.3150103 |
2.23 |
0.53 |
| 30 |
separated |
2.3909145 |
1.1017968 |
0.15 |
0.07 |
| 31 |
married |
25.1391686 |
6.1668790 |
1.61 |
0.40 |
| 31 |
never married |
27.1010769 |
6.8854877 |
1.74 |
0.44 |
| 31 |
separated |
5.9442628 |
3.7022849 |
0.38 |
0.24 |
| 32 |
married |
40.1853807 |
9.6044590 |
2.58 |
0.62 |
| 32 |
never married |
44.0033106 |
10.4905200 |
2.82 |
0.67 |
| 32 |
separated |
2.8387199 |
1.2084374 |
0.18 |
0.08 |
| 33 |
married |
26.0294960 |
5.5563533 |
1.67 |
0.36 |
| 33 |
never married |
22.9708095 |
4.6844662 |
1.47 |
0.30 |
| 33 |
separated |
9.0940441 |
4.4132254 |
0.58 |
0.28 |
| 34 |
married |
38.6634908 |
12.4647218 |
2.48 |
0.80 |
| 34 |
never married |
16.4058812 |
3.7474908 |
1.05 |
0.24 |
| 34 |
separated |
3.7333635 |
1.4962104 |
0.24 |
0.10 |
| 35 |
married |
25.5810126 |
4.5833009 |
1.64 |
0.29 |
| 35 |
never married |
14.9989950 |
5.6361613 |
0.96 |
0.36 |
| 35 |
separated |
12.2763677 |
3.9477875 |
0.79 |
0.25 |
| 36 |
married |
33.5970964 |
7.2140981 |
2.16 |
0.46 |
| 36 |
never married |
30.6358020 |
7.2997262 |
1.97 |
0.47 |
| 36 |
separated |
4.0131898 |
1.8037375 |
0.26 |
0.12 |
| 37 |
married |
38.5513933 |
9.2652553 |
2.47 |
0.59 |
| 37 |
never married |
7.5468042 |
3.0864522 |
0.48 |
0.20 |
| 37 |
separated |
17.7297371 |
9.0237957 |
1.14 |
0.58 |
| 38 |
married |
37.4952532 |
10.1734608 |
2.41 |
0.65 |
| 38 |
never married |
18.0184464 |
4.7918650 |
1.16 |
0.31 |
| 38 |
separated |
11.9365822 |
4.6641733 |
0.77 |
0.30 |
| 39 |
married |
60.4859546 |
12.1938801 |
3.88 |
0.78 |
| 39 |
never married |
10.0161241 |
3.3367106 |
0.64 |
0.21 |
| 39 |
separated |
11.9720388 |
6.8803771 |
0.77 |
0.44 |
| 40 |
married |
60.2215121 |
13.8465303 |
3.87 |
0.89 |
| 40 |
never married |
17.4093819 |
4.3944358 |
1.12 |
0.28 |
| 40 |
separated |
4.4653681 |
1.8531746 |
0.29 |
0.12 |
| 41 |
married |
25.5745067 |
6.9878152 |
1.64 |
0.45 |
| 41 |
never married |
9.2989434 |
2.9052330 |
0.60 |
0.19 |
| 41 |
separated |
6.7252616 |
2.8313128 |
0.43 |
0.18 |
| 42 |
married |
61.3266438 |
14.9942993 |
3.94 |
0.96 |
| 42 |
never married |
14.8050848 |
3.5482326 |
0.95 |
0.23 |
| 42 |
separated |
10.3147931 |
3.4451433 |
0.66 |
0.22 |
| 43 |
married |
32.5947755 |
8.9163582 |
2.09 |
0.57 |
| 43 |
never married |
8.5063509 |
2.6434907 |
0.55 |
0.17 |
| 43 |
separated |
4.5719750 |
1.8884085 |
0.29 |
0.12 |
GSS_2022 |>
as_survey(weights = c(wtssnrps_as)) |>
select(id, age, marital, childs, marital_3, children_4) |>
na.omit(age, marital, childs, marital_3, children_4) |>
filter(age %in% c("22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43"))|>
mutate(total = sum(n())) |>
group_by(age, marital_3, children_4)|>
summarize(n = survey_total(),
percent = round(n/total*100,2)) |>
kable(caption = "2022 children by marriage status and age")
2022 children by marriage status and age
| 22 |
married |
none |
7.8243027 |
5.2144424 |
0.50 |
0.33 |
| 22 |
married |
one |
1.8016830 |
1.2815197 |
0.12 |
0.08 |
| 22 |
never married |
none |
70.0998398 |
18.0931721 |
4.50 |
1.16 |
| 22 |
never married |
one |
2.4052087 |
2.4052087 |
0.15 |
0.15 |
| 22 |
never married |
three or more |
1.5411032 |
0.8849240 |
0.10 |
0.06 |
| 22 |
separated |
three or more |
0.1607908 |
0.1607908 |
0.01 |
0.01 |
| 23 |
married |
none |
0.7776944 |
0.6218067 |
0.05 |
0.04 |
| 23 |
married |
one |
1.0581023 |
1.0581023 |
0.07 |
0.07 |
| 23 |
married |
three or more |
0.1265392 |
0.1265392 |
0.01 |
0.01 |
| 23 |
never married |
none |
58.5580572 |
11.5546227 |
3.76 |
0.74 |
| 23 |
never married |
one |
2.9939787 |
1.6550803 |
0.19 |
0.11 |
| 23 |
never married |
two |
0.1258439 |
0.1258439 |
0.01 |
0.01 |
| 23 |
never married |
three or more |
1.2043912 |
0.8626707 |
0.08 |
0.06 |
| 23 |
separated |
two |
2.8389739 |
2.8389739 |
0.18 |
0.18 |
| 24 |
married |
none |
5.0683530 |
3.4019115 |
0.33 |
0.22 |
| 24 |
married |
one |
0.7687173 |
0.7687173 |
0.05 |
0.05 |
| 24 |
married |
two |
3.2050368 |
2.6415545 |
0.21 |
0.17 |
| 24 |
married |
three or more |
1.1995289 |
0.9815719 |
0.08 |
0.06 |
| 24 |
never married |
none |
30.9369638 |
8.5716331 |
1.99 |
0.55 |
| 24 |
never married |
one |
6.4008484 |
3.0849151 |
0.41 |
0.20 |
| 24 |
never married |
two |
2.4894524 |
1.2754554 |
0.16 |
0.08 |
| 24 |
never married |
three or more |
2.2048257 |
1.2782450 |
0.14 |
0.08 |
| 24 |
separated |
none |
0.4574501 |
0.4574501 |
0.03 |
0.03 |
| 25 |
married |
none |
5.1105350 |
2.7625721 |
0.33 |
0.18 |
| 25 |
married |
one |
1.1319037 |
0.8177896 |
0.07 |
0.05 |
| 25 |
married |
two |
5.4974148 |
3.2819782 |
0.35 |
0.21 |
| 25 |
married |
three or more |
10.1373179 |
9.6216216 |
0.65 |
0.62 |
| 25 |
never married |
none |
25.1366559 |
9.1963484 |
1.61 |
0.59 |
| 25 |
never married |
one |
3.4377984 |
1.5117888 |
0.22 |
0.10 |
| 25 |
never married |
two |
0.5275485 |
0.5275485 |
0.03 |
0.03 |
| 25 |
never married |
three or more |
2.5560241 |
1.0687863 |
0.16 |
0.07 |
| 25 |
separated |
one |
1.3614375 |
1.3614375 |
0.09 |
0.09 |
| 25 |
separated |
three or more |
0.4213052 |
0.4213052 |
0.03 |
0.03 |
| 26 |
married |
none |
22.9741451 |
11.2979224 |
1.47 |
0.73 |
| 26 |
married |
one |
2.5815049 |
1.5178667 |
0.17 |
0.10 |
| 26 |
married |
two |
5.1867895 |
2.9204699 |
0.33 |
0.19 |
| 26 |
married |
three or more |
0.7147748 |
0.7147748 |
0.05 |
0.05 |
| 26 |
never married |
none |
39.3439031 |
7.7596170 |
2.53 |
0.50 |
| 26 |
never married |
one |
8.6258859 |
3.5053031 |
0.55 |
0.22 |
| 26 |
never married |
two |
1.4223779 |
0.9519082 |
0.09 |
0.06 |
| 26 |
never married |
three or more |
4.5661842 |
2.1691694 |
0.29 |
0.14 |
| 26 |
separated |
none |
0.5753806 |
0.4244029 |
0.04 |
0.03 |
| 26 |
separated |
one |
0.2954740 |
0.2954740 |
0.02 |
0.02 |
| 27 |
married |
none |
4.8837315 |
2.0862377 |
0.31 |
0.13 |
| 27 |
married |
one |
5.2003047 |
3.5296533 |
0.33 |
0.23 |
| 27 |
married |
two |
2.9521593 |
2.2630207 |
0.19 |
0.15 |
| 27 |
married |
three or more |
3.4595032 |
3.4595032 |
0.22 |
0.22 |
| 27 |
never married |
none |
28.5054014 |
10.5862683 |
1.83 |
0.68 |
| 27 |
never married |
one |
4.1096355 |
2.1331179 |
0.26 |
0.14 |
| 27 |
never married |
two |
0.8956935 |
0.6601479 |
0.06 |
0.04 |
| 27 |
never married |
three or more |
5.1293421 |
2.8836950 |
0.33 |
0.19 |
| 27 |
separated |
one |
1.4023817 |
1.1230398 |
0.09 |
0.07 |
| 28 |
married |
none |
7.4262133 |
3.7813244 |
0.48 |
0.24 |
| 28 |
married |
one |
9.4971152 |
8.0629580 |
0.61 |
0.52 |
| 28 |
married |
two |
4.0740651 |
3.4887618 |
0.26 |
0.22 |
| 28 |
married |
three or more |
8.4322940 |
5.2399285 |
0.54 |
0.34 |
| 28 |
never married |
none |
24.2288325 |
7.1739008 |
1.56 |
0.46 |
| 28 |
never married |
one |
2.8231725 |
1.1682226 |
0.18 |
0.07 |
| 28 |
never married |
two |
4.7399169 |
2.7781941 |
0.30 |
0.18 |
| 28 |
never married |
three or more |
4.2093213 |
3.4179410 |
0.27 |
0.22 |
| 28 |
separated |
none |
2.1211775 |
2.1211775 |
0.14 |
0.14 |
| 28 |
separated |
one |
1.0265750 |
1.0265750 |
0.07 |
0.07 |
| 28 |
separated |
three or more |
0.8712820 |
0.6181408 |
0.06 |
0.04 |
| 29 |
married |
none |
13.9947799 |
4.2911373 |
0.90 |
0.28 |
| 29 |
married |
one |
5.0880899 |
2.0644016 |
0.33 |
0.13 |
| 29 |
married |
two |
2.9342208 |
1.5571089 |
0.19 |
0.10 |
| 29 |
married |
three or more |
7.8867795 |
4.0738957 |
0.51 |
0.26 |
| 29 |
never married |
none |
31.6604056 |
6.9203394 |
2.03 |
0.44 |
| 29 |
never married |
one |
0.6748241 |
0.4362899 |
0.04 |
0.03 |
| 29 |
never married |
two |
0.7321254 |
0.7321254 |
0.05 |
0.05 |
| 29 |
never married |
three or more |
9.9575680 |
4.9269935 |
0.64 |
0.32 |
| 29 |
separated |
none |
0.3942656 |
0.3942656 |
0.03 |
0.03 |
| 29 |
separated |
one |
0.6077980 |
0.4299948 |
0.04 |
0.03 |
| 29 |
separated |
three or more |
0.1228756 |
0.1228756 |
0.01 |
0.01 |
| 30 |
married |
none |
5.4339559 |
4.4475279 |
0.35 |
0.29 |
| 30 |
married |
one |
11.2839227 |
4.4267768 |
0.72 |
0.28 |
| 30 |
married |
two |
10.2829422 |
5.0420671 |
0.66 |
0.32 |
| 30 |
married |
three or more |
1.9201066 |
1.1320144 |
0.12 |
0.07 |
| 30 |
never married |
none |
19.7595071 |
5.5115405 |
1.27 |
0.35 |
| 30 |
never married |
one |
3.8850500 |
1.6785497 |
0.25 |
0.11 |
| 30 |
never married |
two |
5.5715783 |
4.6747788 |
0.36 |
0.30 |
| 30 |
never married |
three or more |
5.5526622 |
3.7775631 |
0.36 |
0.24 |
| 30 |
separated |
none |
0.5032648 |
0.5032648 |
0.03 |
0.03 |
| 30 |
separated |
two |
0.6138505 |
0.6138505 |
0.04 |
0.04 |
| 30 |
separated |
three or more |
1.2737993 |
0.7646591 |
0.08 |
0.05 |
| 31 |
married |
none |
8.0417128 |
3.2163954 |
0.52 |
0.21 |
| 31 |
married |
one |
2.0566592 |
1.0518650 |
0.13 |
0.07 |
| 31 |
married |
two |
7.2445167 |
3.6081735 |
0.46 |
0.23 |
| 31 |
married |
three or more |
7.7962800 |
3.6970667 |
0.50 |
0.24 |
| 31 |
never married |
none |
16.1372579 |
6.3607845 |
1.04 |
0.41 |
| 31 |
never married |
one |
2.7775275 |
1.4776758 |
0.18 |
0.09 |
| 31 |
never married |
two |
4.2173211 |
1.5967520 |
0.27 |
0.10 |
| 31 |
never married |
three or more |
3.9689705 |
1.5236661 |
0.25 |
0.10 |
| 31 |
separated |
none |
0.3672439 |
0.2605442 |
0.02 |
0.02 |
| 31 |
separated |
one |
0.3069252 |
0.3069252 |
0.02 |
0.02 |
| 31 |
separated |
two |
3.3181897 |
3.3181897 |
0.21 |
0.21 |
| 31 |
separated |
three or more |
1.9519040 |
1.5935290 |
0.13 |
0.10 |
| 32 |
married |
none |
12.1044614 |
5.2442647 |
0.78 |
0.34 |
| 32 |
married |
one |
3.4126062 |
1.4457876 |
0.22 |
0.09 |
| 32 |
married |
two |
11.1889478 |
4.1226359 |
0.72 |
0.26 |
| 32 |
married |
three or more |
13.4793652 |
6.7774692 |
0.87 |
0.44 |
| 32 |
never married |
none |
26.3530415 |
9.0410784 |
1.69 |
0.58 |
| 32 |
never married |
one |
7.5498882 |
4.1057759 |
0.48 |
0.26 |
| 32 |
never married |
two |
4.5193971 |
2.3852315 |
0.29 |
0.15 |
| 32 |
never married |
three or more |
5.5809838 |
2.4569058 |
0.36 |
0.16 |
| 32 |
separated |
none |
1.1887604 |
0.6876531 |
0.08 |
0.04 |
| 32 |
separated |
one |
0.7566353 |
0.7566353 |
0.05 |
0.05 |
| 32 |
separated |
two |
0.1565157 |
0.1565157 |
0.01 |
0.01 |
| 32 |
separated |
three or more |
0.7368086 |
0.6259291 |
0.05 |
0.04 |
| 33 |
married |
none |
3.5068312 |
1.5502596 |
0.23 |
0.10 |
| 33 |
married |
one |
6.7400774 |
2.7570111 |
0.43 |
0.18 |
| 33 |
married |
two |
4.1609751 |
1.8315324 |
0.27 |
0.12 |
| 33 |
married |
three or more |
11.6216123 |
4.1984312 |
0.75 |
0.27 |
| 33 |
never married |
none |
12.8966533 |
2.8040743 |
0.83 |
0.18 |
| 33 |
never married |
one |
0.5978770 |
0.3517998 |
0.04 |
0.02 |
| 33 |
never married |
two |
5.6850264 |
3.2898999 |
0.36 |
0.21 |
| 33 |
never married |
three or more |
3.7912529 |
1.7916343 |
0.24 |
0.11 |
| 33 |
separated |
none |
1.9152362 |
1.0419493 |
0.12 |
0.07 |
| 33 |
separated |
two |
4.9841301 |
4.1837576 |
0.32 |
0.27 |
| 33 |
separated |
three or more |
2.1946778 |
0.9481432 |
0.14 |
0.06 |
| 34 |
married |
none |
8.7530456 |
3.5702723 |
0.56 |
0.23 |
| 34 |
married |
one |
12.0494144 |
9.9153107 |
0.77 |
0.64 |
| 34 |
married |
two |
6.9552204 |
3.3248251 |
0.45 |
0.21 |
| 34 |
married |
three or more |
10.9058104 |
5.7897470 |
0.70 |
0.37 |
| 34 |
never married |
none |
8.1328895 |
2.5381440 |
0.52 |
0.16 |
| 34 |
never married |
one |
1.9137017 |
1.1638154 |
0.12 |
0.07 |
| 34 |
never married |
two |
1.8427248 |
1.0049351 |
0.12 |
0.06 |
| 34 |
never married |
three or more |
4.5165652 |
2.2977105 |
0.29 |
0.15 |
| 34 |
separated |
none |
1.9695600 |
1.1205351 |
0.13 |
0.07 |
| 34 |
separated |
one |
1.7638035 |
0.9923315 |
0.11 |
0.06 |
| 35 |
married |
none |
5.9648580 |
2.2367325 |
0.38 |
0.14 |
| 35 |
married |
one |
5.7230153 |
2.0727408 |
0.37 |
0.13 |
| 35 |
married |
two |
9.2133755 |
2.9073280 |
0.59 |
0.19 |
| 35 |
married |
three or more |
4.6797638 |
1.8358668 |
0.30 |
0.12 |
| 35 |
never married |
none |
10.5880637 |
5.3224633 |
0.68 |
0.34 |
| 35 |
never married |
two |
1.7841023 |
1.1471992 |
0.11 |
0.07 |
| 35 |
never married |
three or more |
2.6268290 |
1.4650634 |
0.17 |
0.09 |
| 35 |
separated |
none |
2.6229962 |
1.5165346 |
0.17 |
0.10 |
| 35 |
separated |
one |
3.0133911 |
1.7012040 |
0.19 |
0.11 |
| 35 |
separated |
two |
5.3115192 |
3.1668558 |
0.34 |
0.20 |
| 35 |
separated |
three or more |
1.3284612 |
0.6223640 |
0.09 |
0.04 |
| 36 |
married |
none |
4.0397762 |
1.7632659 |
0.26 |
0.11 |
| 36 |
married |
one |
8.7442649 |
2.9383146 |
0.56 |
0.19 |
| 36 |
married |
two |
11.1590364 |
4.8795700 |
0.72 |
0.31 |
| 36 |
married |
three or more |
9.6540189 |
4.0850305 |
0.62 |
0.26 |
| 36 |
never married |
none |
14.2689822 |
5.0153026 |
0.92 |
0.32 |
| 36 |
never married |
one |
3.9805694 |
2.2424747 |
0.26 |
0.14 |
| 36 |
never married |
two |
8.4120343 |
4.3381506 |
0.54 |
0.28 |
| 36 |
never married |
three or more |
3.9742160 |
2.1064172 |
0.26 |
0.14 |
| 36 |
separated |
none |
0.5128502 |
0.3625967 |
0.03 |
0.02 |
| 36 |
separated |
two |
0.7363206 |
0.5495940 |
0.05 |
0.04 |
| 36 |
separated |
three or more |
2.7640190 |
1.6798172 |
0.18 |
0.11 |
| 37 |
married |
none |
8.5525311 |
4.2558861 |
0.55 |
0.27 |
| 37 |
married |
one |
7.9655068 |
2.6122766 |
0.51 |
0.17 |
| 37 |
married |
two |
10.2868468 |
4.6336488 |
0.66 |
0.30 |
| 37 |
married |
three or more |
11.7465087 |
6.3011338 |
0.75 |
0.40 |
| 37 |
never married |
none |
2.0016910 |
0.8003542 |
0.13 |
0.05 |
| 37 |
never married |
one |
3.1576627 |
2.4560722 |
0.20 |
0.16 |
| 37 |
never married |
two |
2.3874506 |
1.6918380 |
0.15 |
0.11 |
| 37 |
separated |
none |
3.7561859 |
3.0935606 |
0.24 |
0.20 |
| 37 |
separated |
one |
0.2393382 |
0.2393382 |
0.02 |
0.02 |
| 37 |
separated |
two |
1.9012729 |
1.6111101 |
0.12 |
0.10 |
| 37 |
separated |
three or more |
11.8329402 |
8.3212711 |
0.76 |
0.53 |
| 38 |
married |
none |
2.9276326 |
1.3573644 |
0.19 |
0.09 |
| 38 |
married |
one |
10.2187178 |
7.0890363 |
0.66 |
0.46 |
| 38 |
married |
two |
14.9759157 |
6.1238039 |
0.96 |
0.39 |
| 38 |
married |
three or more |
9.3729871 |
3.7600401 |
0.60 |
0.24 |
| 38 |
never married |
none |
11.3530390 |
4.1394761 |
0.73 |
0.27 |
| 38 |
never married |
one |
1.4264278 |
0.7783497 |
0.09 |
0.05 |
| 38 |
never married |
two |
4.5570039 |
2.2316311 |
0.29 |
0.14 |
| 38 |
never married |
three or more |
0.6819757 |
0.5313098 |
0.04 |
0.03 |
| 38 |
separated |
none |
3.2964547 |
2.4715457 |
0.21 |
0.16 |
| 38 |
separated |
one |
0.6006846 |
0.3855697 |
0.04 |
0.02 |
| 38 |
separated |
two |
5.4668169 |
3.5929799 |
0.35 |
0.23 |
| 38 |
separated |
three or more |
2.5726259 |
1.6157501 |
0.17 |
0.10 |
| 39 |
married |
none |
3.5004467 |
1.6316201 |
0.22 |
0.10 |
| 39 |
married |
one |
11.1552951 |
4.4752341 |
0.72 |
0.29 |
| 39 |
married |
two |
24.9489499 |
8.0667888 |
1.60 |
0.52 |
| 39 |
married |
three or more |
20.8812628 |
7.8435705 |
1.34 |
0.50 |
| 39 |
never married |
none |
6.0113919 |
2.9572553 |
0.39 |
0.19 |
| 39 |
never married |
one |
0.3949530 |
0.2869675 |
0.03 |
0.02 |
| 39 |
never married |
two |
1.9991382 |
1.1205318 |
0.13 |
0.07 |
| 39 |
never married |
three or more |
1.6106409 |
1.0315932 |
0.10 |
0.07 |
| 39 |
separated |
none |
3.7573130 |
3.7573130 |
0.24 |
0.24 |
| 39 |
separated |
one |
1.1558939 |
0.8519608 |
0.07 |
0.05 |
| 39 |
separated |
two |
5.6647362 |
5.6647362 |
0.36 |
0.36 |
| 39 |
separated |
three or more |
1.3940957 |
0.6555443 |
0.09 |
0.04 |
| 40 |
married |
none |
8.8609708 |
4.5348614 |
0.57 |
0.29 |
| 40 |
married |
one |
2.2922057 |
1.1839166 |
0.15 |
0.08 |
| 40 |
married |
two |
25.7407204 |
9.9255341 |
1.65 |
0.64 |
| 40 |
married |
three or more |
23.3276153 |
8.4738855 |
1.50 |
0.54 |
| 40 |
never married |
none |
11.3130132 |
3.3163394 |
0.73 |
0.21 |
| 40 |
never married |
one |
1.4939620 |
0.8195874 |
0.10 |
0.05 |
| 40 |
never married |
two |
2.6128365 |
2.3057109 |
0.17 |
0.15 |
| 40 |
never married |
three or more |
1.9895702 |
1.5375332 |
0.13 |
0.10 |
| 40 |
separated |
none |
0.7551654 |
0.5702656 |
0.05 |
0.04 |
| 40 |
separated |
one |
0.7838142 |
0.7838142 |
0.05 |
0.05 |
| 40 |
separated |
two |
1.3576500 |
1.3576500 |
0.09 |
0.09 |
| 40 |
separated |
three or more |
1.5687386 |
0.8092954 |
0.10 |
0.05 |
| 41 |
married |
none |
3.5616390 |
1.6926976 |
0.23 |
0.11 |
| 41 |
married |
one |
4.6562326 |
2.0092362 |
0.30 |
0.13 |
| 41 |
married |
two |
7.0033862 |
5.5366620 |
0.45 |
0.36 |
| 41 |
married |
three or more |
10.3532489 |
3.3740789 |
0.66 |
0.22 |
| 41 |
never married |
none |
1.1916117 |
0.6307509 |
0.08 |
0.04 |
| 41 |
never married |
one |
0.3028657 |
0.3028657 |
0.02 |
0.02 |
| 41 |
never married |
two |
3.7512916 |
2.1354376 |
0.24 |
0.14 |
| 41 |
never married |
three or more |
4.0531745 |
1.8449498 |
0.26 |
0.12 |
| 41 |
separated |
none |
1.8363550 |
1.4017842 |
0.12 |
0.09 |
| 41 |
separated |
one |
0.2275852 |
0.2275852 |
0.01 |
0.01 |
| 41 |
separated |
two |
2.8702242 |
2.1624545 |
0.18 |
0.14 |
| 41 |
separated |
three or more |
1.7910972 |
1.1535369 |
0.11 |
0.07 |
| 42 |
married |
none |
0.7712081 |
0.5458463 |
0.05 |
0.04 |
| 42 |
married |
one |
6.1085332 |
3.0257792 |
0.39 |
0.19 |
| 42 |
married |
two |
17.3993414 |
5.5220513 |
1.12 |
0.35 |
| 42 |
married |
three or more |
37.0475611 |
13.6152986 |
2.38 |
0.87 |
| 42 |
never married |
none |
6.4890450 |
2.3085592 |
0.42 |
0.15 |
| 42 |
never married |
one |
2.2374606 |
1.2181866 |
0.14 |
0.08 |
| 42 |
never married |
two |
3.9206860 |
2.0048357 |
0.25 |
0.13 |
| 42 |
never married |
three or more |
2.1578932 |
1.3393357 |
0.14 |
0.09 |
| 42 |
separated |
none |
2.5528203 |
1.8609913 |
0.16 |
0.12 |
| 42 |
separated |
one |
2.5504121 |
2.0259331 |
0.16 |
0.13 |
| 42 |
separated |
two |
1.5390446 |
0.7443128 |
0.10 |
0.05 |
| 42 |
separated |
three or more |
3.6725160 |
1.9406198 |
0.24 |
0.12 |
| 43 |
married |
none |
4.0723171 |
2.6538371 |
0.26 |
0.17 |
| 43 |
married |
one |
6.7786479 |
3.7769675 |
0.44 |
0.24 |
| 43 |
married |
two |
11.5496311 |
6.8220266 |
0.74 |
0.44 |
| 43 |
married |
three or more |
10.1941794 |
3.4404800 |
0.65 |
0.22 |
| 43 |
never married |
none |
1.8731343 |
0.9724422 |
0.12 |
0.06 |
| 43 |
never married |
one |
2.1180707 |
1.6738985 |
0.14 |
0.11 |
| 43 |
never married |
two |
1.9214077 |
1.1675050 |
0.12 |
0.07 |
| 43 |
never married |
three or more |
2.5937383 |
1.3749181 |
0.17 |
0.09 |
| 43 |
separated |
none |
0.1762209 |
0.1762209 |
0.01 |
0.01 |
| 43 |
separated |
one |
0.6905302 |
0.4027474 |
0.04 |
0.03 |
| 43 |
separated |
two |
2.5693310 |
1.7021198 |
0.16 |
0.11 |
| 43 |
separated |
three or more |
1.1358930 |
0.6918307 |
0.07 |
0.04 |
# multinomial logit
nnet::multinom(marital_3 ~ age, GSS_2022, wtssnrps_as) |> emmeans :: emmeans( ~ marital_3 + age, at = list(age = seq(22,43,1)), mode = "prob")
## # weights: 9 (4 variable)
## initial value 4298.271584
## iter 10 value 3244.040006
## final value 3244.039578
## converged
## marital_3 age prob SE df lower.CL upper.CL
## married 22 0.2286 0.01189 4 0.1956 0.2616
## never married 22 0.7407 0.01296 4 0.7048 0.7767
## separated 22 0.0306 0.00327 4 0.0215 0.0397
## married 23 0.2441 0.01195 4 0.2109 0.2773
## never married 23 0.7221 0.01302 4 0.6860 0.7583
## separated 23 0.0338 0.00349 4 0.0241 0.0435
## married 24 0.2601 0.01197 4 0.2269 0.2934
## never married 24 0.7027 0.01303 4 0.6665 0.7389
## separated 24 0.0372 0.00371 4 0.0269 0.0475
## married 25 0.2767 0.01195 4 0.2435 0.3099
## never married 25 0.6825 0.01300 4 0.6464 0.7185
## separated 25 0.0409 0.00394 4 0.0299 0.0518
## married 26 0.2937 0.01189 4 0.2607 0.3267
## never married 26 0.6615 0.01291 4 0.6256 0.6973
## separated 26 0.0448 0.00417 4 0.0332 0.0564
## married 27 0.3112 0.01180 4 0.2784 0.3439
## never married 27 0.6398 0.01278 4 0.6044 0.6753
## separated 27 0.0490 0.00440 4 0.0368 0.0612
## married 28 0.3289 0.01168 4 0.2965 0.3614
## never married 28 0.6176 0.01260 4 0.5826 0.6525
## separated 28 0.0535 0.00464 4 0.0406 0.0664
## married 29 0.3469 0.01154 4 0.3149 0.3790
## never married 29 0.5948 0.01239 4 0.5604 0.6292
## separated 29 0.0583 0.00488 4 0.0448 0.0718
## married 30 0.3651 0.01138 4 0.3335 0.3967
## never married 30 0.5715 0.01215 4 0.5378 0.6052
## separated 30 0.0634 0.00511 4 0.0492 0.0776
## married 31 0.3833 0.01122 4 0.3522 0.4145
## never married 31 0.5479 0.01189 4 0.5149 0.5809
## separated 31 0.0687 0.00534 4 0.0539 0.0836
## married 32 0.4016 0.01105 4 0.3709 0.4322
## never married 32 0.5241 0.01161 4 0.4918 0.5563
## separated 32 0.0744 0.00557 4 0.0589 0.0898
## married 33 0.4196 0.01089 4 0.3894 0.4499
## never married 33 0.5001 0.01133 4 0.4686 0.5315
## separated 33 0.0803 0.00579 4 0.0642 0.0964
## married 34 0.4375 0.01074 4 0.4077 0.4673
## never married 34 0.4760 0.01106 4 0.4453 0.5067
## separated 34 0.0865 0.00601 4 0.0698 0.1031
## married 35 0.4550 0.01060 4 0.4256 0.4845
## never married 35 0.4521 0.01079 4 0.4221 0.4820
## separated 35 0.0929 0.00621 4 0.0756 0.1101
## married 36 0.4721 0.01049 4 0.4430 0.5013
## never married 36 0.4283 0.01054 4 0.3990 0.4576
## separated 36 0.0996 0.00641 4 0.0818 0.1174
## married 37 0.4887 0.01039 4 0.4599 0.5176
## never married 37 0.4048 0.01031 4 0.3762 0.4334
## separated 37 0.1065 0.00659 4 0.0881 0.1248
## married 38 0.5047 0.01031 4 0.4761 0.5333
## never married 38 0.3817 0.01010 4 0.3537 0.4098
## separated 38 0.1136 0.00677 4 0.0948 0.1323
## married 39 0.5200 0.01024 4 0.4916 0.5485
## never married 39 0.3591 0.00992 4 0.3316 0.3866
## separated 39 0.1209 0.00692 4 0.1016 0.1401
## married 40 0.5346 0.01019 4 0.5063 0.5629
## never married 40 0.3371 0.00975 4 0.3100 0.3641
## separated 40 0.1283 0.00707 4 0.1087 0.1480
## married 41 0.5483 0.01015 4 0.5202 0.5765
## never married 41 0.3157 0.00959 4 0.2891 0.3423
## separated 41 0.1360 0.00720 4 0.1160 0.1559
## married 42 0.5612 0.01011 4 0.5332 0.5893
## never married 42 0.2950 0.00945 4 0.2688 0.3213
## separated 42 0.1437 0.00731 4 0.1234 0.1640
## married 43 0.5732 0.01007 4 0.5453 0.6012
## never married 43 0.2751 0.00931 4 0.2493 0.3010
## separated 43 0.1516 0.00741 4 0.1311 0.1722
##
## Confidence level used: 0.95
#ordered logit
id_design_2022<-svydesign(id=~id, weights=~wtssnrps_as, data=GSS_2022)
svyolr(children_4 ~ age + marital_3 + age * marital_3, design=id_design_2022, method=c("logistic"))|> emmeans :: emmeans( ~ children_4 + age + marital_3, at = list(age = seq(22,43,1)), mode = "prob")
## children_4 age marital_3 prob SE df asymp.LCL asymp.UCL
## none 22 married 0.2479 0.01741 Inf 0.21378 0.2820
## one 22 married 0.1964 0.03704 Inf 0.12379 0.2690
## two 22 married 0.3121 0.02449 Inf 0.26409 0.3601
## three or more 22 married 0.2436 0.07602 Inf 0.09464 0.3926
## none 23 married 0.2444 0.01683 Inf 0.21141 0.2774
## one 23 married 0.1952 0.03692 Inf 0.12287 0.2676
## two 23 married 0.3132 0.02543 Inf 0.26339 0.3631
## three or more 23 married 0.2471 0.07627 Inf 0.09763 0.3966
## none 24 married 0.2409 0.01627 Inf 0.20906 0.2728
## one 24 married 0.1941 0.03679 Inf 0.12196 0.2662
## two 24 married 0.3144 0.02637 Inf 0.26266 0.3660
## three or more 24 married 0.2506 0.07651 Inf 0.10066 0.4006
## none 25 married 0.2375 0.01572 Inf 0.20671 0.2683
## one 25 married 0.1929 0.03664 Inf 0.12105 0.2647
## two 25 married 0.3154 0.02731 Inf 0.26190 0.3689
## three or more 25 married 0.2542 0.07675 Inf 0.10376 0.4046
## none 26 married 0.2341 0.01519 Inf 0.20437 0.2639
## one 26 married 0.1917 0.03648 Inf 0.12015 0.2632
## two 26 married 0.3164 0.02824 Inf 0.26109 0.3718
## three or more 26 married 0.2578 0.07697 Inf 0.10691 0.4086
## none 27 married 0.2308 0.01466 Inf 0.20204 0.2595
## one 27 married 0.1904 0.03631 Inf 0.11925 0.2616
## two 27 married 0.3174 0.02917 Inf 0.26025 0.3746
## three or more 27 married 0.2614 0.07717 Inf 0.11012 0.4126
## none 28 married 0.2275 0.01415 Inf 0.19972 0.2552
## one 28 married 0.1892 0.03612 Inf 0.11836 0.2600
## two 28 married 0.3184 0.03009 Inf 0.25938 0.3773
## three or more 28 married 0.2650 0.07737 Inf 0.11339 0.4167
## none 29 married 0.2242 0.01366 Inf 0.19740 0.2509
## one 29 married 0.1879 0.03593 Inf 0.11748 0.2583
## two 29 married 0.3192 0.03100 Inf 0.25847 0.3800
## three or more 29 married 0.2687 0.07755 Inf 0.11671 0.4207
## none 30 married 0.2209 0.01318 Inf 0.19509 0.2467
## one 30 married 0.1866 0.03571 Inf 0.11660 0.2566
## two 30 married 0.3201 0.03191 Inf 0.25754 0.3826
## three or more 30 married 0.2724 0.07771 Inf 0.12010 0.4247
## none 31 married 0.2177 0.01271 Inf 0.19279 0.2426
## one 31 married 0.1853 0.03549 Inf 0.11572 0.2548
## two 31 married 0.3209 0.03280 Inf 0.25657 0.3852
## three or more 31 married 0.2762 0.07787 Inf 0.12354 0.4288
## none 32 married 0.2145 0.01226 Inf 0.19049 0.2385
## one 32 married 0.1840 0.03526 Inf 0.11485 0.2531
## two 32 married 0.3216 0.03369 Inf 0.25558 0.3876
## three or more 32 married 0.2799 0.07801 Inf 0.12704 0.4328
## none 33 married 0.2114 0.01182 Inf 0.18819 0.2345
## one 33 married 0.1826 0.03501 Inf 0.11399 0.2512
## two 33 married 0.3223 0.03456 Inf 0.25455 0.3900
## three or more 33 married 0.2837 0.07813 Inf 0.13060 0.4369
## none 34 married 0.2082 0.01140 Inf 0.18589 0.2306
## one 34 married 0.1812 0.03475 Inf 0.11313 0.2494
## two 34 married 0.3229 0.03543 Inf 0.25350 0.3924
## three or more 34 married 0.2876 0.07825 Inf 0.13421 0.4409
## none 35 married 0.2052 0.01100 Inf 0.18360 0.2267
## one 35 married 0.1799 0.03448 Inf 0.11228 0.2475
## two 35 married 0.3235 0.03628 Inf 0.25242 0.3946
## three or more 35 married 0.2914 0.07835 Inf 0.13789 0.4450
## none 36 married 0.2021 0.01062 Inf 0.18130 0.2229
## one 36 married 0.1785 0.03421 Inf 0.11143 0.2455
## two 36 married 0.3241 0.03712 Inf 0.25132 0.3968
## three or more 36 married 0.2953 0.07843 Inf 0.14162 0.4491
## none 37 married 0.1991 0.01025 Inf 0.17901 0.2192
## one 37 married 0.1771 0.03392 Inf 0.11058 0.2435
## two 37 married 0.3246 0.03795 Inf 0.25020 0.3989
## three or more 37 married 0.2993 0.07850 Inf 0.14541 0.4531
## none 38 married 0.1961 0.00990 Inf 0.17671 0.2155
## one 38 married 0.1756 0.03362 Inf 0.10975 0.2415
## two 38 married 0.3250 0.03876 Inf 0.24905 0.4010
## three or more 38 married 0.3032 0.07855 Inf 0.14926 0.4572
## none 39 married 0.1932 0.00957 Inf 0.17442 0.2119
## one 39 married 0.1742 0.03331 Inf 0.10891 0.2395
## two 39 married 0.3254 0.03956 Inf 0.24788 0.4029
## three or more 39 married 0.3072 0.07859 Inf 0.15317 0.4613
## none 40 married 0.1903 0.00925 Inf 0.17211 0.2084
## one 40 married 0.1728 0.03300 Inf 0.10808 0.2374
## two 40 married 0.3258 0.04034 Inf 0.24669 0.4048
## three or more 40 married 0.3112 0.07862 Inf 0.15714 0.4653
## none 41 married 0.1874 0.00896 Inf 0.16981 0.2049
## one 41 married 0.1713 0.03268 Inf 0.10726 0.2354
## two 41 married 0.3260 0.04111 Inf 0.24547 0.4066
## three or more 41 married 0.3153 0.07863 Inf 0.16117 0.4694
## none 42 married 0.1845 0.00869 Inf 0.16750 0.2016
## one 42 married 0.1698 0.03235 Inf 0.10644 0.2332
## two 42 married 0.3263 0.04186 Inf 0.24424 0.4083
## three or more 42 married 0.3194 0.07862 Inf 0.16525 0.4735
## none 43 married 0.1817 0.00843 Inf 0.16518 0.1982
## one 43 married 0.1684 0.03201 Inf 0.10563 0.2311
## two 43 married 0.3265 0.04260 Inf 0.24299 0.4100
## three or more 43 married 0.3235 0.07860 Inf 0.16939 0.4775
## none 22 never married 0.7944 0.01443 Inf 0.76610 0.8227
## one 22 never married 0.1092 0.01311 Inf 0.08351 0.1349
## two 22 never married 0.0697 0.00623 Inf 0.05746 0.0819
## three or more 22 never married 0.0267 0.00880 Inf 0.00949 0.0440
## none 23 never married 0.7879 0.01428 Inf 0.75996 0.8159
## one 23 never married 0.1122 0.01335 Inf 0.08602 0.1383
## two 23 never married 0.0721 0.00625 Inf 0.05985 0.0843
## three or more 23 never married 0.0278 0.00911 Inf 0.00992 0.0456
## none 24 never married 0.7814 0.01414 Inf 0.75366 0.8091
## one 24 never married 0.1152 0.01361 Inf 0.08853 0.1419
## two 24 never married 0.0746 0.00626 Inf 0.06230 0.0868
## three or more 24 never married 0.0288 0.00943 Inf 0.01036 0.0473
## none 25 never married 0.7747 0.01401 Inf 0.74720 0.8021
## one 25 never married 0.1183 0.01388 Inf 0.09106 0.1455
## two 25 never married 0.0771 0.00628 Inf 0.06482 0.0894
## three or more 25 never married 0.0300 0.00977 Inf 0.01081 0.0491
## none 26 never married 0.7678 0.01389 Inf 0.74057 0.7950
## one 26 never married 0.1213 0.01416 Inf 0.09358 0.1491
## two 26 never married 0.0798 0.00630 Inf 0.06741 0.0921
## three or more 26 never married 0.0311 0.01011 Inf 0.01129 0.0509
## none 27 never married 0.7608 0.01380 Inf 0.73375 0.7878
## one 27 never married 0.1245 0.01446 Inf 0.09611 0.1528
## two 27 never married 0.0824 0.00633 Inf 0.07005 0.0948
## three or more 27 never married 0.0323 0.01047 Inf 0.01178 0.0528
## none 28 never married 0.7536 0.01372 Inf 0.72675 0.7805
## one 28 never married 0.1276 0.01478 Inf 0.09862 0.1566
## two 28 never married 0.0852 0.00636 Inf 0.07276 0.0977
## three or more 28 never married 0.0335 0.01085 Inf 0.01228 0.0548
## none 29 never married 0.7463 0.01368 Inf 0.71954 0.7732
## one 29 never married 0.1308 0.01511 Inf 0.10113 0.1604
## two 29 never married 0.0881 0.00640 Inf 0.07552 0.1006
## three or more 29 never married 0.0348 0.01123 Inf 0.01281 0.0568
## none 30 never married 0.7389 0.01367 Inf 0.71212 0.7657
## one 30 never married 0.1339 0.01546 Inf 0.10363 0.1642
## two 30 never married 0.0910 0.00646 Inf 0.07834 0.1036
## three or more 30 never married 0.0362 0.01164 Inf 0.01335 0.0590
## none 31 never married 0.7313 0.01370 Inf 0.70449 0.7582
## one 31 never married 0.1371 0.01583 Inf 0.10611 0.1682
## two 31 never married 0.0940 0.00652 Inf 0.08121 0.1068
## three or more 31 never married 0.0375 0.01205 Inf 0.01391 0.0612
## none 32 never married 0.7236 0.01378 Inf 0.69662 0.7506
## one 32 never married 0.1403 0.01621 Inf 0.10857 0.1721
## two 32 never married 0.0971 0.00660 Inf 0.08413 0.1100
## three or more 32 never married 0.0390 0.01249 Inf 0.01449 0.0634
## none 33 never married 0.7158 0.01391 Inf 0.68852 0.7430
## one 33 never married 0.1435 0.01660 Inf 0.11101 0.1761
## two 33 never married 0.1002 0.00670 Inf 0.08709 0.1134
## three or more 33 never married 0.0405 0.01294 Inf 0.01510 0.0658
## none 34 never married 0.7078 0.01409 Inf 0.68018 0.7354
## one 34 never married 0.1468 0.01701 Inf 0.11342 0.1801
## two 34 never married 0.1035 0.00682 Inf 0.09009 0.1168
## three or more 34 never married 0.0420 0.01340 Inf 0.01572 0.0683
## none 35 never married 0.6997 0.01434 Inf 0.67160 0.7278
## one 35 never married 0.1500 0.01743 Inf 0.11580 0.1841
## two 35 never married 0.1068 0.00695 Inf 0.09314 0.1204
## three or more 35 never married 0.0436 0.01389 Inf 0.01636 0.0708
## none 36 never married 0.6915 0.01464 Inf 0.66277 0.7202
## one 36 never married 0.1532 0.01786 Inf 0.11815 0.1882
## two 36 never married 0.1101 0.00711 Inf 0.09622 0.1241
## three or more 36 never married 0.0452 0.01439 Inf 0.01702 0.0734
## none 37 never married 0.6831 0.01500 Inf 0.65369 0.7125
## one 37 never married 0.1563 0.01830 Inf 0.12047 0.1922
## two 37 never married 0.1136 0.00729 Inf 0.09933 0.1279
## three or more 37 never married 0.0469 0.01491 Inf 0.01771 0.0762
## none 38 never married 0.6746 0.01543 Inf 0.64438 0.7049
## one 38 never married 0.1595 0.01876 Inf 0.12275 0.1963
## two 38 never married 0.1172 0.00749 Inf 0.10247 0.1318
## three or more 38 never married 0.0487 0.01546 Inf 0.01842 0.0790
## none 39 never married 0.6660 0.01592 Inf 0.63483 0.6972
## one 39 never married 0.1627 0.01922 Inf 0.12499 0.2003
## two 39 never married 0.1208 0.00772 Inf 0.10564 0.1359
## three or more 39 never married 0.0505 0.01602 Inf 0.01915 0.0819
## none 40 never married 0.6573 0.01647 Inf 0.62504 0.6896
## one 40 never married 0.1658 0.01969 Inf 0.12719 0.2044
## two 40 never married 0.1245 0.00798 Inf 0.10883 0.1401
## three or more 40 never married 0.0524 0.01660 Inf 0.01990 0.0850
## none 41 never married 0.6485 0.01707 Inf 0.61505 0.6820
## one 41 never married 0.1689 0.02016 Inf 0.12934 0.2084
## two 41 never married 0.1282 0.00826 Inf 0.11205 0.1444
## three or more 41 never married 0.0544 0.01721 Inf 0.02068 0.0881
## none 42 never married 0.6396 0.01773 Inf 0.60484 0.6743
## one 42 never married 0.1719 0.02064 Inf 0.13145 0.2123
## two 42 never married 0.1321 0.00856 Inf 0.11529 0.1489
## three or more 42 never married 0.0564 0.01784 Inf 0.02149 0.0914
## none 43 never married 0.6306 0.01844 Inf 0.59444 0.6667
## one 43 never married 0.1749 0.02112 Inf 0.13350 0.2163
## two 43 never married 0.1360 0.00890 Inf 0.11855 0.1534
## three or more 43 never married 0.0586 0.01849 Inf 0.02231 0.0948
## none 22 separated 0.1901 0.02837 Inf 0.13448 0.2457
## one 22 separated 0.1727 0.03289 Inf 0.10822 0.2371
## two 22 separated 0.3258 0.04116 Inf 0.24510 0.4064
## three or more 22 separated 0.3115 0.07974 Inf 0.15517 0.4677
## none 23 separated 0.1891 0.02763 Inf 0.13498 0.2433
## one 23 separated 0.1722 0.03272 Inf 0.10807 0.2363
## two 23 separated 0.3259 0.04135 Inf 0.24483 0.4069
## three or more 23 separated 0.3128 0.07949 Inf 0.15702 0.4686
## none 24 separated 0.1882 0.02689 Inf 0.13547 0.2409
## one 24 separated 0.1717 0.03255 Inf 0.10791 0.2355
## two 24 separated 0.3260 0.04154 Inf 0.24455 0.4074
## three or more 24 separated 0.3142 0.07924 Inf 0.15885 0.4695
## none 25 separated 0.1872 0.02615 Inf 0.13594 0.2385
## one 25 separated 0.1712 0.03238 Inf 0.10775 0.2347
## two 25 separated 0.3261 0.04174 Inf 0.24425 0.4079
## three or more 25 separated 0.3155 0.07900 Inf 0.16068 0.4704
## none 26 separated 0.1862 0.02543 Inf 0.13640 0.2361
## one 26 separated 0.1707 0.03222 Inf 0.10759 0.2339
## two 26 separated 0.3261 0.04194 Inf 0.24395 0.4083
## three or more 26 separated 0.3169 0.07877 Inf 0.16249 0.4713
## none 27 separated 0.1853 0.02472 Inf 0.13685 0.2337
## one 27 separated 0.1702 0.03205 Inf 0.10742 0.2331
## two 27 separated 0.3262 0.04213 Inf 0.24364 0.4088
## three or more 27 separated 0.3182 0.07854 Inf 0.16430 0.4722
## none 28 separated 0.1843 0.02401 Inf 0.13729 0.2314
## one 28 separated 0.1697 0.03189 Inf 0.10725 0.2322
## two 28 separated 0.3263 0.04233 Inf 0.24333 0.4093
## three or more 28 separated 0.3196 0.07833 Inf 0.16609 0.4731
## none 29 separated 0.1834 0.02331 Inf 0.13771 0.2291
## one 29 separated 0.1693 0.03173 Inf 0.10707 0.2314
## two 29 separated 0.3264 0.04253 Inf 0.24300 0.4097
## three or more 29 separated 0.3210 0.07812 Inf 0.16787 0.4741
## none 30 separated 0.1825 0.02263 Inf 0.13811 0.2268
## one 30 separated 0.1688 0.03157 Inf 0.10689 0.2306
## two 30 separated 0.3264 0.04273 Inf 0.24267 0.4102
## three or more 30 separated 0.3224 0.07792 Inf 0.16964 0.4751
## none 31 separated 0.1815 0.02195 Inf 0.13851 0.2245
## one 31 separated 0.1683 0.03141 Inf 0.10670 0.2298
## two 31 separated 0.3265 0.04294 Inf 0.24233 0.4106
## three or more 31 separated 0.3237 0.07773 Inf 0.17139 0.4761
## none 32 separated 0.1806 0.02128 Inf 0.13888 0.2223
## one 32 separated 0.1678 0.03125 Inf 0.10652 0.2290
## two 32 separated 0.3265 0.04314 Inf 0.24199 0.4111
## three or more 32 separated 0.3251 0.07754 Inf 0.17313 0.4771
## none 33 separated 0.1797 0.02062 Inf 0.13924 0.2201
## one 33 separated 0.1673 0.03109 Inf 0.10632 0.2282
## two 33 separated 0.3266 0.04334 Inf 0.24164 0.4115
## three or more 33 separated 0.3265 0.07737 Inf 0.17486 0.4781
## none 34 separated 0.1787 0.01997 Inf 0.13958 0.2179
## one 34 separated 0.1668 0.03094 Inf 0.10612 0.2274
## two 34 separated 0.3266 0.04354 Inf 0.24128 0.4120
## three or more 34 separated 0.3279 0.07720 Inf 0.17657 0.4792
## none 35 separated 0.1778 0.01934 Inf 0.13991 0.2157
## one 35 separated 0.1663 0.03079 Inf 0.10592 0.2266
## two 35 separated 0.3267 0.04374 Inf 0.24092 0.4124
## three or more 35 separated 0.3293 0.07704 Inf 0.17827 0.4803
## none 36 separated 0.1769 0.01872 Inf 0.14021 0.2136
## one 36 separated 0.1658 0.03064 Inf 0.10571 0.2258
## two 36 separated 0.3267 0.04395 Inf 0.24055 0.4128
## three or more 36 separated 0.3307 0.07689 Inf 0.17995 0.4814
## none 37 separated 0.1760 0.01810 Inf 0.14050 0.2115
## one 37 separated 0.1653 0.03050 Inf 0.10549 0.2250
## two 37 separated 0.3267 0.04415 Inf 0.24018 0.4132
## three or more 37 separated 0.3321 0.07676 Inf 0.18162 0.4825
## none 38 separated 0.1751 0.01750 Inf 0.14076 0.2094
## one 38 separated 0.1648 0.03035 Inf 0.10527 0.2243
## two 38 separated 0.3267 0.04435 Inf 0.23980 0.4136
## three or more 38 separated 0.3335 0.07663 Inf 0.18327 0.4836
## none 39 separated 0.1742 0.01692 Inf 0.14100 0.2073
## one 39 separated 0.1643 0.03021 Inf 0.10504 0.2235
## two 39 separated 0.3267 0.04455 Inf 0.23941 0.4140
## three or more 39 separated 0.3349 0.07651 Inf 0.18490 0.4848
## none 40 separated 0.1733 0.01635 Inf 0.14122 0.2053
## one 40 separated 0.1638 0.03008 Inf 0.10481 0.2227
## two 40 separated 0.3267 0.04475 Inf 0.23902 0.4144
## three or more 40 separated 0.3363 0.07640 Inf 0.18651 0.4860
## none 41 separated 0.1724 0.01579 Inf 0.14141 0.2033
## one 41 separated 0.1632 0.02994 Inf 0.10457 0.2219
## two 41 separated 0.3267 0.04495 Inf 0.23862 0.4148
## three or more 41 separated 0.3377 0.07630 Inf 0.18811 0.4872
## none 42 separated 0.1715 0.01525 Inf 0.14157 0.2014
## one 42 separated 0.1627 0.02981 Inf 0.10432 0.2212
## two 42 separated 0.3267 0.04516 Inf 0.23822 0.4152
## three or more 42 separated 0.3391 0.07622 Inf 0.18969 0.4885
## none 43 separated 0.1706 0.01473 Inf 0.14170 0.1994
## one 43 separated 0.1622 0.02968 Inf 0.10406 0.2204
## two 43 separated 0.3267 0.04536 Inf 0.23782 0.4156
## three or more 43 separated 0.3405 0.07614 Inf 0.19125 0.4897
##
## Confidence level used: 0.95