dds.discr <-
structure(list(id = c(10210L, 10409L, 10486L, 10538L, 10568L, 
10690L, 10711L, 10778L, 10820L, 10823L, 11000L, 11024L, 11115L, 
11189L, 11201L, 11210L, 11379L, 11380L, 11441L, 11466L, 11812L, 
11842L, 11922L, 11935L, 12127L, 12137L, 12207L, 12530L, 12589L, 
12834L, 12850L, 12990L, 13119L, 13120L, 13195L, 13621L, 13692L, 
13722L, 13826L, 14233L, 14367L, 14427L, 14520L, 14523L, 14648L, 
14653L, 14665L, 14845L, 15034L, 15060L, 15111L, 15205L, 15366L, 
15422L, 15448L, 15487L, 15778L, 15801L, 15888L, 15970L, 16048L, 
16052L, 16306L, 16440L, 16515L, 16525L, 16981L, 17191L, 17276L, 
17354L, 17361L, 17456L, 17604L, 17605L, 17744L, 17799L, 18015L, 
18057L, 18080L, 18095L, 18127L, 18223L, 18262L, 18313L, 18383L, 
18421L, 18482L, 18492L, 18655L, 18656L, 18671L, 18749L, 18867L, 
18894L, 19107L, 19147L, 19148L, 19228L, 19247L, 19250L, 19251L, 
19290L, 19373L, 19412L, 19510L, 19517L, 19571L, 19661L, 19662L, 
19663L, 19825L, 19917L, 20057L, 20073L, 20380L, 20641L, 20810L, 
20832L, 20872L, 20876L, 20918L, 20976L, 20984L, 21140L, 21158L, 
21167L, 21296L, 21305L, 21351L, 21503L, 21585L, 21591L, 21742L, 
22056L, 22124L, 22125L, 22446L, 22534L, 22541L, 22682L, 22697L, 
22700L, 22764L, 22879L, 22964L, 22988L, 23032L, 23450L, 23493L, 
23505L, 23559L, 23617L, 23651L, 23861L, 23890L, 23915L, 24042L, 
24078L, 24128L, 24171L, 24270L, 24341L, 24510L, 24545L, 24617L, 
24635L, 24731L, 24786L, 24838L, 24847L, 24850L, 24895L, 24959L, 
25000L, 25184L, 25281L, 25300L, 25321L, 25370L, 25457L, 25575L, 
25613L, 25649L, 25743L, 25747L, 25765L, 26071L, 26099L, 26169L, 
26423L, 26427L, 26437L, 26457L, 26648L, 27029L, 27031L, 27150L, 
27311L, 27356L, 27484L, 27547L, 27561L, 27824L, 27921L, 28013L, 
28053L, 28066L, 28083L, 28085L, 28189L, 28384L, 28469L, 28502L, 
28514L, 28728L, 28948L, 29038L, 29193L, 29411L, 29440L, 29447L, 
29458L, 29506L, 29574L, 29795L, 29804L, 29840L, 29885L, 29902L, 
29914L, 30012L, 30234L, 30385L, 30438L, 30481L, 30517L, 30617L, 
30673L, 30689L, 30780L, 30909L, 31063L, 31163L, 31168L, 31277L, 
31307L, 31437L, 31632L, 31642L, 31658L, 31859L, 31910L, 31919L, 
31960L, 31973L, 32161L, 32186L, 32326L, 32395L, 32398L, 32519L, 
32604L, 32664L, 32745L, 32781L, 32893L, 33032L, 33305L, 33339L, 
33360L, 33375L, 33464L, 33509L, 33551L, 33643L, 33886L, 34146L, 
34278L, 34522L, 34681L, 34751L, 34763L, 34821L, 34983L, 34997L, 
35066L, 35093L, 35298L, 35360L, 35503L, 35590L, 35630L, 35656L, 
35666L, 35684L, 35799L, 35970L, 36123L, 36179L, 36391L, 36459L, 
36576L, 36578L, 36720L, 36802L, 37075L, 37287L, 37297L, 37335L, 
37415L, 37454L, 37524L, 37694L, 37731L, 37846L, 38017L, 38104L, 
38121L, 38584L, 38732L, 38889L, 38975L, 39060L, 39095L, 39131L, 
39134L, 39287L, 39672L, 39767L, 39795L, 39942L, 39999L, 40105L, 
40159L, 40277L, 40313L, 40409L, 40412L, 40847L, 40892L, 40952L, 
40987L, 41163L, 41176L, 41831L, 41850L, 41968L, 42216L, 42229L, 
42262L, 42265L, 42348L, 42489L, 42590L, 42593L, 42657L, 42732L, 
42804L, 42905L, 43039L, 43188L, 43245L, 43291L, 43308L, 43455L, 
43478L, 43516L, 43574L, 43586L, 43735L, 43762L, 43767L, 43768L, 
43881L, 43984L, 43990L, 44297L, 44312L, 44401L, 44451L, 44613L, 
44669L, 44973L, 45104L, 45274L, 45319L, 45468L, 45476L, 45499L, 
45540L, 45600L, 45625L, 45679L, 45755L, 45798L, 45827L, 45828L, 
45958L, 45962L, 46063L, 46251L, 46272L, 46389L, 46498L, 46628L, 
46637L, 46726L, 46876L, 46945L, 46977L, 47043L, 47059L, 47217L, 
47236L, 47553L, 47748L, 47809L, 47887L, 47979L, 47997L, 48101L, 
48169L, 48328L, 48353L, 48653L, 48882L, 48938L, 49026L, 49094L, 
49199L, 49285L, 49463L, 49506L, 49533L, 49598L, 49631L, 49818L, 
49889L, 49977L, 50053L, 50112L, 50140L, 50208L, 50222L, 50270L, 
50349L, 50478L, 50559L, 50652L, 50674L, 50783L, 50849L, 50913L, 
50989L, 51150L, 51253L, 51259L, 51290L, 51420L, 51577L, 51635L, 
51712L, 51754L, 51954L, 52067L, 52073L, 52177L, 52217L, 52373L, 
52722L, 52727L, 52794L, 52868L, 52887L, 52969L, 53008L, 53083L, 
53225L, 53288L, 53339L, 53435L, 53658L, 53690L, 53719L, 53903L, 
53996L, 54054L, 54067L, 54110L, 54223L, 54252L, 54406L, 54675L, 
55043L, 55056L, 55115L, 55162L, 55300L, 55314L, 55345L, 55424L, 
55442L, 55877L, 55882L, 55958L, 56063L, 56109L, 56202L, 56203L, 
56309L, 56318L, 56400L, 56533L, 56539L, 56552L, 56576L, 56592L, 
56736L, 56738L, 56802L, 56808L, 56855L, 57039L, 57141L, 57419L, 
57420L, 57504L, 57550L, 57601L, 57670L, 57874L, 57961L, 58075L, 
58136L, 58293L, 58317L, 58357L, 58565L, 58680L, 58838L, 58862L, 
58870L, 58884L, 59001L, 59079L, 59154L, 59206L, 59275L, 59332L, 
59343L, 59467L, 59660L, 59753L, 59881L, 60002L, 60018L, 60037L, 
60292L, 60348L, 60352L, 60372L, 60425L, 60508L, 60572L, 60676L, 
60864L, 61004L, 61019L, 61051L, 61120L, 61187L, 61192L, 61329L, 
61449L, 61467L, 61498L, 61570L, 61588L, 61654L, 61680L, 61785L, 
61806L, 61887L, 61944L, 61951L, 61954L, 62150L, 62191L, 62282L, 
62302L, 62342L, 62485L, 62691L, 62913L, 62935L, 62957L, 63343L, 
63363L, 63384L, 63810L, 63833L, 63959L, 63992L, 64041L, 64083L, 
64181L, 64182L, 64192L, 64319L, 64421L, 64429L, 64820L, 64829L, 
64899L, 65036L, 65255L, 65274L, 65331L, 65394L, 65419L, 65431L, 
65619L, 65675L, 65787L, 65901L, 65907L, 66098L, 66116L, 66375L, 
66446L, 66577L, 66734L, 66769L, 66818L, 66840L, 66841L, 67058L, 
67230L, 67231L, 67248L, 67343L, 67403L, 67408L, 67535L, 67616L, 
67660L, 67740L, 67805L, 67978L, 68112L, 68296L, 68353L, 68357L, 
68378L, 68507L, 68570L, 68685L, 68697L, 68724L, 68759L, 68824L, 
68830L, 68863L, 68944L, 68956L, 69156L, 69282L, 69499L, 69542L, 
69581L, 69608L, 69614L, 69616L, 69726L, 69933L, 70035L, 70210L, 
70230L, 70244L, 70290L, 70594L, 70609L, 70727L, 70807L, 70929L, 
71045L, 71073L, 71233L, 71271L, 71346L, 71422L, 71440L, 71526L, 
71763L, 71846L, 71847L, 71928L, 71969L, 72028L, 72101L, 72341L, 
72365L, 72418L, 72424L, 72511L, 72593L, 72606L, 72613L, 72729L, 
72808L, 72893L, 72903L, 72982L, 73085L, 73176L, 73402L, 73569L, 
73713L, 73750L, 73758L, 73772L, 73907L, 74044L, 74146L, 74185L, 
74272L, 74463L, 74521L, 74523L, 74683L, 74721L, 74878L, 74891L, 
74906L, 74924L, 74925L, 74970L, 75037L, 75049L, 75122L, 75138L, 
75140L, 75193L, 75607L, 75696L, 75753L, 75806L, 75960L, 76011L, 
76065L, 76344L, 76353L, 76461L, 76518L, 76533L, 76547L, 76701L, 
76737L, 76776L, 76834L, 76865L, 76990L, 77021L, 77155L, 77193L, 
77349L, 77450L, 77463L, 77587L, 77596L, 77607L, 77654L, 77715L, 
77829L, 77916L, 77933L, 78026L, 78221L, 78254L, 78364L, 78374L, 
78383L, 78532L, 78612L, 78803L, 79152L, 79204L, 79379L, 79645L, 
79659L, 79711L, 79930L, 80142L, 80225L, 80338L, 80426L, 80439L, 
80464L, 80529L, 80534L, 80636L, 80688L, 80955L, 81195L, 81203L, 
81394L, 81488L, 81512L, 81530L, 81669L, 81703L, 81816L, 81823L, 
81913L, 81916L, 82022L, 82126L, 82186L, 82230L, 82254L, 82355L, 
82582L, 82743L, 82904L, 82928L, 83000L, 83149L, 83212L, 83224L, 
83404L, 83443L, 83495L, 83771L, 83851L, 83897L, 83972L, 84259L, 
84336L, 84362L, 84388L, 84436L, 84477L, 84484L, 84737L, 84833L, 
84949L, 84996L, 85005L, 85129L, 85179L, 85261L, 85301L, 85491L, 
85501L, 85633L, 85639L, 85741L, 85775L, 86019L, 86084L, 86328L, 
86396L, 86416L, 86565L, 86579L, 86599L, 86667L, 86893L, 87080L, 
87143L, 87358L, 87444L, 87697L, 87737L, 87869L, 87923L, 88118L, 
88132L, 88276L, 88284L, 88508L, 88618L, 88739L, 88757L, 88930L, 
89102L, 89108L, 89124L, 89132L, 89286L, 89316L, 89334L, 89361L, 
89611L, 89809L, 89925L, 90037L, 90151L, 90220L, 90233L, 90239L, 
90299L, 90432L, 90644L, 90670L, 90814L, 90953L, 90996L, 91011L, 
91064L, 91288L, 91383L, 91756L, 91766L, 91966L, 92055L, 92109L, 
92198L, 92207L, 92215L, 92265L, 92381L, 92494L, 92628L, 92700L, 
92718L, 92766L, 92789L, 93080L, 93118L, 93194L, 93415L, 93495L, 
93600L, 93628L, 93673L, 93702L, 93727L, 93757L, 93763L, 93871L, 
94072L, 94273L, 94371L, 94442L, 94480L, 94503L, 94540L, 94595L, 
94648L, 94785L, 94819L, 94852L, 95110L, 95270L, 95313L, 95673L, 
95812L, 95861L, 96081L, 96097L, 96188L, 96258L, 96279L, 96367L, 
96426L, 96466L, 96684L, 96739L, 96746L, 96840L, 96974L, 97057L, 
97122L, 97211L, 97268L, 97316L, 97426L, 97793L, 97930L, 98015L, 
98235L, 98268L, 98269L, 98382L, 98428L, 98522L, 98547L, 98562L, 
98683L, 98792L, 99046L, 99114L, 99147L, 99529L, 99622L, 99715L, 
99718L, 99791L, 99898L), age.cohort = structure(c(3L, 5L, 1L, 
4L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 5L, 5L, 5L, 1L, 
3L, 1L, 1L, 5L, 1L, 3L, 6L, 3L, 4L, 6L, 1L, 3L, 5L, 4L, 3L, 3L, 
1L, 3L, 3L, 5L, 2L, 5L, 2L, 5L, 1L, 5L, 3L, 5L, 3L, 5L, 6L, 1L, 
5L, 6L, 5L, 2L, 5L, 2L, 3L, 3L, 6L, 2L, 3L, 3L, 5L, 4L, 5L, 1L, 
5L, 5L, 3L, 6L, 5L, 4L, 4L, 2L, 3L, 5L, 3L, 3L, 5L, 5L, 2L, 4L, 
3L, 1L, 3L, 3L, 4L, 5L, 5L, 5L, 5L, 6L, 1L, 5L, 1L, 3L, 5L, 3L, 
6L, 5L, 1L, 2L, 6L, 5L, 5L, 4L, 5L, 6L, 2L, 5L, 1L, 6L, 1L, 2L, 
4L, 4L, 2L, 5L, 3L, 5L, 1L, 4L, 1L, 5L, 4L, 4L, 4L, 4L, 5L, 2L, 
6L, 4L, 4L, 3L, 1L, 3L, 5L, 5L, 5L, 3L, 1L, 1L, 1L, 1L, 3L, 5L, 
3L, 1L, 1L, 4L, 4L, 1L, 6L, 1L, 3L, 4L, 3L, 4L, 5L, 4L, 2L, 3L, 
1L, 3L, 1L, 1L, 3L, 1L, 4L, 4L, 5L, 6L, 4L, 4L, 5L, 2L, 5L, 4L, 
3L, 5L, 1L, 5L, 2L, 6L, 1L, 2L, 4L, 5L, 3L, 3L, 1L, 3L, 4L, 4L, 
1L, 2L, 3L, 5L, 2L, 2L, 2L, 2L, 5L, 1L, 6L, 4L, 1L, 2L, 1L, 5L, 
1L, 4L, 3L, 4L, 1L, 4L, 5L, 2L, 2L, 5L, 3L, 6L, 3L, 4L, 3L, 2L, 
3L, 4L, 1L, 3L, 6L, 2L, 4L, 4L, 2L, 1L, 2L, 1L, 4L, 3L, 4L, 6L, 
2L, 1L, 6L, 6L, 5L, 2L, 6L, 2L, 3L, 2L, 5L, 5L, 2L, 3L, 2L, 4L, 
2L, 3L, 4L, 5L, 5L, 2L, 4L, 2L, 1L, 2L, 5L, 1L, 4L, 1L, 2L, 3L, 
3L, 6L, 5L, 5L, 4L, 2L, 6L, 5L, 5L, 6L, 3L, 2L, 5L, 2L, 3L, 2L, 
4L, 4L, 4L, 4L, 2L, 3L, 6L, 3L, 1L, 4L, 5L, 4L, 2L, 2L, 4L, 4L, 
3L, 3L, 4L, 6L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, 3L, 3L, 5L, 4L, 
4L, 1L, 2L, 6L, 6L, 2L, 1L, 3L, 4L, 3L, 6L, 2L, 1L, 5L, 2L, 4L, 
3L, 5L, 3L, 5L, 5L, 2L, 3L, 3L, 4L, 3L, 2L, 3L, 6L, 2L, 5L, 1L, 
6L, 3L, 3L, 6L, 3L, 4L, 2L, 2L, 5L, 6L, 3L, 3L, 3L, 2L, 2L, 5L, 
3L, 2L, 3L, 4L, 5L, 4L, 2L, 3L, 6L, 5L, 3L, 5L, 6L, 6L, 6L, 3L, 
2L, 3L, 5L, 2L, 5L, 6L, 2L, 2L, 6L, 1L, 6L, 4L, 3L, 5L, 5L, 3L, 
2L, 2L, 5L, 6L, 6L, 5L, 3L, 5L, 5L, 2L, 3L, 3L, 3L, 5L, 2L, 5L, 
6L, 3L, 3L, 6L, 2L, 2L, 4L, 5L, 3L, 3L, 2L, 1L, 3L, 3L, 4L, 6L, 
2L, 3L, 3L, 5L, 4L, 2L, 3L, 5L, 4L, 5L, 3L, 2L, 2L, 3L, 4L, 4L, 
5L, 4L, 3L, 6L, 2L, 2L, 3L, 3L, 2L, 5L, 5L, 3L, 2L, 2L, 4L, 2L, 
4L, 5L, 5L, 5L, 5L, 5L, 4L, 6L, 3L, 2L, 2L, 3L, 6L, 5L, 3L, 3L, 
5L, 4L, 4L, 4L, 2L, 5L, 3L, 6L, 5L, 3L, 2L, 6L, 3L, 3L, 5L, 3L, 
3L, 5L, 1L, 3L, 3L, 5L, 4L, 4L, 2L, 4L, 2L, 6L, 3L, 5L, 4L, 4L, 
4L, 6L, 4L, 6L, 5L, 4L, 6L, 5L, 5L, 1L, 2L, 4L, 4L, 4L, 6L, 3L, 
3L, 2L, 3L, 3L, 6L, 4L, 2L, 4L, 4L, 3L, 2L, 5L, 5L, 4L, 3L, 6L, 
4L, 6L, 5L, 2L, 2L, 3L, 4L, 3L, 5L, 3L, 3L, 1L, 2L, 2L, 3L, 6L, 
6L, 4L, 4L, 1L, 1L, 5L, 2L, 2L, 4L, 4L, 3L, 1L, 3L, 2L, 5L, 4L, 
3L, 3L, 5L, 3L, 6L, 4L, 4L, 5L, 3L, 4L, 5L, 2L, 5L, 2L, 2L, 5L, 
5L, 5L, 5L, 3L, 6L, 5L, 4L, 6L, 2L, 6L, 2L, 2L, 6L, 4L, 2L, 3L, 
6L, 4L, 3L, 5L, 6L, 1L, 3L, 2L, 3L, 6L, 4L, 2L, 3L, 2L, 2L, 2L, 
4L, 2L, 4L, 4L, 5L, 3L, 4L, 5L, 6L, 5L, 2L, 5L, 4L, 6L, 4L, 5L, 
2L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 2L, 4L, 4L, 5L, 3L, 2L, 
2L, 1L, 2L, 3L, 3L, 2L, 4L, 2L, 4L, 1L, 2L, 3L, 4L, 4L, 4L, 4L, 
5L, 3L, 3L, 5L, 3L, 3L, 4L, 4L, 3L, 4L, 3L, 3L, 2L, 5L, 6L, 4L, 
3L, 6L, 2L, 3L, 4L, 4L, 3L, 4L, 5L, 2L, 4L, 2L, 5L, 6L, 5L, 4L, 
4L, 3L, 4L, 3L, 1L, 4L, 4L, 3L, 3L, 4L, 6L, 2L, 2L, 5L, 2L, 4L, 
4L, 2L, 4L, 5L, 2L, 3L, 3L, 6L, 2L, 1L, 4L, 3L, 3L, 4L, 2L, 5L, 
6L, 2L, 3L, 4L, 2L, 1L, 3L, 3L, 5L, 2L, 4L, 2L, 6L, 3L, 6L, 4L, 
6L, 3L, 3L, 6L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 4L, 6L, 4L, 5L, 3L, 
1L, 4L, 5L, 2L, 6L, 2L, 5L, 5L, 6L, 6L, 2L, 4L, 5L, 5L, 4L, 4L, 
5L, 5L, 1L, 5L, 5L, 5L, 2L, 2L, 4L, 3L, 4L, 2L, 6L, 4L, 5L, 2L, 
4L, 5L, 5L, 2L, 4L, 5L, 5L, 5L, 4L, 3L, 5L, 5L, 5L, 6L, 2L, 5L, 
5L, 6L, 6L, 4L, 4L, 5L, 6L, 6L, 5L, 6L, 4L, 4L, 5L, 3L, 5L, 5L, 
6L, 4L, 5L, 2L, 1L, 5L, 4L, 3L, 3L, 5L, 2L, 2L, 3L, 5L, 5L, 3L, 
2L, 5L, 4L, 3L, 5L, 5L, 4L, 5L, 4L, 2L, 5L, 5L, 4L, 5L, 2L, 5L, 
5L, 3L, 3L, 4L, 3L, 3L, 6L, 2L, 5L, 4L, 6L, 1L, 2L, 2L, 5L, 2L, 
6L, 6L, 5L, 2L, 6L, 4L, 2L, 1L, 4L, 4L, 2L, 4L, 4L, 4L, 3L, 3L, 
4L, 4L, 4L, 5L, 4L, 3L, 3L, 2L, 5L, 5L, 4L, 5L, 2L, 3L, 2L, 3L, 
3L, 4L, 3L, 2L, 2L, 5L, 2L, 6L, 5L, 1L, 2L, 2L, 5L, 5L, 3L, 2L, 
5L, 2L, 5L, 2L, 4L, 5L, 1L, 4L, 2L, 3L, 2L, 3L, 5L, 2L, 3L, 1L, 
5L, 1L, 5L, 3L, 4L, 1L, 5L, 5L, 6L, 6L, 5L, 4L, 3L, 1L, 5L, 5L, 
1L, 5L, 2L, 3L, 3L, 5L, 2L, 6L, 3L, 5L, 5L, 1L, 5L, 6L, 1L, 2L, 
6L, 5L, 5L, 4L, 5L, 6L, 5L, 3L, 3L, 3L, 2L, 1L, 5L, 4L, 4L, 1L, 
6L, 4L, 3L, 2L, 5L), .Label = c("0-5", "6-12", "13-17", "18-21", 
"22-50", "51+"), class = "factor"), age = c(17L, 37L, 3L, 19L, 
13L, 15L, 13L, 17L, 14L, 13L, 13L, 14L, 15L, 17L, 20L, 25L, 23L, 
41L, 5L, 15L, 5L, 5L, 22L, 3L, 16L, 71L, 13L, 18L, 63L, 1L, 13L, 
27L, 21L, 14L, 15L, 3L, 15L, 14L, 30L, 6L, 33L, 10L, 25L, 3L, 
26L, 17L, 33L, 16L, 24L, 63L, 1L, 24L, 75L, 27L, 8L, 24L, 10L, 
16L, 13L, 51L, 6L, 16L, 15L, 22L, 20L, 45L, 5L, 24L, 32L, 13L, 
74L, 26L, 19L, 18L, 6L, 17L, 29L, 17L, 13L, 48L, 34L, 9L, 18L, 
16L, 0L, 15L, 16L, 18L, 28L, 28L, 22L, 27L, 66L, 3L, 22L, 1L, 
13L, 22L, 15L, 94L, 41L, 5L, 6L, 60L, 23L, 36L, 21L, 23L, 80L, 
6L, 25L, 0L, 65L, 4L, 12L, 19L, 20L, 12L, 33L, 15L, 24L, 4L, 
18L, 5L, 24L, 18L, 21L, 18L, 19L, 24L, 11L, 66L, 20L, 19L, 14L, 
5L, 17L, 34L, 27L, 37L, 13L, 4L, 5L, 4L, 4L, 16L, 22L, 16L, 0L, 
4L, 20L, 19L, 3L, 77L, 4L, 17L, 18L, 16L, 21L, 35L, 18L, 9L, 
15L, 4L, 14L, 0L, 0L, 15L, 2L, 21L, 21L, 27L, 82L, 21L, 21L, 
28L, 6L, 40L, 19L, 16L, 23L, 0L, 42L, 11L, 74L, 4L, 6L, 20L, 
33L, 17L, 13L, 0L, 16L, 21L, 18L, 4L, 12L, 17L, 25L, 11L, 7L, 
12L, 11L, 22L, 1L, 62L, 20L, 5L, 9L, 4L, 33L, 4L, 19L, 15L, 20L, 
1L, 21L, 24L, 8L, 8L, 30L, 17L, 56L, 16L, 20L, 14L, 7L, 16L, 
19L, 5L, 14L, 78L, 9L, 19L, 20L, 7L, 4L, 10L, 3L, 20L, 17L, 21L, 
71L, 11L, 2L, 88L, 70L, 23L, 11L, 60L, 10L, 17L, 10L, 25L, 38L, 
11L, 16L, 7L, 19L, 11L, 15L, 20L, 24L, 27L, 8L, 20L, 11L, 4L, 
11L, 25L, 2L, 18L, 1L, 12L, 13L, 13L, 69L, 23L, 31L, 21L, 9L, 
85L, 26L, 27L, 68L, 13L, 9L, 30L, 10L, 13L, 8L, 18L, 21L, 20L, 
20L, 8L, 13L, 59L, 15L, 1L, 21L, 27L, 19L, 9L, 6L, 21L, 19L, 
15L, 17L, 18L, 76L, 18L, 20L, 19L, 18L, 20L, 21L, 37L, 14L, 16L, 
16L, 24L, 18L, 20L, 0L, 9L, 59L, 54L, 10L, 5L, 14L, 21L, 17L, 
73L, 9L, 4L, 30L, 12L, 21L, 13L, 25L, 14L, 32L, 32L, 7L, 13L, 
14L, 18L, 16L, 6L, 16L, 74L, 9L, 24L, 0L, 86L, 17L, 15L, 74L, 
16L, 21L, 11L, 11L, 34L, 57L, 16L, 16L, 13L, 8L, 9L, 28L, 15L, 
12L, 17L, 20L, 27L, 20L, 12L, 17L, 67L, 26L, 14L, 28L, 52L, 57L, 
76L, 16L, 9L, 14L, 27L, 8L, 22L, 73L, 11L, 11L, 89L, 2L, 73L, 
19L, 13L, 33L, 32L, 17L, 7L, 11L, 26L, 95L, 66L, 35L, 16L, 25L, 
30L, 7L, 16L, 16L, 17L, 31L, 9L, 22L, 64L, 15L, 16L, 81L, 9L, 
7L, 21L, 39L, 13L, 16L, 10L, 1L, 13L, 16L, 18L, 65L, 10L, 16L, 
16L, 25L, 18L, 6L, 14L, 25L, 19L, 25L, 16L, 12L, 8L, 15L, 20L, 
21L, 25L, 18L, 14L, 75L, 7L, 11L, 14L, 13L, 7L, 32L, 23L, 16L, 
6L, 6L, 19L, 12L, 19L, 27L, 24L, 30L, 30L, 30L, 18L, 55L, 16L, 
10L, 6L, 14L, 71L, 31L, 14L, 17L, 33L, 21L, 19L, 20L, 12L, 29L, 
17L, 71L, 25L, 13L, 10L, 95L, 15L, 15L, 45L, 17L, 16L, 24L, 0L, 
15L, 15L, 32L, 21L, 20L, 12L, 19L, 7L, 68L, 16L, 26L, 20L, 20L, 
21L, 88L, 18L, 72L, 29L, 21L, 64L, 22L, 23L, 5L, 6L, 19L, 19L, 
19L, 62L, 17L, 13L, 12L, 15L, 14L, 80L, 20L, 6L, 21L, 21L, 17L, 
8L, 34L, 27L, 18L, 15L, 83L, 21L, 64L, 26L, 8L, 9L, 14L, 19L, 
17L, 35L, 15L, 14L, 5L, 7L, 12L, 16L, 62L, 69L, 21L, 20L, 4L, 
0L, 37L, 7L, 11L, 20L, 18L, 14L, 1L, 13L, 11L, 24L, 21L, 16L, 
13L, 24L, 17L, 52L, 21L, 19L, 29L, 17L, 21L, 23L, 9L, 23L, 10L, 
8L, 33L, 22L, 27L, 22L, 15L, 68L, 27L, 20L, 59L, 6L, 75L, 8L, 
12L, 66L, 20L, 10L, 17L, 63L, 18L, 16L, 28L, 54L, 5L, 17L, 6L, 
16L, 53L, 20L, 10L, 15L, 12L, 12L, 12L, 18L, 10L, 18L, 19L, 23L, 
17L, 19L, 26L, 52L, 24L, 11L, 22L, 18L, 65L, 18L, 23L, 6L, 20L, 
33L, 39L, 27L, 27L, 36L, 18L, 25L, 27L, 11L, 20L, 20L, 27L, 16L, 
8L, 10L, 5L, 8L, 13L, 13L, 8L, 18L, 9L, 20L, 5L, 7L, 16L, 18L, 
21L, 19L, 19L, 30L, 17L, 17L, 39L, 15L, 14L, 18L, 20L, 17L, 19L, 
15L, 14L, 9L, 27L, 53L, 20L, 13L, 65L, 6L, 17L, 18L, 20L, 16L, 
19L, 34L, 6L, 19L, 9L, 34L, 56L, 22L, 18L, 21L, 16L, 18L, 16L, 
5L, 21L, 20L, 13L, 14L, 18L, 62L, 8L, 6L, 35L, 8L, 18L, 19L, 
7L, 19L, 27L, 12L, 15L, 15L, 90L, 9L, 5L, 21L, 17L, 14L, 20L, 
10L, 30L, 72L, 11L, 14L, 19L, 10L, 3L, 13L, 15L, 36L, 12L, 20L, 
12L, 66L, 13L, 88L, 18L, 79L, 14L, 14L, 90L, 21L, 20L, 21L, 32L, 
19L, 30L, 16L, 18L, 71L, 18L, 24L, 15L, 0L, 20L, 39L, 6L, 51L, 
10L, 30L, 23L, 75L, 66L, 7L, 21L, 35L, 32L, 21L, 19L, 25L, 32L, 
0L, 31L, 23L, 27L, 6L, 10L, 19L, 17L, 20L, 8L, 71L, 21L, 22L, 
11L, 21L, 37L, 23L, 11L, 20L, 22L, 24L, 26L, 18L, 15L, 30L, 23L, 
22L, 53L, 7L, 29L, 33L, 72L, 62L, 18L, 20L, 31L, 80L, 70L, 29L, 
73L, 20L, 20L, 40L, 13L, 24L, 32L, 62L, 18L, 28L, 6L, 2L, 24L, 
19L, 17L, 14L, 25L, 7L, 12L, 15L, 23L, 28L, 14L, 12L, 23L, 21L, 
14L, 33L, 41L, 19L, 25L, 20L, 9L, 32L, 26L, 19L, 42L, 11L, 30L, 
39L, 16L, 17L, 21L, 14L, 17L, 91L, 10L, 24L, 19L, 71L, 4L, 11L, 
8L, 31L, 8L, 72L, 62L, 26L, 7L, 63L, 21L, 8L, 5L, 20L, 19L, 9L, 
19L, 19L, 21L, 16L, 13L, 19L, 18L, 19L, 27L, 19L, 13L, 16L, 10L, 
29L, 32L, 21L, 29L, 12L, 14L, 7L, 14L, 17L, 20L, 17L, 6L, 9L, 
32L, 11L, 73L, 33L, 4L, 6L, 8L, 25L, 23L, 16L, 8L, 22L, 10L, 
31L, 6L, 18L, 27L, 4L, 18L, 8L, 14L, 11L, 15L, 30L, 11L, 17L, 
0L, 25L, 4L, 40L, 14L, 20L, 3L, 29L, 38L, 79L, 60L, 38L, 18L, 
16L, 5L, 23L, 29L, 5L, 26L, 9L, 17L, 14L, 30L, 10L, 51L, 17L, 
41L, 44L, 5L, 23L, 75L, 1L, 9L, 69L, 46L, 28L, 18L, 38L, 54L, 
24L, 13L, 13L, 15L, 8L, 5L, 30L, 18L, 20L, 2L, 86L, 20L, 17L, 
10L, 23L), gender = structure(c(1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 
1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 
1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 
2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 
1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 
2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 
2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 
1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 
1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 
2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 
2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 
2L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 
1L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 
1L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 
2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 
2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 
1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 
2L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 
2L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 
2L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 
2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 
1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 
2L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 
1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 
2L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 
2L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 
1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 
2L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 
1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 
1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 
2L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 
2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 
2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 
1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 
1L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 
1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 1L, 
2L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 
2L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 
2L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 
1L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 
2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 
1L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 
1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 
1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 
2L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 
2L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 
2L, 2L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 
1L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 
2L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 
1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 
2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 
2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 
2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 
1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 
1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 
1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 
2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 
1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 
1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 2L, 
1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 
1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 2L, 
1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 
1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L
), .Label = c("Female", "Male"), class = "factor"), expenditures = c(2113L, 
41924L, 1454L, 6400L, 4412L, 4566L, 3915L, 3873L, 5021L, 2887L, 
4154L, 3048L, 2757L, 5340L, 10047L, 34795L, 43025L, 54115L, 1748L, 
4515L, 1861L, 1598L, 46571L, 1066L, 3867L, 57928L, 4002L, 10434L, 
56134L, 1070L, 3775L, 35284L, 7219L, 4681L, 4629L, 2750L, 3392L, 
5696L, 46660L, 2354L, 40781L, 2559L, 36428L, 674L, 39844L, 4046L, 
36184L, 4968L, 36901L, 50419L, 340L, 42192L, 49239L, 36057L, 
2895L, 31512L, 1915L, 4091L, 4798L, 54267L, 1783L, 3212L, 2029L, 
37727L, 11998L, 50304L, 1130L, 45412L, 38310L, 3638L, 54616L, 
30504L, 7621L, 13677L, 1423L, 4395L, 38236L, 6798L, 4052L, 49424L, 
39521L, 2471L, 15018L, 2924L, 1149L, 4525L, 3796L, 8730L, 37247L, 
31027L, 27364L, 30998L, 49851L, 1057L, 42623L, 1363L, 5324L, 
46513L, 2521L, 60871L, 42139L, 1713L, 1814L, 57702L, 36607L, 
29144L, 7193L, 49028L, 54309L, 987L, 41107L, 904L, 56752L, 1977L, 
3450L, 10716L, 9161L, 3007L, 34558L, 3269L, 40980L, 1196L, 4814L, 
1997L, 51149L, 11038L, 3988L, 12306L, 12649L, 37416L, 2664L, 
59926L, 10696L, 9972L, 5920L, 2549L, 2686L, 40277L, 42702L, 42455L, 
4097L, 1957L, 1646L, 1525L, 1294L, 4664L, 43292L, 1432L, 1435L, 
1631L, 8687L, 8096L, 1123L, 55015L, 1644L, 3678L, 8999L, 1740L, 
15176L, 27417L, 9078L, 1963L, 4670L, 2553L, 3394L, 995L, 1068L, 
4818L, 650L, 15179L, 16237L, 47242L, 58922L, 9592L, 10008L, 42346L, 
2119L, 42840L, 10292L, 3501L, 40992L, 741L, 37916L, 1339L, 54266L, 
1016L, 1582L, 13345L, 47204L, 4723L, 2460L, 2296L, 5718L, 7571L, 
7207L, 1028L, 3141L, 4556L, 49142L, 3585L, 2039L, 2431L, 1024L, 
43858L, 762L, 49749L, 7081L, 2291L, 3374L, 2359L, 40809L, 2211L, 
11527L, 3959L, 12854L, 966L, 7339L, 46703L, 3378L, 2807L, 46246L, 
4513L, 48215L, 2357L, 9597L, 386L, 1473L, 4112L, 8530L, 1315L, 
4653L, 55430L, 722L, 7667L, 12587L, 1725L, 791L, 2189L, 668L, 
6218L, 2015L, 8948L, 52472L, 2918L, 561L, 54655L, 59622L, 32344L, 
3335L, 46873L, 2380L, 4921L, 1455L, 38730L, 35088L, 2059L, 4054L, 
1212L, 12178L, 1084L, 3529L, 11775L, 36279L, 47021L, 641L, 6362L, 
3695L, 1437L, 1582L, 41984L, 1347L, 13593L, 1767L, 2880L, 4483L, 
4003L, 67884L, 46590L, 39007L, 10046L, 2695L, 64898L, 36738L, 
34394L, 49502L, 4554L, 1824L, 43134L, 1622L, 3522L, 2776L, 14578L, 
10150L, 9207L, 7605L, 2954L, 2797L, 42739L, 2900L, 384L, 9504L, 
38031L, 7083L, 2877L, 1173L, 12083L, 3157L, 4533L, 3694L, 8299L, 
62097L, 11935L, 11034L, 12481L, 9200L, 10294L, 11668L, 37948L, 
5530L, 3909L, 5041L, 39345L, 16310L, 6272L, 685L, 2490L, 44734L, 
52833L, 2341L, 1088L, 3399L, 11811L, 3945L, 60198L, 2781L, 374L, 
36469L, 2269L, 10973L, 1597L, 48684L, 2366L, 45017L, 43545L, 
1645L, 4975L, 3257L, 7878L, 3977L, 2247L, 4215L, 52041L, 1758L, 
51392L, 1398L, 60452L, 4495L, 2744L, 57760L, 3561L, 10063L, 2906L, 
2140L, 46325L, 48363L, 5637L, 3740L, 4014L, 2904L, 2854L, 39147L, 
4036L, 3196L, 3677L, 6397L, 48745L, 7446L, 1109L, 5163L, 52243L, 
40637L, 4774L, 41464L, 51777L, 42897L, 59829L, 3141L, 2028L, 
4363L, 37778L, 1332L, 36691L, 53211L, 1144L, 1217L, 58304L, 1113L, 
47997L, 10502L, 5872L, 27090L, 37697L, 5040L, 2415L, 2167L, 41144L, 
55187L, 49056L, 32529L, 3738L, 38619L, 44910L, 2797L, 4975L, 
4067L, 4918L, 47778L, 2755L, 27058L, 57119L, 3728L, 4550L, 75098L, 
2016L, 1974L, 12259L, 36576L, 2810L, 3745L, 2854L, 1592L, 4245L, 
3445L, 3153L, 52076L, 676L, 4696L, 4949L, 44916L, 11125L, 4163L, 
4608L, 41752L, 7564L, 46951L, 3555L, 3562L, 2746L, 3015L, 9369L, 
8469L, 48021L, 11723L, 4219L, 52147L, 633L, 1363L, 3113L, 3417L, 
776L, 36827L, 43333L, 2054L, 1335L, 1790L, 10531L, 3539L, 10230L, 
42969L, 48694L, 33721L, 42703L, 35523L, 8869L, 49554L, 2018L, 
2455L, 3379L, 3580L, 46719L, 46437L, 5514L, 5228L, 42265L, 13129L, 
8714L, 13248L, 1262L, 41013L, 2948L, 55428L, 38085L, 4005L, 4152L, 
54680L, 3190L, 3443L, 46132L, 2184L, 5412L, 37133L, 2532L, 4527L, 
3055L, 40587L, 7488L, 9540L, 3003L, 7122L, 2191L, 57363L, 1641L, 
37347L, 15278L, 11070L, 9805L, 54875L, 11054L, 53834L, 42041L, 
11202L, 60774L, 47954L, 36180L, 1632L, 3948L, 12882L, 8700L, 
11986L, 47420L, 4300L, 4787L, 2339L, 4345L, 4768L, 57821L, 9061L, 
3530L, 4931L, 10385L, 3904L, 2590L, 41522L, 40156L, 11479L, 4798L, 
58803L, 16133L, 51599L, 45507L, 3544L, 1713L, 2462L, 11816L, 
4531L, 36607L, 4884L, 4058L, 2019L, 3464L, 1539L, 5224L, 49075L, 
59682L, 5066L, 5583L, 456L, 1147L, 30627L, 3000L, 2885L, 6255L, 
10068L, 5025L, 2157L, 3726L, 1286L, 47674L, 4731L, 3839L, 1195L, 
46911L, 3629L, 48826L, 15718L, 5616L, 34708L, 3075L, 6669L, 39693L, 
3552L, 27845L, 2409L, 2122L, 42458L, 40648L, 36712L, 31138L, 
2917L, 43945L, 49793L, 10247L, 33110L, 1722L, 50261L, 2153L, 
847L, 50910L, 11470L, 3584L, 2722L, 48614L, 6991L, 3698L, 33278L, 
50141L, 2308L, 4527L, 1254L, 4017L, 53457L, 6829L, 1110L, 3423L, 
1184L, 1854L, 1689L, 10535L, 1560L, 6620L, 14729L, 40394L, 3520L, 
14926L, 44588L, 39536L, 45735L, 2143L, 44002L, 8511L, 55442L, 
9846L, 49548L, 2493L, 13579L, 44765L, 36621L, 50301L, 32886L, 
38400L, 10299L, 34425L, 38331L, 2498L, 6771L, 12265L, 50353L, 
2797L, 1733L, 992L, 1339L, 1594L, 3332L, 4963L, 1417L, 10969L, 
2643L, 10976L, 1053L, 1903L, 2760L, 8567L, 12172L, 6690L, 11629L, 
40727L, 5055L, 3052L, 56716L, 3911L, 3060L, 3225L, 11242L, 4152L, 
7805L, 3702L, 5062L, 1690L, 39454L, 49380L, 16677L, 3395L, 54874L, 
3099L, 3088L, 14221L, 12392L, 4166L, 11032L, 40546L, 2597L, 11068L, 
2634L, 45409L, 52618L, 31853L, 3829L, 7166L, 4615L, 11282L, 3060L, 
1702L, 6977L, 10898L, 3419L, 3633L, 12603L, 50219L, 2261L, 3203L, 
42329L, 1609L, 11176L, 8398L, 1728L, 11180L, 28581L, 1416L, 3677L, 
4616L, 58392L, 1661L, 1611L, 9363L, 5347L, 4378L, 10815L, 2368L, 
40572L, 50198L, 793L, 2551L, 8804L, 2865L, 1167L, 5098L, 5304L, 
38246L, 1776L, 15711L, 3704L, 47006L, 4710L, 56415L, 11240L, 
58469L, 4842L, 2701L, 57845L, 6482L, 9162L, 12552L, 30791L, 9341L, 
48121L, 3047L, 3707L, 52421L, 18435L, 37367L, 4260L, 1458L, 12234L, 
33259L, 1804L, 52105L, 1934L, 40268L, 37479L, 65581L, 42160L, 
3125L, 7683L, 33070L, 32704L, 11491L, 5303L, 46437L, 28205L, 
1704L, 33051L, 50542L, 37708L, 987L, 1590L, 15527L, 4496L, 13264L, 
2459L, 58594L, 13468L, 40240L, 2727L, 9923L, 41550L, 36521L, 
1905L, 7237L, 28061L, 42746L, 34915L, 7144L, 3251L, 42070L, 40159L, 
37201L, 50176L, 1691L, 46356L, 38762L, 60808L, 47709L, 10439L, 
11810L, 34021L, 68890L, 50230L, 36658L, 51455L, 9932L, 11803L, 
48064L, 4473L, 30803L, 37637L, 44111L, 8985L, 48968L, 2924L, 
697L, 37663L, 9675L, 4216L, 5576L, 31943L, 2834L, 1531L, 5254L, 
44219L, 26178L, 3189L, 3732L, 25348L, 8957L, 5280L, 39010L, 49223L, 
12243L, 40999L, 3749L, 1416L, 33630L, 33634L, 9760L, 51084L, 
1984L, 40927L, 31076L, 4915L, 3747L, 9700L, 1893L, 4221L, 54481L, 
3060L, 34274L, 12523L, 56365L, 1645L, 2839L, 3572L, 39172L, 1714L, 
43957L, 58480L, 43109L, 1875L, 50030L, 8707L, 2717L, 1684L, 7743L, 
7475L, 2753L, 8820L, 5988L, 11327L, 3702L, 3887L, 9979L, 13730L, 
7570L, 35720L, 7061L, 5546L, 3666L, 669L, 40755L, 35435L, 6904L, 
41268L, 1996L, 3703L, 2669L, 3319L, 3478L, 8359L, 4791L, 1898L, 
2632L, 43662L, 620L, 49088L, 40517L, 2543L, 1997L, 1189L, 39849L, 
48349L, 4031L, 2623L, 50795L, 2484L, 39577L, 3259L, 9080L, 44293L, 
1219L, 10298L, 2430L, 3792L, 1360L, 3099L, 51486L, 2212L, 5183L, 
1360L, 40952L, 2335L, 43175L, 4680L, 14003L, 1485L, 43048L, 29709L, 
57497L, 62717L, 37378L, 12651L, 2104L, 222L, 42560L, 40614L, 
1003L, 36440L, 2544L, 5241L, 3524L, 40125L, 3382L, 48622L, 5276L, 
50202L, 46144L, 240L, 35016L, 55956L, 2359L, 1048L, 53561L, 52222L, 
29588L, 10393L, 54191L, 46312L, 49449L, 3097L, 3392L, 3641L, 
2441L, 1411L, 35231L, 5298L, 7288L, 2258L, 57055L, 7494L, 3673L, 
3638L, 26702L), ethnicity = structure(c(8L, 8L, 4L, 4L, 8L, 4L, 
8L, 3L, 8L, 4L, 8L, 4L, 8L, 5L, 4L, 3L, 8L, 2L, 4L, 4L, 4L, 4L, 
4L, 4L, 3L, 8L, 8L, 2L, 8L, 8L, 5L, 8L, 8L, 8L, 2L, 8L, 2L, 3L, 
8L, 4L, 8L, 3L, 8L, 4L, 2L, 8L, 8L, 4L, 8L, 8L, 8L, 3L, 8L, 8L, 
4L, 8L, 4L, 4L, 4L, 8L, 2L, 4L, 8L, 8L, 4L, 4L, 4L, 8L, 4L, 4L, 
2L, 2L, 4L, 8L, 4L, 4L, 8L, 8L, 8L, 8L, 4L, 2L, 4L, 8L, 5L, 4L, 
4L, 3L, 3L, 8L, 8L, 8L, 2L, 8L, 8L, 4L, 3L, 3L, 8L, 4L, 8L, 4L, 
2L, 8L, 8L, 8L, 8L, 4L, 8L, 8L, 8L, 8L, 8L, 4L, 4L, 8L, 4L, 4L, 
8L, 4L, 4L, 4L, 3L, 8L, 4L, 4L, 2L, 8L, 4L, 8L, 4L, 4L, 2L, 4L, 
4L, 4L, 4L, 4L, 8L, 8L, 4L, 4L, 4L, 4L, 4L, 5L, 8L, 2L, 4L, 8L, 
3L, 4L, 4L, 2L, 8L, 4L, 8L, 4L, 4L, 8L, 8L, 4L, 4L, 8L, 4L, 4L, 
8L, 8L, 8L, 8L, 4L, 8L, 8L, 4L, 8L, 8L, 4L, 8L, 4L, 4L, 8L, 4L, 
8L, 8L, 8L, 4L, 4L, 2L, 8L, 4L, 4L, 5L, 4L, 2L, 2L, 4L, 4L, 8L, 
8L, 4L, 4L, 8L, 8L, 4L, 4L, 8L, 4L, 4L, 8L, 4L, 4L, 4L, 4L, 4L, 
8L, 4L, 4L, 8L, 4L, 8L, 8L, 4L, 8L, 8L, 8L, 2L, 4L, 4L, 2L, 2L, 
4L, 1L, 8L, 4L, 4L, 2L, 8L, 8L, 4L, 4L, 4L, 4L, 8L, 5L, 4L, 8L, 
4L, 2L, 8L, 3L, 8L, 4L, 8L, 8L, 4L, 2L, 2L, 3L, 8L, 4L, 2L, 8L, 
8L, 8L, 2L, 8L, 4L, 2L, 8L, 2L, 8L, 8L, 4L, 8L, 2L, 8L, 8L, 8L, 
8L, 8L, 2L, 8L, 4L, 8L, 4L, 3L, 2L, 8L, 5L, 4L, 4L, 8L, 4L, 8L, 
4L, 4L, 3L, 2L, 2L, 8L, 2L, 4L, 8L, 8L, 4L, 4L, 8L, 4L, 8L, 8L, 
4L, 4L, 4L, 8L, 2L, 4L, 2L, 8L, 8L, 3L, 2L, 8L, 4L, 8L, 8L, 4L, 
8L, 8L, 3L, 8L, 5L, 4L, 4L, 2L, 4L, 2L, 8L, 8L, 8L, 4L, 4L, 8L, 
8L, 3L, 8L, 4L, 4L, 2L, 8L, 4L, 8L, 8L, 4L, 4L, 3L, 8L, 4L, 4L, 
8L, 4L, 8L, 4L, 5L, 8L, 8L, 4L, 8L, 2L, 4L, 8L, 4L, 8L, 2L, 8L, 
4L, 8L, 4L, 8L, 4L, 4L, 8L, 4L, 8L, 4L, 8L, 8L, 4L, 2L, 8L, 2L, 
8L, 4L, 4L, 5L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 3L, 4L, 8L, 4L, 2L, 
4L, 3L, 8L, 8L, 5L, 3L, 4L, 4L, 2L, 3L, 2L, 4L, 8L, 8L, 2L, 8L, 
2L, 4L, 2L, 3L, 3L, 4L, 4L, 4L, 4L, 8L, 4L, 2L, 2L, 8L, 4L, 3L, 
8L, 2L, 4L, 4L, 8L, 5L, 4L, 8L, 4L, 4L, 8L, 2L, 4L, 3L, 8L, 4L, 
4L, 8L, 4L, 4L, 8L, 4L, 4L, 8L, 8L, 2L, 3L, 2L, 4L, 4L, 8L, 8L, 
2L, 8L, 8L, 4L, 8L, 7L, 8L, 4L, 4L, 8L, 8L, 8L, 4L, 8L, 4L, 2L, 
8L, 8L, 2L, 8L, 2L, 3L, 8L, 4L, 3L, 4L, 4L, 3L, 4L, 4L, 8L, 2L, 
4L, 8L, 8L, 8L, 8L, 4L, 4L, 4L, 4L, 4L, 8L, 8L, 8L, 8L, 4L, 5L, 
8L, 4L, 8L, 8L, 4L, 8L, 4L, 3L, 8L, 2L, 4L, 4L, 4L, 4L, 4L, 4L, 
8L, 8L, 4L, 2L, 4L, 2L, 8L, 8L, 3L, 8L, 4L, 4L, 8L, 8L, 2L, 8L, 
8L, 4L, 4L, 8L, 8L, 8L, 4L, 4L, 8L, 4L, 4L, 8L, 2L, 8L, 4L, 3L, 
4L, 4L, 8L, 5L, 5L, 2L, 8L, 3L, 2L, 1L, 4L, 8L, 4L, 8L, 8L, 2L, 
4L, 8L, 8L, 4L, 8L, 2L, 8L, 8L, 8L, 4L, 4L, 8L, 8L, 8L, 2L, 8L, 
2L, 8L, 8L, 4L, 8L, 8L, 8L, 4L, 4L, 8L, 4L, 3L, 8L, 8L, 8L, 4L, 
2L, 6L, 4L, 4L, 4L, 8L, 8L, 8L, 4L, 4L, 4L, 3L, 4L, 2L, 4L, 2L, 
4L, 8L, 8L, 4L, 8L, 8L, 8L, 4L, 8L, 4L, 3L, 2L, 4L, 4L, 4L, 8L, 
4L, 8L, 2L, 3L, 8L, 8L, 8L, 4L, 2L, 2L, 8L, 4L, 3L, 8L, 2L, 2L, 
8L, 4L, 4L, 8L, 4L, 2L, 5L, 4L, 4L, 8L, 8L, 4L, 4L, 6L, 4L, 8L, 
8L, 4L, 2L, 4L, 8L, 4L, 4L, 4L, 5L, 8L, 2L, 8L, 4L, 4L, 8L, 4L, 
4L, 4L, 2L, 3L, 8L, 8L, 2L, 8L, 4L, 4L, 3L, 3L, 4L, 8L, 7L, 2L, 
4L, 4L, 4L, 8L, 2L, 4L, 4L, 8L, 3L, 4L, 8L, 4L, 4L, 8L, 8L, 4L, 
2L, 4L, 4L, 8L, 1L, 4L, 3L, 8L, 4L, 4L, 8L, 8L, 4L, 8L, 4L, 8L, 
8L, 4L, 4L, 8L, 4L, 8L, 4L, 4L, 4L, 8L, 2L, 8L, 8L, 8L, 8L, 8L, 
8L, 8L, 4L, 8L, 8L, 4L, 4L, 8L, 2L, 2L, 2L, 4L, 4L, 4L, 2L, 8L, 
4L, 8L, 4L, 8L, 6L, 4L, 8L, 3L, 2L, 8L, 8L, 3L, 8L, 4L, 1L, 8L, 
8L, 2L, 4L, 4L, 4L, 8L, 4L, 2L, 8L, 3L, 4L, 2L, 8L, 2L, 8L, 8L, 
4L, 8L, 3L, 8L, 8L, 8L, 4L, 4L, 4L, 8L, 4L, 2L, 8L, 8L, 3L, 8L, 
4L, 4L, 4L, 8L, 4L, 8L, 8L, 4L, 2L, 2L, 8L, 2L, 8L, 8L, 8L, 2L, 
4L, 5L, 4L, 3L, 2L, 8L, 4L, 3L, 8L, 8L, 8L, 4L, 8L, 4L, 2L, 4L, 
4L, 8L, 8L, 2L, 2L, 4L, 4L, 8L, 2L, 4L, 3L, 8L, 8L, 8L, 8L, 4L, 
8L, 5L, 4L, 2L, 4L, 2L, 4L, 8L, 2L, 4L, 8L, 8L, 4L, 8L, 8L, 3L, 
4L, 8L, 4L, 4L, 4L, 8L, 2L, 8L, 2L, 4L, 3L, 4L, 4L, 2L, 4L, 8L, 
8L, 3L, 8L, 8L, 5L, 8L, 4L, 4L, 8L, 8L, 4L, 8L, 4L, 4L, 8L, 4L, 
4L, 8L, 8L, 8L, 8L, 4L, 8L, 4L, 4L, 8L, 8L, 2L, 2L, 8L, 4L, 8L, 
5L, 2L, 2L, 2L, 8L, 4L, 4L, 8L, 2L, 8L, 4L, 3L, 4L, 8L, 5L, 8L, 
4L, 4L, 4L, 8L, 8L, 2L, 4L, 4L, 2L, 4L, 4L, 2L, 2L, 4L, 4L, 8L, 
4L, 8L, 8L, 2L, 8L, 8L, 8L, 4L, 3L, 8L, 8L, 5L, 5L, 8L, 4L, 4L, 
8L, 8L, 8L, 2L, 8L, 8L, 4L, 4L, 4L, 8L, 4L, 2L, 5L, 8L, 4L, 5L, 
4L, 8L), .Label = c("American Indian", "Asian", "Black", "Hispanic", 
"Multi Race", "Native Hawaiian", "Other", "White not Hispanic"
), class = "factor")), row.names = c(NA, -1000L), spec = structure(list(
    cols = list(ID = structure(list(), class = c("collector_integer", 
    "collector")), `Age Cohort` = structure(list(), class = c("collector_character", 
    "collector")), Age = structure(list(), class = c("collector_integer", 
    "collector")), Gender = structure(list(), class = c("collector_character", 
    "collector")), Expenditures = structure(list(), class = c("collector_integer", 
    "collector")), Ethnicity = structure(list(), class = c("collector_character", 
    "collector"))), default = structure(list(), class = c("collector_guess", 
    "collector"))), class = "col_spec"), class = c("tbl_df", 
"tbl", "data.frame"))
