rm(list=ls())
ls()
## character(0)
library(dplyr)
## Warning: 패키지 'dplyr'는 R 버전 4.2.2에서 작성되었습니다
##
## 다음의 패키지를 부착합니다: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
summary(airquality)
## Ozone Solar.R Wind Temp
## Min. : 1.00 Min. : 7.0 Min. : 1.700 Min. :56.00
## 1st Qu.: 18.00 1st Qu.:115.8 1st Qu.: 7.400 1st Qu.:72.00
## Median : 31.50 Median :205.0 Median : 9.700 Median :79.00
## Mean : 42.13 Mean :185.9 Mean : 9.958 Mean :77.88
## 3rd Qu.: 63.25 3rd Qu.:258.8 3rd Qu.:11.500 3rd Qu.:85.00
## Max. :168.00 Max. :334.0 Max. :20.700 Max. :97.00
## NA's :37 NA's :7
## Month Day
## Min. :5.000 Min. : 1.0
## 1st Qu.:6.000 1st Qu.: 8.0
## Median :7.000 Median :16.0
## Mean :6.993 Mean :15.8
## 3rd Qu.:8.000 3rd Qu.:23.0
## Max. :9.000 Max. :31.0
##
names(airquality)<-tolower(names(airquality)) # 모든 열변수를 소문자로 변환하는 것
is.na(airquality$ozone) # 특정 변수의 결측치 확인인
## [1] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
## [37] TRUE FALSE TRUE FALSE FALSE TRUE TRUE FALSE TRUE TRUE FALSE FALSE
## [49] FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [61] TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [73] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
## [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [97] FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE TRUE FALSE
## [109] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
## [121] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [133] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [145] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
table(is.na(airquality))
##
## FALSE TRUE
## 874 44
table(is.na(airquality$ozone))
##
## FALSE TRUE
## 116 37
summary(is.na(airquality))
## ozone solar.r wind temp
## Mode :logical Mode :logical Mode :logical Mode :logical
## FALSE:116 FALSE:146 FALSE:153 FALSE:153
## TRUE :37 TRUE :7
## month day
## Mode :logical Mode :logical
## FALSE:153 FALSE:153
##
airquality<-na.omit(airquality)
table(is.na(airquality))
##
## FALSE
## 666
airquality %>% filter(!is.na(ozone)) %>% head(3)
## ozone solar.r wind temp month day
## 1 41 190 7.4 67 5 1
## 2 36 118 8.0 72 5 2
## 3 12 149 12.6 74 5 3
airquality %>% filter(!is.na(ozone)&!is.na(solar.r)) %>% head(3)
## ozone solar.r wind temp month day
## 1 41 190 7.4 67 5 1
## 2 36 118 8.0 72 5 2
## 3 12 149 12.6 74 5 3
mean(airquality$ozone, na.rm=TRUE)
## [1] 42.0991
airquality$ozone<-ifelse(is.na(airquality$ozone), 42.0991, airquality$ozone)
table(is.na(airquality$ozone))
##
## FALSE
## 111
ott7<-data.frame(gender=c("1","1","2","2","2","3"),
income=c(200,250,200,300,200,150))
table(ott7$gender)
##
## 1 2 3
## 2 3 1
ott7$gender<-ifelse(ott7$gender==3,NA,ott7$gender)
table(is.na(ott7$gender))
##
## FALSE TRUE
## 5 1
ott7 %>% filter(!is.na(gender))
## gender income
## 1 1 200
## 2 1 250
## 3 2 200
## 4 2 300
## 5 2 200
boxplot(iris$Sepal.Width)$stats
## [,1]
## [1,] 2.2
## [2,] 2.8
## [3,] 3.0
## [4,] 3.3
## [5,] 4.0
iris %>% filter(Sepal.Width>4.0|Sepal.Width<2.2)
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.7 4.4 1.5 0.4 setosa
## 2 5.2 4.1 1.5 0.1 setosa
## 3 5.5 4.2 1.4 0.2 setosa
## 4 5.0 2.0 3.5 1.0 versicolor
iris$Sepal.Width<-ifelse(iris$Sepal.Width>4.0|iris$Sepal.Width<2.2,NA, iris$Sepal.Width)
table(is.na(iris$Sepal.Width))
##
## FALSE TRUE
## 146 4
iris %>% filter(!is.na(Sepal.Width)) %>% dim
## [1] 146 5
iris
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.1 3.5 1.4 0.2 setosa
## 2 4.9 3.0 1.4 0.2 setosa
## 3 4.7 3.2 1.3 0.2 setosa
## 4 4.6 3.1 1.5 0.2 setosa
## 5 5.0 3.6 1.4 0.2 setosa
## 6 5.4 3.9 1.7 0.4 setosa
## 7 4.6 3.4 1.4 0.3 setosa
## 8 5.0 3.4 1.5 0.2 setosa
## 9 4.4 2.9 1.4 0.2 setosa
## 10 4.9 3.1 1.5 0.1 setosa
## 11 5.4 3.7 1.5 0.2 setosa
## 12 4.8 3.4 1.6 0.2 setosa
## 13 4.8 3.0 1.4 0.1 setosa
## 14 4.3 3.0 1.1 0.1 setosa
## 15 5.8 4.0 1.2 0.2 setosa
## 16 5.7 NA 1.5 0.4 setosa
## 17 5.4 3.9 1.3 0.4 setosa
## 18 5.1 3.5 1.4 0.3 setosa
## 19 5.7 3.8 1.7 0.3 setosa
## 20 5.1 3.8 1.5 0.3 setosa
## 21 5.4 3.4 1.7 0.2 setosa
## 22 5.1 3.7 1.5 0.4 setosa
## 23 4.6 3.6 1.0 0.2 setosa
## 24 5.1 3.3 1.7 0.5 setosa
## 25 4.8 3.4 1.9 0.2 setosa
## 26 5.0 3.0 1.6 0.2 setosa
## 27 5.0 3.4 1.6 0.4 setosa
## 28 5.2 3.5 1.5 0.2 setosa
## 29 5.2 3.4 1.4 0.2 setosa
## 30 4.7 3.2 1.6 0.2 setosa
## 31 4.8 3.1 1.6 0.2 setosa
## 32 5.4 3.4 1.5 0.4 setosa
## 33 5.2 NA 1.5 0.1 setosa
## 34 5.5 NA 1.4 0.2 setosa
## 35 4.9 3.1 1.5 0.2 setosa
## 36 5.0 3.2 1.2 0.2 setosa
## 37 5.5 3.5 1.3 0.2 setosa
## 38 4.9 3.6 1.4 0.1 setosa
## 39 4.4 3.0 1.3 0.2 setosa
## 40 5.1 3.4 1.5 0.2 setosa
## 41 5.0 3.5 1.3 0.3 setosa
## 42 4.5 2.3 1.3 0.3 setosa
## 43 4.4 3.2 1.3 0.2 setosa
## 44 5.0 3.5 1.6 0.6 setosa
## 45 5.1 3.8 1.9 0.4 setosa
## 46 4.8 3.0 1.4 0.3 setosa
## 47 5.1 3.8 1.6 0.2 setosa
## 48 4.6 3.2 1.4 0.2 setosa
## 49 5.3 3.7 1.5 0.2 setosa
## 50 5.0 3.3 1.4 0.2 setosa
## 51 7.0 3.2 4.7 1.4 versicolor
## 52 6.4 3.2 4.5 1.5 versicolor
## 53 6.9 3.1 4.9 1.5 versicolor
## 54 5.5 2.3 4.0 1.3 versicolor
## 55 6.5 2.8 4.6 1.5 versicolor
## 56 5.7 2.8 4.5 1.3 versicolor
## 57 6.3 3.3 4.7 1.6 versicolor
## 58 4.9 2.4 3.3 1.0 versicolor
## 59 6.6 2.9 4.6 1.3 versicolor
## 60 5.2 2.7 3.9 1.4 versicolor
## 61 5.0 NA 3.5 1.0 versicolor
## 62 5.9 3.0 4.2 1.5 versicolor
## 63 6.0 2.2 4.0 1.0 versicolor
## 64 6.1 2.9 4.7 1.4 versicolor
## 65 5.6 2.9 3.6 1.3 versicolor
## 66 6.7 3.1 4.4 1.4 versicolor
## 67 5.6 3.0 4.5 1.5 versicolor
## 68 5.8 2.7 4.1 1.0 versicolor
## 69 6.2 2.2 4.5 1.5 versicolor
## 70 5.6 2.5 3.9 1.1 versicolor
## 71 5.9 3.2 4.8 1.8 versicolor
## 72 6.1 2.8 4.0 1.3 versicolor
## 73 6.3 2.5 4.9 1.5 versicolor
## 74 6.1 2.8 4.7 1.2 versicolor
## 75 6.4 2.9 4.3 1.3 versicolor
## 76 6.6 3.0 4.4 1.4 versicolor
## 77 6.8 2.8 4.8 1.4 versicolor
## 78 6.7 3.0 5.0 1.7 versicolor
## 79 6.0 2.9 4.5 1.5 versicolor
## 80 5.7 2.6 3.5 1.0 versicolor
## 81 5.5 2.4 3.8 1.1 versicolor
## 82 5.5 2.4 3.7 1.0 versicolor
## 83 5.8 2.7 3.9 1.2 versicolor
## 84 6.0 2.7 5.1 1.6 versicolor
## 85 5.4 3.0 4.5 1.5 versicolor
## 86 6.0 3.4 4.5 1.6 versicolor
## 87 6.7 3.1 4.7 1.5 versicolor
## 88 6.3 2.3 4.4 1.3 versicolor
## 89 5.6 3.0 4.1 1.3 versicolor
## 90 5.5 2.5 4.0 1.3 versicolor
## 91 5.5 2.6 4.4 1.2 versicolor
## 92 6.1 3.0 4.6 1.4 versicolor
## 93 5.8 2.6 4.0 1.2 versicolor
## 94 5.0 2.3 3.3 1.0 versicolor
## 95 5.6 2.7 4.2 1.3 versicolor
## 96 5.7 3.0 4.2 1.2 versicolor
## 97 5.7 2.9 4.2 1.3 versicolor
## 98 6.2 2.9 4.3 1.3 versicolor
## 99 5.1 2.5 3.0 1.1 versicolor
## 100 5.7 2.8 4.1 1.3 versicolor
## 101 6.3 3.3 6.0 2.5 virginica
## 102 5.8 2.7 5.1 1.9 virginica
## 103 7.1 3.0 5.9 2.1 virginica
## 104 6.3 2.9 5.6 1.8 virginica
## 105 6.5 3.0 5.8 2.2 virginica
## 106 7.6 3.0 6.6 2.1 virginica
## 107 4.9 2.5 4.5 1.7 virginica
## 108 7.3 2.9 6.3 1.8 virginica
## 109 6.7 2.5 5.8 1.8 virginica
## 110 7.2 3.6 6.1 2.5 virginica
## 111 6.5 3.2 5.1 2.0 virginica
## 112 6.4 2.7 5.3 1.9 virginica
## 113 6.8 3.0 5.5 2.1 virginica
## 114 5.7 2.5 5.0 2.0 virginica
## 115 5.8 2.8 5.1 2.4 virginica
## 116 6.4 3.2 5.3 2.3 virginica
## 117 6.5 3.0 5.5 1.8 virginica
## 118 7.7 3.8 6.7 2.2 virginica
## 119 7.7 2.6 6.9 2.3 virginica
## 120 6.0 2.2 5.0 1.5 virginica
## 121 6.9 3.2 5.7 2.3 virginica
## 122 5.6 2.8 4.9 2.0 virginica
## 123 7.7 2.8 6.7 2.0 virginica
## 124 6.3 2.7 4.9 1.8 virginica
## 125 6.7 3.3 5.7 2.1 virginica
## 126 7.2 3.2 6.0 1.8 virginica
## 127 6.2 2.8 4.8 1.8 virginica
## 128 6.1 3.0 4.9 1.8 virginica
## 129 6.4 2.8 5.6 2.1 virginica
## 130 7.2 3.0 5.8 1.6 virginica
## 131 7.4 2.8 6.1 1.9 virginica
## 132 7.9 3.8 6.4 2.0 virginica
## 133 6.4 2.8 5.6 2.2 virginica
## 134 6.3 2.8 5.1 1.5 virginica
## 135 6.1 2.6 5.6 1.4 virginica
## 136 7.7 3.0 6.1 2.3 virginica
## 137 6.3 3.4 5.6 2.4 virginica
## 138 6.4 3.1 5.5 1.8 virginica
## 139 6.0 3.0 4.8 1.8 virginica
## 140 6.9 3.1 5.4 2.1 virginica
## 141 6.7 3.1 5.6 2.4 virginica
## 142 6.9 3.1 5.1 2.3 virginica
## 143 5.8 2.7 5.1 1.9 virginica
## 144 6.8 3.2 5.9 2.3 virginica
## 145 6.7 3.3 5.7 2.5 virginica
## 146 6.7 3.0 5.2 2.3 virginica
## 147 6.3 2.5 5.0 1.9 virginica
## 148 6.5 3.0 5.2 2.0 virginica
## 149 6.2 3.4 5.4 2.3 virginica
## 150 5.9 3.0 5.1 1.8 virginica
# 7장
library(hflights)
glimpse(hflights)
## Rows: 227,496
## Columns: 21
## $ Year <int> 2011, 2011, 2011, 2011, 2011, 2011, 2011, 2011, 2011…
## $ Month <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ DayofMonth <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 1…
## $ DayOfWeek <int> 6, 7, 1, 2, 3, 4, 5, 6, 7, 1, 2, 3, 4, 5, 6, 7, 1, 2…
## $ DepTime <int> 1400, 1401, 1352, 1403, 1405, 1359, 1359, 1355, 1443…
## $ ArrTime <int> 1500, 1501, 1502, 1513, 1507, 1503, 1509, 1454, 1554…
## $ UniqueCarrier <chr> "AA", "AA", "AA", "AA", "AA", "AA", "AA", "AA", "AA"…
## $ FlightNum <int> 428, 428, 428, 428, 428, 428, 428, 428, 428, 428, 42…
## $ TailNum <chr> "N576AA", "N557AA", "N541AA", "N403AA", "N492AA", "N…
## $ ActualElapsedTime <int> 60, 60, 70, 70, 62, 64, 70, 59, 71, 70, 70, 56, 63, …
## $ AirTime <int> 40, 45, 48, 39, 44, 45, 43, 40, 41, 45, 42, 41, 44, …
## $ ArrDelay <int> -10, -9, -8, 3, -3, -7, -1, -16, 44, 43, 29, 5, -9, …
## $ DepDelay <int> 0, 1, -8, 3, 5, -1, -1, -5, 43, 43, 29, 19, -2, -3, …
## $ Origin <chr> "IAH", "IAH", "IAH", "IAH", "IAH", "IAH", "IAH", "IA…
## $ Dest <chr> "DFW", "DFW", "DFW", "DFW", "DFW", "DFW", "DFW", "DF…
## $ Distance <int> 224, 224, 224, 224, 224, 224, 224, 224, 224, 224, 22…
## $ TaxiIn <int> 7, 6, 5, 9, 9, 6, 12, 7, 8, 6, 8, 4, 6, 5, 6, 12, 8,…
## $ TaxiOut <int> 13, 9, 17, 22, 9, 13, 15, 12, 22, 19, 20, 11, 13, 15…
## $ Cancelled <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ CancellationCode <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", …
## $ Diverted <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
hflights %>% count(Dest) %>% filter(n==max(n)|n==min(n))
## Dest n
## 1 AGS 1
## 2 DAL 9820
table(is.na(hflights))
##
## FALSE TRUE
## 4751661 25755
table(hflights$Cancelled)
##
## 0 1
## 224523 2973
data("airquality")
table(is.na(airquality$Ozone))
##
## FALSE TRUE
## 116 37
median(airquality$Ozone, na.rm=TRUE)
## [1] 31.5
airquality$Ozone<-ifelse(is.na(airquality$Ozone),31.5,airquality$Ozone)
mean(airquality$Ozone)
## [1] 39.55882
library(ggplot2)
diamonds %>% select(price) %>% arrange(desc(price)) %>% head(3)
## # A tibble: 3 × 1
## price
## <int>
## 1 18823
## 2 18818
## 3 18806
diamonds %>% group_by(cut, color) %>% summarize(m=mean(price)) %>% arrange(desc(m)) %>% head(3)
## `summarise()` has grouped output by 'cut'. You can override using the `.groups`
## argument.
## # A tibble: 3 × 3
## # Groups: cut [2]
## cut color m
## <ord> <ord> <dbl>
## 1 Premium J 6295.
## 2 Premium I 5946.
## 3 Very Good I 5256.
diamonds %>% group_by(cut) %>% summarize(n=n()) %>% mutate(total=sum(n),pct=n/total*100)
## # A tibble: 5 × 4
## cut n total pct
## <ord> <int> <int> <dbl>
## 1 Fair 1610 53940 2.98
## 2 Good 4906 53940 9.10
## 3 Very Good 12082 53940 22.4
## 4 Premium 13791 53940 25.6
## 5 Ideal 21551 53940 40.0
library(gapminder)
## Warning: 패키지 'gapminder'는 R 버전 4.2.2에서 작성되었습니다
str(gapminder)
## tibble [1,704 × 6] (S3: tbl_df/tbl/data.frame)
## $ country : Factor w/ 142 levels "Afghanistan",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ continent: Factor w/ 5 levels "Africa","Americas",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ year : int [1:1704] 1952 1957 1962 1967 1972 1977 1982 1987 1992 1997 ...
## $ lifeExp : num [1:1704] 28.8 30.3 32 34 36.1 ...
## $ pop : int [1:1704] 8425333 9240934 10267083 11537966 13079460 14880372 12881816 13867957 16317921 22227415 ...
## $ gdpPercap: num [1:1704] 779 821 853 836 740 ...
gapminder %>% filter(continent=="Africa"|continent=="Europe") %>% arrange(desc(pop))
## # A tibble: 984 × 6
## country continent year lifeExp pop gdpPercap
## <fct> <fct> <int> <dbl> <int> <dbl>
## 1 Nigeria Africa 2007 46.9 135031164 2014.
## 2 Nigeria Africa 2002 46.6 119901274 1615.
## 3 Nigeria Africa 1997 47.5 106207839 1625.
## 4 Nigeria Africa 1992 47.5 93364244 1620.
## 5 Germany Europe 2007 79.4 82400996 32170.
## 6 Germany Europe 2002 78.7 82350671 30036.
## 7 Germany Europe 1997 77.3 82011073 27789.
## 8 Nigeria Africa 1987 46.9 81551520 1385.
## 9 Germany Europe 1992 76.1 80597764 26505.
## 10 Egypt Africa 2007 71.3 80264543 5581.
## # … with 974 more rows
library(readxl)
## Warning: 패키지 'readxl'는 R 버전 4.2.2에서 작성되었습니다
airseoul<-read_excel("period1.xlsx")
str(airseoul)
## tibble [1,535 × 8] (S3: tbl_df/tbl/data.frame)
## $ 날짜 : chr [1:1535] "전체" "2022-03-31" "2022-03-31" "2022-03-31" ...
## $ 측정소명 : chr [1:1535] "평균" "평균" "강남구" "강동구" ...
## $ 미세먼지 PM10
## (㎍/m3) : num [1:1535] 41 20 21 26 NA 23 19 21 23 17 ...
## $ 초미세먼지
## PM2.5 (㎍/m3): num [1:1535] 23 11 10 13 17 9 9 10 10 9 ...
## $ 오존
## O3 (ppm) : chr [1:1535] "0.026" "0.032" "0.033" "0.026" ...
## $ 이산화질소
## NO2 (ppm) : chr [1:1535] "0.026" "0.014" "0.015" "0.014" ...
## $ 일산화탄소
## CO (ppm) : chr [1:1535] "0.5" "0.3" "0.3" "0.3" ...
## $ 아황산가스
## SO2(ppm) : num [1:1535] 0.003 0.002 0.003 0.002 0.003 0.003 0.002 0.003 0.003 0.002 ...
names(airseoul)
## [1] "날짜" "측정소명"
## [3] "미세먼지 PM10\r\n(㎍/m3)" "초미세먼지\r\nPM2.5 (㎍/m3)"
## [5] "오존\r\nO3 (ppm)" "이산화질소\r\nNO2 (ppm)"
## [7] "일산화탄소\r\nCO (ppm)" "아황산가스\r\nSO2(ppm)"
airseoul1<-airseoul %>% rename(date="날짜",
region="측정소명",
pm10="미세먼지 PM10\r\n(㎍/m3)",
pm2.5="초미세먼지\r\nPM2.5 (㎍/m3)") %>% select(date, region, pm10, pm2.5)
table(airseoul1$date)
##
## 2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 26 26 26 26 26 26 26
## 2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 26 26 26 26 26 26 26
## 2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 26 26 26 26 26 26 26
## 2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 26 26 26 26 26 26 26
## 2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 26 26 26 26 26 26 26
## 2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 26 26 26 26 26 26 26
## 2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 26 26 26 26 26 26 26
## 2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 26 26 26 26 26 26 26
## 2022-03-29 2022-03-30 2022-03-31 전체
## 26 26 26 1
table(airseoul1$region)
##
## 강남구 강동구 강북구 강서구 관악구 광진구 구로구 금천구
## 59 59 59 59 59 59 59 59
## 노원구 도봉구 동대문구 동작구 마포구 서대문구 서초구 성동구
## 59 59 59 59 59 59 59 59
## 성북구 송파구 양천구 영등포구 용산구 은평구 종로구 중구
## 59 59 59 59 59 59 59 59
## 중랑구 평균
## 59 60
airseoul1<-airseoul1 %>% filter(date!="전체"®ion!="평균")
table(airseoul1$date)
##
## 2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 25 25 25 25 25 25 25
## 2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 25 25 25 25 25 25 25
## 2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 25 25 25 25 25 25 25
## 2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 25 25 25 25 25 25 25
## 2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 25 25 25 25 25 25 25
## 2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 25 25 25 25 25 25 25
## 2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 25 25 25 25 25 25 25
## 2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 25 25 25 25 25 25 25
## 2022-03-29 2022-03-30 2022-03-31
## 25 25 25
table(airseoul1$region)
##
## 강남구 강동구 강북구 강서구 관악구 광진구 구로구 금천구
## 59 59 59 59 59 59 59 59
## 노원구 도봉구 동대문구 동작구 마포구 서대문구 서초구 성동구
## 59 59 59 59 59 59 59 59
## 성북구 송파구 양천구 영등포구 용산구 은평구 종로구 중구
## 59 59 59 59 59 59 59 59
## 중랑구
## 59
summary(airseoul1$pm10)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 3.00 27.00 36.00 40.54 50.00 112.00 7
summary(airseoul1$pm2.5)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1.00 13.00 19.00 23.28 32.00 92.00 3
airseoul1<-airseoul1 %>% filter(!is.na(pm10)&!is.na(pm2.5))
airseoul1 %>% filter(pm10==max(pm10)) %>% select(date, region, pm10)
## # A tibble: 1 × 3
## date region pm10
## <chr> <chr> <dbl>
## 1 2022-03-05 구로구 112
airseoul1 %>% group_by(region) %>% summarize(m=mean(pm10)) %>% arrange(desc(m)) %>% head(5)
## # A tibble: 5 × 2
## region m
## <chr> <dbl>
## 1 양천구 44.4
## 2 강북구 44.2
## 3 강서구 43.8
## 4 노원구 43.7
## 5 강동구 43.6
airseoul1 %>% mutate(pm_grade=ifelse(pm10<=30,"good",
ifelse(pm10<=80,"normal",
ifelse(pm10<=150,"bad","worst")))) %>%
group_by(pm_grade) %>%
summarize(n=n()) %>%
mutate(total=sum(n),pct=n/total*100)
## # A tibble: 3 × 4
## pm_grade n total pct
## <chr> <int> <int> <dbl>
## 1 bad 74 1467 5.04
## 2 good 538 1467 36.7
## 3 normal 855 1467 58.3
airseoul1 %>% filter(pm2.5==min(pm2.5)) %>% arrange(desc(pm10))
## # A tibble: 6 × 4
## date region pm10 pm2.5
## <chr> <chr> <dbl> <dbl>
## 1 2022-03-18 성동구 7 1
## 2 2022-03-18 구로구 6 1
## 3 2022-03-18 서초구 6 1
## 4 2022-03-19 구로구 5 1
## 5 2022-03-18 서대문구 5 1
## 6 2022-03-19 종로구 4 1
subway_202203<-read.csv("CARD_SUBWAY_MONTH_202203.csv", fileEncoding="euc-kr")
str(subway_202203)
## 'data.frame': 18467 obs. of 6 variables:
## $ 사용일자 : int 20220301 20220301 20220301 20220301 20220301 20220301 20220301 20220301 20220301 20220301 ...
## $ 노선명 : chr "장항선" "장항선" "장항선" "안산선" ...
## $ 역명 : chr "배방" "온양온천" "신창(순천향대)" "오이도" ...
## $ 승차총승객수: int 593 2388 1065 4789 1892 2122 1360 1836 2211 1899 ...
## $ 하차총승객수: int 698 2517 1164 4668 1693 2228 1331 1663 2122 1814 ...
## $ 등록일자 : int 20220304 20220304 20220304 20220304 20220304 20220304 20220304 20220304 20220304 20220304 ...
names(subway_202203)
## [1] "사용일자" "노선명" "역명" "승차총승객수" "하차총승객수"
## [6] "등록일자"
subway_202203<-subway_202203 %>% rename(date="사용일자",
line="노선명",
station="역명",
on_pass="승차총승객수",
off_pass="하차총승객수") %>%
select(-"등록일자")
summary(subway_202203)
## date line station on_pass
## Min. :20220301 Length:18467 Length:18467 Min. : 1
## 1st Qu.:20220308 Class :character Class :character 1st Qu.: 3078
## Median :20220316 Mode :character Mode :character Median : 6334
## Mean :20220316 Mean : 8852
## 3rd Qu.:20220324 3rd Qu.:11838
## Max. :20220331 Max. :80279
## off_pass
## Min. : 0
## 1st Qu.: 2989
## Median : 6229
## Mean : 8823
## 3rd Qu.:11742
## Max. :78816
subway_202203 %>% summarize(on_p=mean(on_pass), off_p=mean(off_pass))
## on_p off_p
## 1 8851.886 8822.759
subway_202203 %>% filter(on_pass==max(on_pass))
## date line station on_pass off_pass
## 1 20220325 2호선 강남 80279 78816
subway_202203 %>% group_by(station) %>% mutate(total_pass=on_pass+off_pass) %>%
summarize(m=mean(total_pass)) %>% arrange(desc(m)) %>% head(3)
## # A tibble: 3 × 2
## station m
## <chr> <dbl>
## 1 강남 125027.
## 2 신림 101545.
## 3 구로디지털단지 88652.
subway_202203 %>% mutate(total_pass=on_pass+off_pass) %>% filter(line=="1호선") %>%
filter(total_pass==max(total_pass))
## date line station on_pass off_pass total_pass
## 1 20220325 1호선 서울역 41104 41346 82450
table(subway_202203$date)
##
## 20220301 20220302 20220303 20220304 20220305 20220306 20220307 20220308
## 593 598 597 598 595 599 597 599
## 20220309 20220310 20220311 20220312 20220313 20220314 20220315 20220316
## 595 597 597 595 594 597 594 596
## 20220317 20220318 20220319 20220320 20220321 20220322 20220323 20220324
## 597 597 594 595 596 593 594 594
## 20220325 20220326 20220327 20220328 20220329 20220330 20220331
## 595 597 595 595 595 593 596
subway_202203$day<-substr(subway_202203$date,7,8)
table(subway_202203$day)
##
## 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20
## 593 598 597 598 595 599 597 599 595 597 597 595 594 597 594 596 597 597 594 595
## 21 22 23 24 25 26 27 28 29 30 31
## 596 593 594 594 595 597 595 595 595 593 596
subway_202203$day<-as.numeric(subway_202203$day)
subway_202203$week<-ifelse(subway_202203$day%in%c(5,6,12,13,19,20,26,27), "weekend", "weekday")
table(subway_202203$week)
##
## weekday weekend
## 13703 4764
library(foreign)
koweps<-read.spss("koweps_h16_2021_beta1.sav")
## Warning in read.spss("koweps_h16_2021_beta1.sav"): koweps_h16_2021_beta1.sav:
## Compression bias (0) is not the usual value of 100
## Warning in read.spss("koweps_h16_2021_beta1.sav"): koweps_h16_2021_beta1.sav:
## Very long string record(s) found (record type 7, subtype 14), each will be
## imported in consecutive separate variables
class(koweps)
## [1] "list"
korwps_21<-as.data.frame(koweps)
glimpse(korwps_21)
## Rows: 5,996
## Columns: 1,161
## $ h16_id <dbl> 2, 3, 4, 6, 8, 10, 12, 14, 15, 16, 17, 20, 24, 25, 26, …
## $ h16_ind <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 11, 1, 1, …
## $ h16_sn <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h16_merkey <dbl> 20101, 30101, 40101, 60101, 80101, 100101, 120101, 1401…
## $ h_new <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h16_cobf <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_ws <dbl> 0.4684286, 0.6032615, 0.4291115, 0.6113588, 0.2245601, …
## $ h16_wg <dbl> 2048.1994, 2637.7546, 1876.2857, 2673.1599, 981.8867, 3…
## $ h16_ws_all <dbl> 0.5138743, 0.6692246, 0.4591160, 0.6705873, 0.2244131, …
## $ h16_wg_all <dbl> 1744.0159, 2271.2526, 1558.1739, 2275.8771, 761.6258, 2…
## $ h16_reg5 <dbl> 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1…
## $ h16_reg7 <dbl> 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 7, 1, 1…
## $ h16_din <dbl> 3023.0, 2620.0, 2836.0, 6138.0, 1850.0, 2691.0, 2040.0,…
## $ h16_cin <dbl> 3095, 2704, 2920, 6714, 1850, 2691, 2052, 509, 5645, 53…
## $ h16_flag <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h16_hc <dbl> 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1…
## $ h16_hc_all <dbl> 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1…
## $ nh1601_1 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ nh1601_2 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_1 <dbl> 1, 1, 1, 5, 1, 2, 2, 1, 4, 2, 1, 1, 3, 4, 1, 2, 1, 1, 2…
## $ h16_pind1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8, 1, 11, 1, 1, …
## $ h16_pid1 <dbl> 201, 301, 401, 601, 801, 1001, 1201, 1401, 1501, 1601, …
## $ h1601_2 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1601_3 <dbl> 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,…
## $ h1601_4 <dbl> 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2…
## $ h1601_5 <dbl> 1945, 1948, 1942, 1962, 1940, 1970, 1940, 1962, 1978, 1…
## $ h1601_6 <dbl> 4, 3, 7, 6, 3, 5, 4, 6, 7, 5, 3, 7, 4, 5, 4, 7, 7, 3, 3…
## $ h1601_7 <dbl> 5, 5, 3, 5, 3, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 3, 5, 5, 3…
## $ h1601_8 <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_9 <dbl> 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11 <dbl> 2, 2, 3, 1, 2, 3, 1, 5, 1, 1, 5, 5, 1, 1, 3, 1, 5, 2, 2…
## $ h1601_12 <dbl> 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1…
## $ h1601_13 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h16_pind2 <dbl> NA, NA, NA, 1, NA, 1, 1, NA, 1, 1, NA, NA, 1, 1, NA, 1,…
## $ h16_pid2 <dbl> NA, NA, NA, 602, NA, 1002, 1202, NA, 1502, 1602, NA, NA…
## $ h1601_14 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1601_15 <dbl> NA, NA, NA, 20, NA, 11, 20, NA, 20, 20, NA, NA, 20, 20,…
## $ h1601_16 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1601_17 <dbl> NA, NA, NA, 1963, NA, 1992, 1941, NA, 1975, 1942, NA, N…
## $ h1601_18 <dbl> NA, NA, NA, 5, NA, 4, 2, NA, 7, 3, NA, NA, 4, 5, NA, 6,…
## $ h1601_19 <dbl> NA, NA, NA, 5, NA, 3, 0, NA, 5, 5, NA, NA, 5, 5, NA, 5,…
## $ h1601_20 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1601_21 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1601_23 <dbl> NA, NA, NA, 1, NA, 5, 1, NA, 1, 1, NA, NA, 1, 1, NA, 1,…
## $ h1601_24 <dbl> NA, NA, NA, 1, NA, 1, 2, NA, 2, 1, NA, NA, 1, 2, NA, 2,…
## $ h1601_25 <dbl> NA, NA, NA, 1, NA, 1, 1, NA, 1, 1, NA, NA, 1, 1, NA, 1,…
## $ h16_pind3 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 1, 1, NA,…
## $ h16_pid3 <dbl> NA, NA, NA, 603, NA, NA, NA, NA, 1503, NA, NA, NA, 2404…
## $ h1601_26 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1601_27 <dbl> NA, NA, NA, 11, NA, NA, NA, NA, 11, NA, NA, NA, 12, 12,…
## $ h1601_28 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, 2, 2, NA,…
## $ h1601_29 <dbl> NA, NA, NA, 2003, NA, NA, NA, NA, 2004, NA, NA, NA, 198…
## $ h1601_30 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, 5, NA, NA, NA, 6, 7, NA,…
## $ h1601_31 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 3, 3, NA,…
## $ h1601_32 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1601_33 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1601_35 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 5, 5, NA,…
## $ h1601_36 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, 2, 2, NA,…
## $ h1601_37 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 1, 1, NA,…
## $ h16_pind4 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 5, NA, NA, NA, NA, 1, NA…
## $ h16_pid4 <dbl> NA, NA, NA, 604, NA, NA, NA, NA, 1504, NA, NA, NA, NA, …
## $ h1601_38 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1601_39 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 12, NA, NA, NA, NA, 13, …
## $ h1601_40 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, NA, 1, NA…
## $ h1601_41 <dbl> NA, NA, NA, 1927, NA, NA, NA, NA, 2008, NA, NA, NA, NA,…
## $ h1601_42 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 3, NA, NA, NA, NA, 5, NA…
## $ h1601_43 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, 1, NA, NA, NA, NA, 5, NA…
## $ h1601_44 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1601_45 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1601_47 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 0, NA, NA, NA, NA, 5, NA…
## $ h1601_48 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA…
## $ h1601_49 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA…
## $ h16_pind5 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h16_pid5 <dbl> NA, NA, NA, 605, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ h1601_50 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_51 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_52 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_53 <dbl> NA, NA, NA, 1934, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1601_54 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_55 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_56 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_57 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_59 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_60 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1601_61 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h16_pind6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pid6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_72 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_73 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pind7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pid7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_80 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_84 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_85 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pind8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pid8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_88 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_89 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_90 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_91 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_92 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_93 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_95 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_96 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_97 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pind9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h16_pid9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_99 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_100 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_101 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_102 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_103 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_104 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_105 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_107 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_108 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_109 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1601_110 <dbl> 1, 1, 1, 5, 1, 5, 5, 1, 5, 5, 1, 1, 5, 5, 1, 5, 1, 1, 5…
## $ h1601_11aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11aq5 <dbl> 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11aq6 <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11aq8 <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1601_11aq10 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1602_1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1602_2 <dbl> 2, 4, 2, 2, 2, 4, 2, 3, 1, 4, 2, 2, 2, 2, 4, 2, 2, 1, 5…
## $ h1602_3 <dbl> 35, 16, 41, 10, 53, 86, 0, 0, 6, 3, 9, 0, 6, 22, 30, 6,…
## $ h1602_4 <dbl> 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2…
## $ h1602_5 <dbl> 0, 0, 30, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ h1602_6 <dbl> 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1…
## $ h1602_7 <dbl> 3, 2, 1, 2, 2, 2, 0, 0, 2, 1, 2, 0, 2, 2, 1, 2, 0, 2, 1…
## $ h1602_8 <dbl> 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0…
## $ h1602_aq1 <dbl> 3, 3, 3, 0, 3, 3, 0, 0, 2, 3, 3, 0, 3, 3, 3, 3, 0, 3, 3…
## $ h1602_9 <dbl> 5, 5, 8, 0, 7, 12, 0, 0, 28, 7, 7, 0, 7, 16, 3, 4, 0, 7…
## $ h1602_3aq1 <dbl> 0, 1, 2, 1, 0, 1, 0, 0, 1, 1, 0, 1, 3, 2, 4, 3, 0, 0, 0…
## $ h1602_10 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1602_11 <dbl> NA, NA, NA, 3, NA, 4, 2, NA, 1, 4, NA, NA, 3, 2, NA, 2,…
## $ h1602_12 <dbl> NA, NA, NA, 1, NA, 54, 3, NA, 23, 37, NA, NA, 31, 3, NA…
## $ h1602_13 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 1, NA, NA, 0, 0, NA, 1,…
## $ h1602_14 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 60, NA, NA, 0, 0, NA, 3…
## $ h1602_15 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 1, NA, NA, 0, 0, NA, 3,…
## $ h1602_16 <dbl> NA, NA, NA, 2, NA, 2, 1, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1602_17 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 1, NA, NA, 0, 1, NA, 0,…
## $ h1602_aq2 <dbl> NA, NA, NA, 3, NA, 3, 3, NA, 0, 3, NA, NA, 3, 0, NA, 0,…
## $ h1602_18 <dbl> NA, NA, NA, 1, NA, 30, 7, NA, 0, 6, NA, NA, 2, 0, NA, 0…
## $ h1602_3aq2 <dbl> NA, NA, NA, 3, NA, 1, 0, NA, 2, 5, NA, NA, 2, 2, NA, 3,…
## $ h1602_19 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1602_20 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 1, NA, NA, NA, 2, 2, NA,…
## $ h1602_21 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 0, NA, NA, NA, 2, 1, NA,…
## $ h1602_22 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_23 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_24 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_25 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 0, NA, NA, NA, 2, 2, NA,…
## $ h1602_26 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_aq3 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_27 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1602_3aq3 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 2, 1, NA,…
## $ h1602_28 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1602_29 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 1, NA, NA, NA, NA, 2, NA…
## $ h1602_30 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, 2, NA, NA, NA, NA, 1, NA…
## $ h1602_31 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1602_32 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1602_33 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1602_34 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA…
## $ h1602_35 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, 0, NA…
## $ h1602_aq4 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1602_36 <dbl> NA, NA, NA, 7, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1602_3aq4 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 1, NA, NA, NA, NA, 2, NA…
## $ h1602_37 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_38 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_39 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_40 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_41 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_42 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_43 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_44 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_aq5 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_45 <dbl> NA, NA, NA, 6, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_3aq5 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1602_46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_48 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_49 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_50 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_52 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_53 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_3aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_55 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_59 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_60 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_61 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_3aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_70 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_72 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_3aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_73 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_80 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1602_3aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1603_2 <dbl> 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 3…
## $ h1603_3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4 <dbl> 9, 2, 3, 1, 4, 6, 9, 9, 2, 9, 9, 6, 3, 3, 6, 6, 2, 9, 9…
## $ h1603_7aq1 <dbl> NA, NA, 3, NA, 4, NA, NA, NA, NA, NA, NA, NA, 3, 9, NA,…
## $ h1603_aq1 <dbl> NA, 2, 2, 1, 2, NA, NA, NA, 1, NA, NA, NA, 1, 1, NA, NA…
## $ h1603_6 <dbl> NA, 2, 2, 2, 1, NA, NA, NA, 2, NA, NA, NA, 2, 2, NA, NA…
## $ h1603_3aq1 <dbl> NA, 1, 1, 2, 1, NA, NA, NA, 1, NA, NA, NA, 1, 2, NA, NA…
## $ h1603_3aq2 <dbl> NA, 2, 2, 1, 2, NA, NA, NA, 2, NA, NA, NA, 2, 2, NA, NA…
## $ h1603_4aq1 <dbl> NA, 1, 3, NA, 3, NA, NA, NA, 3, NA, NA, NA, 1, 1, NA, N…
## $ h1603_7 <dbl> NA, 75, 42, 47, 94, 97, NA, NA, 94, NA, NA, 47, 42, 42,…
## $ h1603_8 <dbl> NA, 942, 762, 855, 999, 151, NA, NA, 399, NA, NA, 521, …
## $ h1603_9 <dbl> NA, 1, 1, 3, 1, 1, NA, NA, 3, NA, NA, 1, 3, 3, 1, 1, 1,…
## $ h1603_10 <dbl> 10, NA, NA, NA, NA, NA, 10, 9, NA, 10, 10, NA, NA, NA, …
## $ h1603_11 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1603_12 <dbl> NA, NA, NA, 1, NA, 1, 1, NA, 1, 1, NA, NA, 1, 1, NA, 1,…
## $ h1603_13 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_14 <dbl> NA, NA, NA, 2, NA, 9, 9, NA, 2, 2, NA, NA, 9, 2, NA, 6,…
## $ h1603_7aq2 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq3 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 3, 2, NA, NA, NA, 2, NA,…
## $ h1603_16 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, 2, NA, NA, NA, 2, NA,…
## $ h1603_3aq3 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, 2, NA, NA, NA, 1, NA,…
## $ h1603_3aq4 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, 2, NA, NA, NA, 2, NA,…
## $ h1603_4aq2 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 1, 2, NA, NA, NA, 1, NA,…
## $ h1603_17 <dbl> NA, NA, NA, 84, NA, NA, NA, NA, 85, 65, NA, NA, NA, 75,…
## $ h1603_18 <dbl> NA, NA, NA, 399, NA, NA, NA, NA, 254, 510, NA, NA, NA, …
## $ h1603_19 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, 3, NA, NA, NA, 7, NA,…
## $ h1603_20 <dbl> NA, NA, NA, NA, NA, 9, 10, NA, NA, NA, NA, NA, 9, NA, N…
## $ h1603_21 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1603_22 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 1, 1, NA,…
## $ h1603_23 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_24 <dbl> NA, NA, NA, 9, NA, NA, NA, NA, 9, NA, NA, NA, 1, 1, NA,…
## $ h1603_7aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, N…
## $ h1603_26 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, 2, N…
## $ h1603_3aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 2, N…
## $ h1603_3aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, N…
## $ h1603_4aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_27 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 74, 27,…
## $ h1603_28 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 399, 31…
## $ h1603_29 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6, 7, N…
## $ h1603_30 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, N…
## $ h1603_31 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1603_32 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 0, NA, NA, NA, NA, 1, NA…
## $ h1603_33 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_34 <dbl> NA, NA, NA, 9, NA, NA, NA, NA, NA, NA, NA, NA, NA, 8, N…
## $ h1603_7aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_36 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_37 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_38 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_39 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_40 <dbl> NA, NA, NA, 10, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_41 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1603_42 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1603_43 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_44 <dbl> NA, NA, NA, 9, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1603_7aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq10 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_48 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_49 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_50 <dbl> NA, NA, NA, 10, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_52 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_53 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_7aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq11 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq11 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq12 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_59 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_60 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_61 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_7aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq13 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq13 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq14 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_70 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_72 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_73 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_7aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq15 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq15 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq16 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_80 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_82 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_84 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_7aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_3aq18 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_4aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_88 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_89 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1603_90 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1604_aq1 <dbl> 0, 0, 1, 2, 0, 2, 1, 0, 2, 1, 0, 2, 2, 0, 2, 2, 2, 1, 0…
## $ h1604_aq2 <dbl> NA, NA, NA, 1, NA, 1, NA, NA, 1, NA, NA, 1, 1, NA, 1, 1…
## $ h1604_aq3 <dbl> NA, NA, NA, 1, NA, 2, NA, NA, 2, NA, NA, 1, 2, NA, 2, 2…
## $ h1604_aq4 <dbl> NA, NA, NA, 1, NA, 2, NA, NA, 2, NA, NA, 1, 1, NA, 2, 1…
## $ h1604_aq5 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, 1, NA, NA, NA, NA, NA, 1…
## $ h1604_aq6 <dbl> NA, NA, NA, NA, NA, 3, NA, NA, 1, NA, NA, NA, NA, NA, 5…
## $ h1604_aq7 <dbl> NA, NA, NA, NA, NA, 12, NA, NA, 12, NA, NA, NA, NA, NA,…
## $ h1604_aq8 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA…
## $ h1604_aq9 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, 0, 0, NA, NA…
## $ h1604_aq10 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_8 <dbl> 0, 1, 0, 1, 0, 0, 0, 0, 2, 0, 0, 1, 2, 0, 0, 0, 2, 0, 0…
## $ h1604_9 <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 0, 1, 2, 0, 0, 0, 2, 0, 0…
## $ h1604_11 <dbl> 0, 1, 2, 1, 0, 0, 0, 0, 2, 0, 0, 1, 2, 0, 0, 0, 2, 0, 0…
## $ h1604_10 <dbl> 0, 2, 2, 2, 0, 0, 0, 0, 2, 0, 0, 2, 2, 0, 0, 0, 2, 0, 0…
## $ h1604_aq11 <dbl> 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, 4, 4, 2, 4, 4, 4…
## $ h1604_7aq1 <dbl> 2, 1, 1, 1, 2, 6, 2, 3, 3, 3, 5, 1, 2, 2, 2, 3, 4, 2, 2…
## $ h1604_12 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1604_aq12 <dbl> NA, NA, NA, 2, NA, 0, 0, NA, 2, 0, NA, NA, 0, 2, NA, 2,…
## $ h1604_aq13 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA…
## $ h1604_aq14 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA…
## $ h1604_aq15 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, NA, 1, NA…
## $ h1604_aq16 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, …
## $ h1604_aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, …
## $ h1604_aq18 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 12, NA, NA, NA, NA, NA,…
## $ h1604_aq19 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1604_aq20 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1604_aq21 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_19 <dbl> NA, NA, NA, 1, NA, 0, 0, NA, 2, 0, NA, NA, 0, 1, NA, 0,…
## $ h1604_20 <dbl> NA, NA, NA, 1, NA, 0, 0, NA, 2, 0, NA, NA, 0, 1, NA, 0,…
## $ h1604_22 <dbl> NA, NA, NA, 1, NA, 0, 0, NA, 2, 2, NA, NA, 0, 1, NA, 0,…
## $ h1604_21 <dbl> NA, NA, NA, 2, NA, 0, 0, NA, 2, 2, NA, NA, 0, 2, NA, 0,…
## $ h1604_aq22 <dbl> NA, NA, NA, 4, NA, 4, 4, NA, 4, 4, NA, NA, 4, 4, NA, 2,…
## $ h1604_7aq2 <dbl> NA, NA, NA, 1, NA, 6, 2, NA, 4, 4, NA, NA, 2, 1, NA, 4,…
## $ h1604_23 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1604_aq23 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 2, 2, NA,…
## $ h1604_aq24 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, N…
## $ h1604_aq25 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, N…
## $ h1604_aq26 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, N…
## $ h1604_aq27 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq28 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq29 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq30 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, 0, N…
## $ h1604_aq31 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, 0, N…
## $ h1604_aq32 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_30 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 1, 1, NA,…
## $ h1604_31 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 1, 1, NA,…
## $ h1604_33 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 1, 1, NA,…
## $ h1604_32 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 1, 2, NA,…
## $ h1604_aq33 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, 4, 4, NA,…
## $ h1604_7aq3 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 4, NA, NA, NA, 1, 1, NA,…
## $ h1604_34 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1604_aq34 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 2, NA…
## $ h1604_aq35 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, …
## $ h1604_aq36 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, …
## $ h1604_aq37 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, …
## $ h1604_aq38 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, …
## $ h1604_aq39 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, …
## $ h1604_aq40 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10,…
## $ h1604_aq41 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq42 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq43 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_41 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1604_42 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1604_44 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1604_43 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1604_aq44 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1604_7aq4 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 4, NA, NA, NA, NA, 2, NA…
## $ h1604_45 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_aq45 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_aq46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq48 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq49 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq50 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq52 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq53 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_52 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_53 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_55 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_54 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_aq55 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_7aq5 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1604_56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq59 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq60 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq61 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_7aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq70 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq72 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq73 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_7aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq80 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq82 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq84 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq85 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_85 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_88 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq88 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_7aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_89 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq89 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq90 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq91 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq92 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq93 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq94 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq95 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq96 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq97 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_96 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_97 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_99 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_aq99 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1604_7aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1605_1 <dbl> 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1605_3aq1 <dbl> 1, 1, 1, 1, 1, NA, 1, 2, 2, 2, NA, 1, 1, 1, 1, 2, 2, 1,…
## $ h1605_2 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1605_3 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 0, NA, NA, NA, N…
## $ h1605_4 <dbl> 2, 2, 2, 2, 2, NA, 2, 2, 2, 2, NA, 2, 2, 2, 2, 2, 2, 2,…
## $ h1605_5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1605_6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1605_7 <dbl> 0, 0, 0, 0, 1, NA, 0, 0, 1, 1, NA, 1, 0, 0, 0, 0, 0, 0,…
## $ nh1605_8 <dbl> 4, 4, 5, 2, 3, NA, 3, 3, 2, 2, NA, 2, 3, 2, 4, 2, 1, 2,…
## $ nh1605_9 <dbl> 4, 4, 4, 3, 4, 3, 3, 3, 2, 4, 4, 4, 4, 4, 4, 4, 3, 4, 2…
## $ h1605_3aq2 <dbl> 0, 24, 6, 18, 0, 20, 0, 0, 20, 36, 0, 2, 36, 95, 12, 21…
## $ h1606_aq1 <dbl> 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2…
## $ h1606_14aq1 <dbl> NA, 3, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, N…
## $ h1606_1 <dbl> 2, 2, 1, 2, 5, 4, 2, 2, 3, 2, 6, 5, 4, 4, 3, 2, 1, 2, 3…
## $ h1606_2 <dbl> 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3…
## $ h1606_4 <dbl> 3, 2, 3, 3, 2, 3, 2, 1, 3, 3, 2, 3, 2, 2, 3, 3, 3, 2, 3…
## $ h1606_5 <dbl> 92, 33, 73, 92, 46, 59, 76, 20, 79, 73, 36, 69, 59, 59,…
## $ h1606_3 <dbl> 1, 3, 1, 1, 5, 3, 1, 2, 1, 1, 3, 2, 1, 2, 2, 1, 5, 1, 1…
## $ h1606_3_16aq1 <dbl> NA, 1, NA, NA, NA, 1, NA, 1, NA, NA, 2, 1, NA, 1, 1, NA…
## $ h1606_6 <dbl> 100000, 500, 30000, 70000, NA, 6000, 20000, 1400, 17500…
## $ h1606_8 <dbl> 1, 1, 1, 1, NA, 3, 1, 1, 4, 1, 1, 1, 4, 1, 1, 4, NA, 1,…
## $ h1606_9 <dbl> 4, 88, 88, 88, NA, 88, 88, 88, 1, 4, 88, 2, 1, 88, 2, 1…
## $ h1606_aq2 <dbl> 0, 0, 0, 0, NA, 0, 0, 0, 120, 0, 0, 0, 588, 0, 0, 612, …
## $ h1606_aq3 <dbl> 0, 0, 0, 0, NA, 0, 0, 0, 9680, 0, 0, 10000, 13000, 2000…
## $ h1606_10 <dbl> 1, 1, 1, 1, NA, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, NA, 1,…
## $ h1606_11 <dbl> 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1…
## $ h1606_12 <dbl> 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_13 <dbl> 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_14 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_15 <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_21 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_22 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_23 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_24 <dbl> 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1606_25 <dbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5, 5, 5, 5, 5…
## $ h1606_27 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_30 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_33 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_36 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_39 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_14aq2 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1606_3aq1 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1607_3aq1 <dbl> 45, 21, 45, 100, 32, 34, 53, 25, 95, 90, 35, 76, 60, 77…
## $ h1607_3aq2 <dbl> 10.0, 15.0, 6.0, 52.0, 0.0, 3.0, 10.0, 2.0, 29.0, 5.0, …
## $ h1607_5aq1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 10, 2, 20, 0, 10, 18, 0, 0, 0, …
## $ h1607_3aq3 <dbl> 0, 38, 0, 0, 0, 65, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 6, 0,…
## $ h1607_3aq4 <dbl> 125.0, 6.0, 0.3, 0.0, 5.0, 0.0, 0.1, 0.3, 76.0, 0.2, 3.…
## $ h1607_3aq5 <dbl> 6, 8, 12, 18, 8, 10, 10, 4, 25, 12, 11, 7, 17, 22, 15, …
## $ h1607_6aq1 <dbl> 2.0, 4.3, 7.3, 9.1, 4.1, 3.3, 4.3, 2.3, 7.5, 6.5, 6.7, …
## $ h1607_3aq6 <dbl> 18.0, 0.8, 2.0, 5.0, 7.0, 2.0, 2.0, 0.7, 66.0, 3.0, 4.0…
## $ h1607_5aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1607_3aq7 <dbl> 2.0, 3.0, 2.0, 11.0, 2.0, 6.0, 0.0, 0.4, 14.0, 3.0, 3.0…
## $ h1607_3aq8 <dbl> 52.0, 10.0, 37.0, 45.0, 46.0, 21.0, 5.0, 0.4, 18.0, 119…
## $ h1607_3aq9 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 101, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ h1607_3aq10 <dbl> 0, 0, 0, 80, 0, 0, 0, 0, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ h1607_3aq11 <dbl> 32.0, 2.0, 6.0, 11.0, 0.8, 8.0, 0.3, 0.6, 16.0, 9.0, 3.…
## $ h1607_5aq3 <dbl> 2.0, 0.8, 20.0, 139.0, 0.3, 5.0, 1.0, 1.0, 39.0, 5.0, 4…
## $ h1607_5aq4 <dbl> 8, 2, 13, 22, 3, 12, 3, 2, 12, 6, 4, 4, 19, 31, 5, 13, …
## $ h1607_3aq13 <dbl> 21, 45, 28, 97, 8, 34, 33, 3, 78, 65, 4, 36, 165, 244, …
## $ h1607_6aq4 <dbl> 0.0, 0.0, 0.0, 8.3, 0.0, 1.7, 0.0, 0.0, 5.8, 1.7, 1.7, …
## $ h1607_6aq6 <dbl> 5.0, 0.0, 10.0, 25.0, 2.5, 3.0, 0.0, 0.2, 0.0, 8.3, 0.0…
## $ h1607_13aq1 <dbl> 0.0, 10.0, 0.0, 2.0, 0.0, 2.0, 0.0, 0.0, 19.0, 0.0, 0.0…
## $ h1607_3aq14 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1607_3aq15 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 21, 0, 0, 17, 4, 0, 20, 0, 8, 0…
## $ h1607_3aq16 <dbl> 102.0, 0.0, 0.0, 0.0, 4.0, 0.0, 5.0, 0.0, 0.0, 63.0, 0.…
## $ h1607_3aq17 <dbl> 0, 10, 0, 0, 0, 0, 0, 0, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ h1607_4 <dbl> 6.0, 1.0, 3.0, 20.0, 0.0, 0.0, 1.0, 0.1, 34.0, 11.0, 0.…
## $ h1607_6aq7 <dbl> 0.0, 1.0, 0.0, 3.1, 0.0, 0.0, 0.0, 0.0, 9.6, 0.0, 0.0, …
## $ h1607_6aq8 <dbl> 6.3, 0.0, 2.6, 6.7, 0.0, 0.0, 1.4, 0.0, 0.0, 11.0, 0.0,…
## $ h1607_6aq9 <dbl> 0.0, 0.0, 0.0, 5.4, 0.0, 0.0, 0.0, 0.0, 1.9, 0.0, 0.0, …
## $ h1607_6aq10 <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3, 0.0, 0.0, …
## $ h1607_6aq11 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1607_5 <dbl> 0, 6, 4, 28, 0, 0, 0, 1, 6, 24, 0, 16, 38, 36, 0, 39, 0…
## $ h1607_6aq12 <dbl> 0.0, 0.0, 0.0, 13.9, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,…
## $ h1607_6aq13 <dbl> 0.0, 5.7, 3.9, 11.0, 0.0, 0.0, 0.0, 1.4, 5.6, 24.0, 0.0…
## $ h1607_6aq14 <dbl> 0.0, 0.0, 0.0, 2.7, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, …
## $ h1607_9 <dbl> 429, 169, 178, 628, 116, 200, 123, 41, 658, 417, 111, 2…
## $ h1608_1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_2 <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_4aq1 <dbl> NA, NA, NA, 12, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4 <dbl> 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0…
## $ h1608_4aq2 <dbl> NA, 12, 5, NA, 12, NA, NA, 10, 6, NA, NA, 12, 12, 12, N…
## $ h1608_6 <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0…
## $ h1608_4aq3 <dbl> NA, NA, NA, NA, NA, 12, NA, NA, 6, NA, NA, 12, NA, NA, …
## $ h1608_8 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_4aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_10 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_4aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_12 <dbl> 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1…
## $ h1608_4aq6 <dbl> 12, NA, 7, NA, NA, NA, 12, 2, NA, 12, 12, NA, NA, NA, N…
## $ h1608_16 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_17 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1608_4aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_19 <dbl> NA, NA, NA, 1, NA, 0, 0, NA, 1, 1, NA, NA, 1, 1, NA, 0,…
## $ h1608_4aq8 <dbl> NA, NA, NA, 7, NA, NA, NA, NA, 12, 12, NA, NA, 3, 12, N…
## $ h1608_21 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 1,…
## $ h1608_4aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_23 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1608_4aq10 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_25 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1608_4aq11 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_27 <dbl> NA, NA, NA, 1, NA, 1, 1, NA, 0, 0, NA, NA, 1, 0, NA, 0,…
## $ h1608_4aq12 <dbl> NA, NA, NA, 5, NA, 12, 12, NA, NA, NA, NA, NA, 9, NA, N…
## $ h1608_31 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_32 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 1, 1, NA,…
## $ h1608_4aq13 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 12, 12,…
## $ h1608_34 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1608_4aq14 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_36 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1608_4aq15 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_38 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1608_4aq16 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_40 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1608_4aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_42 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, 0, 0, NA,…
## $ h1608_4aq18 <dbl> NA, NA, NA, 12, NA, NA, NA, NA, 12, NA, NA, NA, NA, NA,…
## $ h1608_46 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_47 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, N…
## $ h1608_4aq19 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, …
## $ h1608_49 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1608_4aq20 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_51 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1608_4aq21 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_53 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1608_4aq22 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_55 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, 0, N…
## $ h1608_4aq23 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_57 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, N…
## $ h1608_4aq24 <dbl> NA, NA, NA, 12, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10,…
## $ h1608_61 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_62 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq25 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_64 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq26 <dbl> NA, NA, NA, 6, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_66 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq27 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_68 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq28 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_70 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq29 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_72 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq30 <dbl> NA, NA, NA, 6, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq31 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq32 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq33 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq34 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_85 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq35 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq36 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_91 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_92 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq37 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_94 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq38 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_96 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq39 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq40 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_100 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq41 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_102 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq42 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq43 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq44 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq45 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq48 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq49 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq50 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq52 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq53 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq55 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq59 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq60 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq61 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq66 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq67 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_106 <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0…
## $ h1608_107 <dbl> 0, 1, 1, 2, 1, 0, 0, 1, 2, 1, 0, 1, 2, 2, 0, 0, 1, 1, 0…
## $ h1608_108 <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 2, 0, 0, 0…
## $ h1608_109 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_110 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_111 <dbl> 1, 0, 1, 4, 0, 1, 2, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 2…
## $ h1608_113 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_114 <dbl> NA, NA, NA, 4392, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1608_115 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_116 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_117 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_118 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3780, 2…
## $ h1608_119 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_120 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 500…
## $ h1608_3aq1 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_3aq2 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq70 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq72 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq73 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_121 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_122 <dbl> NA, 1980, 621, NA, 324, NA, NA, 285, 1500, NA, NA, 2400…
## $ h1608_123 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_124 <dbl> NA, NA, NA, 1330, NA, NA, NA, NA, 2040, 960, NA, NA, 33…
## $ h1608_125 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_126 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_127 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_128 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_129 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_130 <dbl> NA, NA, NA, 162, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ h1608_4aq77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq80 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq81 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq82 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq84 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_147 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_148 <dbl> NA, NA, NA, NA, NA, 360, NA, NA, 1458, NA, NA, 2930, NA…
## $ h1608_149 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_150 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_151 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_152 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_153 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_154 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq85 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq88 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq89 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq90 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq91 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq92 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq93 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq94 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_aq1 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_aq2 <dbl> NA, NA, NA, NA, NA, 360, NA, NA, 0, NA, NA, 2930, NA, N…
## $ h1608_aq3 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_aq5 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_aq7 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq95 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq96 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq97 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq99 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq100 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq101 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq102 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq103 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq104 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_155 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_156 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_157 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_158 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_160 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_159 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_3aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_161 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_162 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_163 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_164 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_166 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_165 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_3aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_167 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_168 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_169 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_170 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_171 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1608_172 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_173 <dbl> NA, NA, NA, 2, NA, 2, 2, NA, 2, 2, NA, NA, 2, 2, NA, 2,…
## $ h1608_174 <dbl> NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, NA, NA, 0, 0, NA, 0,…
## $ h1608_175 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, 3, 3, NA,…
## $ h1608_176 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, 0, 0, NA,…
## $ h1608_177 <dbl> NA, NA, NA, 4, NA, NA, NA, NA, 4, NA, NA, NA, NA, 4, NA…
## $ h1608_178 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, 0, NA…
## $ h1608_4aq105 <dbl> NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq106 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ h1608_4aq107 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq108 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq109 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq110 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq111 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq112 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq113 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_4aq114 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_aq9 <dbl> 45, 0, 0, 30, 45, 0, 90, 0, 0, 45, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_aq10 <dbl> 0, 0, 0, 0, 0, 0, 360, 0, 0, 1800, 0, 0, 0, 0, 0, 407, …
## $ h1608_aq11 <dbl> 0, 0, 648, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_aq12 <dbl> 0, 0, 527, 0, 0, 0, 199, 0, 0, 408, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_14aq1 <dbl> 0, 0, 527, 0, 0, 0, 199, 0, 0, 408, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_14aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq13 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1620, 0, 0, 0, 0…
## $ h1608_aq14 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq15 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_6aq1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq16 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 504, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_10aq1 <dbl> 0, 300, 306, 576, 360, 0, 576, 0, 0, 0, 0, 0, 0, 127, 0…
## $ h1608_aq19 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq20 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq21 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_5aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_14aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq22 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq23 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq24 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_4aq116 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_4aq117 <dbl> 0, 0, 0, 0, 0, 18, 0, 0, 0, 0, 9, 0, 0, 0, 0, 105, 0, 0…
## $ h1608_5aq1 <dbl> 0, 0, 60, 0, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_11aq1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_7aq4 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_7aq6 <dbl> 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 28, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_7aq8 <dbl> 0, 0, 14, 18, 10, 43, 0, 0, 0, 0, 17, 0, 0, 0, 0, 0, 0,…
## $ h1608_aq25 <dbl> 0, 0, 0, 0, 0, 28, 0, 0, 0, 0, 10, 0, 0, 0, 0, 0, 0, 1,…
## $ h1608_15aq1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 0, 0, …
## $ h1608_16aq1 <dbl> 50, 72, 40, 152, 52, 148, 94, 70, 473, 260, 92, 170, 82…
## $ h1608_aq26 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1000, 0, 0…
## $ h1608_aq27 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq28 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq29 <dbl> 0, 0, 1000, 56, 0, 150, 0, 0, 0, 400, 0, 0, 0, 0, 0, 0,…
## $ h1608_3aq5 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 0, 0,…
## $ h1608_4aq118 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq30 <dbl> 3, 3, 3, 5, 3, 4, 4, 3, 4, 4, 4, 3, 0, 5, 3, 4, 3, 3, 3…
## $ h1608_6aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60, 0, 0, 0, 0, 0, …
## $ h1608_3aq6 <dbl> 0, 0, 0, 0, 0, 70, 0, 0, 40, 0, 0, 20, 0, 0, 0, 100, 60…
## $ h1608_3aq7 <dbl> 2966, 342, 300, 0, 985, 0, 709, 0, 0, 1325, 0, 0, 110, …
## $ nh1608_3aq1 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1608_aq32 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_aq33 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 120, 0, 0,…
## $ h1608_aq34 <dbl> 34, 10, 404, 54, 14, 1614, 24, 154, 134, 589, 10, 34, 3…
## $ h1608_11aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12, 0, 0, 0, 0, 0, 0, 0, …
## $ h1608_11aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 633, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_11aq4 <dbl> 0, 0, 0, 0, 0, 12, 0, 0, 0, 0, 12, 0, 0, 0, 0, 0, 0, 0,…
## $ h1608_11aq5 <dbl> 0, 0, 0, 0, 0, 362, 0, 0, 0, 0, 72, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_11aq7 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1608_11aq8 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1609_aq1 <dbl> 10000, 0, 20000, 0, 0, 187, 0, 0, 9680, 0, 0, 10000, 13…
## $ h1609_aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12000, 0, …
## $ h1609_aq3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 2700, 0, 0, 720, 0, 0, 0, 0, 0,…
## $ h1609_aq4 <dbl> 27000, 0, 0, 13000, 0, 0, 1000, 0, 0, 10000, 0, 0, 0, 0…
## $ h1609_aq5 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 106, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ h1609_aq6 <dbl> 0, 0, 0, 0, 0, 5000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5000…
## $ h1609_aq7 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 396, 516, 80, 0, 288,…
## $ h1609_aq8 <dbl> 360, 0, 480, 0, 0, 7, 0, 0, 96, 0, 0, 38, 0, 0, 0, 0, 0…
## $ h1609_12aq1 <dbl> 0.00000, NA, 0.00000, 0.00000, NA, 100.00000, 0.00000, …
## $ h1609_12aq2 <dbl> 72.97297, NA, 0.00000, 100.00000, NA, 0.00000, 100.0000…
## $ h1609_12aq3 <dbl> 0.000000, NA, 0.000000, 0.000000, NA, 0.000000, 0.00000…
## $ h1609_12aq4 <dbl> 0, NA, 0, 0, NA, 0, 0, NA, 0, 0, NA, 0, 0, 0, NA, 0, 0,…
## $ h1609_12aq5 <dbl> 0.00000, NA, 0.00000, 0.00000, NA, 0.00000, 0.00000, NA…
## $ h1609_12aq6 <dbl> 27.0270270, NA, 100.0000000, 0.0000000, NA, 0.0000000, …
## $ h1610_aq1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18000, 0, 0, …
## $ h1610_aq2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq3 <dbl> 0, 0, 5080, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq4 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 500, 0, 0, 0, 0, 0, 0,…
## $ h1610_aq5 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1500, 0, 0, 0, 5000, 0…
## $ h1610_aq6 <dbl> 3500, 1400, 1300, 3100, 4600, 18, 7500, 15, 0, 3500, 10…
## $ h1610_aq7 <dbl> 0, 80, 0, 5000, 0, 144, 420, 0, 0, 0, 1200, 14700, 0, 3…
## $ h1610_aq8 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq9 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq10 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq11 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq12 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq13 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq14 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq15 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq16 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq17 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq18 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq19 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq20 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_26 <dbl> 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0…
## $ h1610_27 <dbl> NA, NA, NA, 1200, NA, NA, NA, NA, 1300, NA, NA, 1300, 3…
## $ h1610_aq23 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1610_aq24 <dbl> 0, 0, 50, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 0, 0, 0, 0…
## $ h1610_aq25 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 30, 0, 0, 0, 200, 0, 0…
## $ h1610_aq26 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ h1611_2 <dbl> 3, 2, 3, 3, 3, 2, 3, 2, 3, 3, 2, 2, 3, 2, 2, 3, 2, 3, 3…
## $ h1611_3 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_4 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_5 <dbl> 3, 3, 3, 2, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3…
## $ h1611_6 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_7 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_8 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2…
## $ h1611_3aq1 <dbl> 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_3aq2 <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3…
## $ h1611_3aq3 <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3…
## $ h1611_3aq4 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_3aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1611_3aq6 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1611_3aq7 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1612_2_11aq1 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1612_2_11aq2 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq10 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq11 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq12 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq13 <dbl> 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1612_2_11aq14 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq15 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq16 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, …
## $ h1612_2_12aq1 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 12, NA, NA, NA,…
## $ h1612_2_12aq2 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq18 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq19 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq20 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq21 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq23 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1612_2_12aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq24 <dbl> NA, NA, NA, NA, NA, 12, NA, NA, NA, NA, 12, NA, NA, NA,…
## $ h1612_2_12aq8 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq25 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq9 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq26 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq10 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq27 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq11 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq28 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq12 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq30 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1612_2_12aq13 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq31 <dbl> NA, NA, NA, NA, NA, 12, NA, NA, NA, NA, 12, NA, NA, NA,…
## $ h1612_2_12aq14 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq32 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq15 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq33 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq16 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq34 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq35 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq18 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq37 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq19 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq38 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq20 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq39 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq21 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq40 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq22 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq41 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_12aq23 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq42 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq43 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, …
## $ h1612_2_11aq44 <dbl> NA, NA, NA, NA, NA, 7, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1612_2_11aq45 <dbl> NA, NA, NA, NA, NA, 7, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1612_2_11aq46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, …
## $ h1612_2_11aq48 <dbl> NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1612_2_11aq49 <dbl> NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1612_2_11aq50 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, …
## $ h1612_2_11aq52 <dbl> NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, 5, NA, NA, NA, N…
## $ h1612_2_11aq53 <dbl> NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, 5, NA, NA, NA, N…
## $ h1612_2_11aq54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, …
## $ h1612_2_11aq55 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1612_2_11aq59 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1612_1_4aq1 <dbl> 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 2, 3, 1, 3, 1, 3, 2, 1, 1…
## $ h1612_1_11aq1 <dbl> 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 2, 3, 1, 3, 1, 2, 1, 1, 1…
## $ h1612_1_5aq1 <dbl> 4, 4, 2, 4, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4…
## $ h1612_1_5aq2 <dbl> NA, NA, 2, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1612_1_5aq3 <dbl> NA, NA, 2, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1612_1_5aq4 <dbl> NA, NA, 4, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1612_1_5aq5 <dbl> NA, NA, 4, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ h1612_1_4aq2 <dbl> 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1…
## $ h1613_2 <dbl> 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1…
## $ h1613_6 <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1…
## $ h1613_10 <dbl> 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_14 <dbl> 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1…
## $ h1613_18 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_22 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_26 <dbl> 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2…
## $ h1613_8aq1 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_5aq1 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_8aq2 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_15aq1 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_4aq1 <dbl> 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1…
## $ h1613_4aq4 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_4aq6 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_4aq8 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_12aq1 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1613_5aq4 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_15aq2 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_5aq8 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_15aq3 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_15aq4 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_12aq2 <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1613_4aq14 <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1613_4aq15 <chr> ". …
## $ H1613 <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "",…
## $ H16131 <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "",…
## $ h1613_4aq16 <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
## $ h1613_4aq17 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq18 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq20 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq22 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq24 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq26 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq28 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq30 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1613_4aq32 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1614_4 <dbl> 2, 1, 1, 1, 1, NA, 1, NA, NA, 2, NA, NA, NA, 1, NA, NA,…
## $ h1614_8 <dbl> 1, 1, 1, 1, 1, NA, 2, NA, NA, 1, NA, NA, NA, 1, NA, NA,…
## $ h1614_12 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_16 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_20 <dbl> 2, 2, 2, 1, 1, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_24 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_28 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_32 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_36 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_3aq1 <dbl> 2, 2, 2, 1, 1, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1614_4aq1 <dbl> 2, 2, 2, 2, 2, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA,…
## $ h1615_14aq1 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_4 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_8 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_12 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_20 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_25 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, N…
## $ h1615_29 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_33 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_37 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_4aq1 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_7aq1 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_aq1 <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, N…
## $ h1615_40 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, N…
## $ h1615_41 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_42 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_43 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, …
## $ h1615_44 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_45 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_46 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_47 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_48 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_49 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_50 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_51 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_52 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_53 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_55 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_60 <dbl> NA, NA, NA, 3, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, N…
## $ h1615_aq2 <dbl> NA, NA, NA, 1, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, N…
## $ h1615_61 <dbl> NA, NA, NA, 8, NA, NA, NA, NA, 8, NA, NA, NA, NA, NA, N…
## $ h1615_62 <dbl> NA, NA, NA, 88, NA, NA, NA, NA, 88, NA, NA, NA, NA, NA,…
## $ h1615_63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_66 <dbl> NA, NA, NA, 80, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, …
## $ h1615_67 <dbl> NA, NA, NA, 0, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, N…
## $ h1615_68 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, …
## $ h1615_aq3 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, …
## $ h1615_69 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 8, NA, NA, NA, NA, NA, …
## $ h1615_70 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_71 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_74 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 6, NA, NA, NA, NA, NA, …
## $ h1615_75 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, …
## $ h1615_76 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_aq4 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_77 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_78 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_79 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_82 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_83 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_84 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_aq5 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_85 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_86 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_87 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_90 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_91 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_92 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_aq6 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_93 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_94 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_95 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_98 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_99 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_100 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_aq7 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_101 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_102 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_103 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_106 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1615_107 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ h1616_6aq1 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 1, NA, NA, NA, N…
## $ h1616_6aq4 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_8 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_24 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_4aq1 <dbl> NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_4aq4 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_32 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_36 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_40 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_4aq7 <dbl> NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_56 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_60 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_64 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1616_15aq1 <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, N…
## $ h1617_1 <dbl> 4, 0, 1, 4, 0, 4, 0, 1, 1, 0, 0, 1, 1, 1, 4, 10, 1, 4, …
## $ h1617_2 <dbl> 0, NA, 0, 0, NA, 1, NA, 0, 9, NA, NA, 10, 4, 2, 3, 0, 0…
## $ h1617_3 <dbl> 1, 2, 2, 4, 2, 1, 1, 0, 3, 2, 0, 4, 1, 1, 1, 1, 2, 1, 1…
## $ h1617_4 <dbl> 1, 2, 1, 1, 1, 1, 2, 0, 3, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1617_5 <dbl> 3, 4, 3, 2, 2, 4, 4, 0, 4, 3, 0, 4, 4, 4, 3, 4, 4, 4, 4…
## $ h1617_6 <dbl> 1, 2, 1, 2, 2, 1, 1, 0, 2, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1…
## $ h1617_7 <dbl> 1, 2, 1, 2, 1, 1, 1, 0, 2, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1…
View(korwps_21)
house<-korwps_21 %>% select(h1601_4,h1601_5,h1601_6,h16_reg5,h1608_114, h1608_122)
str(house)
## 'data.frame': 5996 obs. of 6 variables:
## $ h1601_4 : num 2 1 1 1 2 2 1 1 1 1 ...
## $ h1601_5 : num 1945 1948 1942 1962 1940 ...
## $ h1601_6 : num 4 3 7 6 3 5 4 6 7 5 ...
## $ h16_reg5 : num 1 1 1 1 3 1 1 1 1 1 ...
## $ h1608_114: num NA NA NA 4392 NA ...
## $ h1608_122: num NA 1980 621 NA 324 NA NA 285 1500 NA ...
glimpse(house)
## Rows: 5,996
## Columns: 6
## $ h1601_4 <dbl> 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, …
## $ h1601_5 <dbl> 1945, 1948, 1942, 1962, 1940, 1970, 1940, 1962, 1978, 1941, …
## $ h1601_6 <dbl> 4, 3, 7, 6, 3, 5, 4, 6, 7, 5, 3, 7, 4, 5, 4, 7, 7, 3, 3, 7, …
## $ h16_reg5 <dbl> 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, …
## $ h1608_114 <dbl> NA, NA, NA, 4392, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ h1608_122 <dbl> NA, 1980, 621, NA, 324, NA, NA, 285, 1500, NA, NA, 2400, 279…
summary(house)
## h1601_4 h1601_5 h1601_6 h16_reg5 h1608_114
## Min. :1.000 Min. :1922 Min. :2.000 Min. :1.000 Min. : 0
## 1st Qu.:1.000 1st Qu.:1942 1st Qu.:3.000 1st Qu.:2.000 1st Qu.: 3280
## Median :1.000 Median :1955 Median :5.000 Median :3.000 Median : 4620
## Mean :1.357 Mean :1957 Mean :4.635 Mean :2.702 Mean : 5250
## 3rd Qu.:2.000 3rd Qu.:1970 3rd Qu.:6.000 3rd Qu.:3.000 3rd Qu.: 6620
## Max. :2.000 Max. :2001 Max. :9.000 Max. :5.000 Max. :85860
## NA's :4566
## h1608_122
## Min. : 0
## 1st Qu.: 297
## Median : 1040
## Mean : 1552
## 3rd Qu.: 2340
## Max. :14580
## NA's :4384
house1<-house %>% rename(gender=h1601_4, birth=h1601_5, edu=h1601_6,
region=h16_reg5, r_salary=h1608_114, t_salary=h1608_122)
summary(house1)
## gender birth edu region r_salary
## Min. :1.000 Min. :1922 Min. :2.000 Min. :1.000 Min. : 0
## 1st Qu.:1.000 1st Qu.:1942 1st Qu.:3.000 1st Qu.:2.000 1st Qu.: 3280
## Median :1.000 Median :1955 Median :5.000 Median :3.000 Median : 4620
## Mean :1.357 Mean :1957 Mean :4.635 Mean :2.702 Mean : 5250
## 3rd Qu.:2.000 3rd Qu.:1970 3rd Qu.:6.000 3rd Qu.:3.000 3rd Qu.: 6620
## Max. :2.000 Max. :2001 Max. :9.000 Max. :5.000 Max. :85860
## NA's :4566
## t_salary
## Min. : 0
## 1st Qu.: 297
## Median : 1040
## Mean : 1552
## 3rd Qu.: 2340
## Max. :14580
## NA's :4384
house1$r_salary<-ifelse(house1$r_salary==0,NA,house1$r_salary)
house1$t_salary<-ifelse(house1$t_salary==0,NA,house1$t_salary)
house1$age<-2021-house1$birth+1
range(house1$age)
## [1] 21 100
table(house1$edu)
##
## 2 3 4 5 6 7 8 9
## 562 1358 810 1635 462 975 163 31
house1$edu_grade<-ifelse(house1$edu%in%c(2,3,4),"중학이하",
ifelse(house1$edu==5,"고교",
ifelse(house1$edu==6,"전문대","대학이상")))
table(house1$edu_grade)
##
## 고교 대학이상 전문대 중학이하
## 1635 1169 462 2730