library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(openintro)
## Loading required package: airports
## Loading required package: cherryblossom
## Loading required package: usdata
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.1 ✔ readr 2.1.5
## ✔ ggplot2 4.0.0 ✔ stringr 1.5.2
## ✔ lubridate 1.9.4 ✔ tibble 3.3.0
## ✔ purrr 1.1.0 ✔ tidyr 1.3.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
penguenler <- penguins
data(penguins)
view(penguenler)
glimpse(penguenler)
## Rows: 344
## Columns: 8
## $ species <fct> Adelie, Adelie, Adelie, Adelie, Adelie, Adelie, Adelie, Ad…
## $ island <fct> Torgersen, Torgersen, Torgersen, Torgersen, Torgersen, Tor…
## $ bill_len <dbl> 39.1, 39.5, 40.3, NA, 36.7, 39.3, 38.9, 39.2, 34.1, 42.0, …
## $ bill_dep <dbl> 18.7, 17.4, 18.0, NA, 19.3, 20.6, 17.8, 19.6, 18.1, 20.2, …
## $ flipper_len <int> 181, 186, 195, NA, 193, 190, 181, 195, 193, 190, 186, 180,…
## $ body_mass <int> 3750, 3800, 3250, NA, 3450, 3650, 3625, 4675, 3475, 4250, …
## $ sex <fct> male, female, female, NA, female, male, female, male, NA, …
## $ year <int> 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007…
str(penguenler)
## 'data.frame': 344 obs. of 8 variables:
## $ species : Factor w/ 3 levels "Adelie","Chinstrap",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ island : Factor w/ 3 levels "Biscoe","Dream",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ bill_len : num 39.1 39.5 40.3 NA 36.7 39.3 38.9 39.2 34.1 42 ...
## $ bill_dep : num 18.7 17.4 18 NA 19.3 20.6 17.8 19.6 18.1 20.2 ...
## $ flipper_len: int 181 186 195 NA 193 190 181 195 193 190 ...
## $ body_mass : int 3750 3800 3250 NA 3450 3650 3625 4675 3475 4250 ...
## $ sex : Factor w/ 2 levels "female","male": 2 1 1 NA 1 2 1 2 NA NA ...
## $ year : int 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 ...
head(penguenler$species,5)
## [1] Adelie Adelie Adelie Adelie Adelie
## Levels: Adelie Chinstrap Gentoo
tail(penguenler$species,3)
## [1] Chinstrap Chinstrap Chinstrap
## Levels: Adelie Chinstrap Gentoo
class(penguenler$species)
## [1] "factor"
adelie <- penguenler %>%
filter(species == "Adelie")
penguenler %>%
count(species)
## species n
## 1 Adelie 152
## 2 Chinstrap 68
## 3 Gentoo 124
penguenler %>%
count(species,island)
## species island n
## 1 Adelie Biscoe 44
## 2 Adelie Dream 56
## 3 Adelie Torgersen 52
## 4 Chinstrap Dream 68
## 5 Gentoo Biscoe 124
penguenler %>%
summarise(ort = mean(body_mass,na.rm=TRUE),
med = median(body_mass,na.rm=TRUE),
min_fl= min(flipper_len,na.rm=TRUE),
max_fl=max(flipper_len,na.rm=TRUE))
## ort med min_fl max_fl
## 1 4201.754 4050 172 231
penguenler %>%
filter(body_mass >= 3000) %>%
count()
## n
## 1 333
penguenler %>%
group_by(sex) %>%
count()
## # A tibble: 3 × 2
## # Groups: sex [3]
## sex n
## <fct> <int>
## 1 female 165
## 2 male 168
## 3 <NA> 11
colSums(is.na(penguenler))
## species island bill_len bill_dep flipper_len body_mass
## 0 0 2 2 2 2
## sex year
## 11 0
unique(penguenler$island)
## [1] Torgersen Biscoe Dream
## Levels: Biscoe Dream Torgersen
summary(penguenler$flipper_len)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 172.0 190.0 197.0 200.9 213.0 231.0 2
penguenler %>%
summarise(ortf = mean(flipper_len,na.rm=TRUE),
medf = median(flipper_len,na.rm=TRUE),
sdf= sd(flipper_len,na.rm=TRUE),
minb = min(body_mass,na.rm=TRUE),
maxb = max(body_mass,na.rm=TRUE),
quab = quantile(body_mass,na.rm=TRUE),
iqrb= IQR(body_mass,na.rm=TRUE))
## Warning: Returning more (or less) than 1 row per `summarise()` group was deprecated in
## dplyr 1.1.0.
## ℹ Please use `reframe()` instead.
## ℹ When switching from `summarise()` to `reframe()`, remember that `reframe()`
## always returns an ungrouped data frame and adjust accordingly.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## ortf medf sdf minb maxb quab iqrb
## 1 200.9152 197 14.06171 2700 6300 2700 1200
## 2 200.9152 197 14.06171 2700 6300 3550 1200
## 3 200.9152 197 14.06171 2700 6300 4050 1200
## 4 200.9152 197 14.06171 2700 6300 4750 1200
## 5 200.9152 197 14.06171 2700 6300 6300 1200
penguenler %>%
mutate(agirlik = if_else(body_mass < 4000, "Light","Heavy"))
## species island bill_len bill_dep flipper_len body_mass sex year
## 1 Adelie Torgersen 39.1 18.7 181 3750 male 2007
## 2 Adelie Torgersen 39.5 17.4 186 3800 female 2007
## 3 Adelie Torgersen 40.3 18.0 195 3250 female 2007
## 4 Adelie Torgersen NA NA NA NA <NA> 2007
## 5 Adelie Torgersen 36.7 19.3 193 3450 female 2007
## 6 Adelie Torgersen 39.3 20.6 190 3650 male 2007
## 7 Adelie Torgersen 38.9 17.8 181 3625 female 2007
## 8 Adelie Torgersen 39.2 19.6 195 4675 male 2007
## 9 Adelie Torgersen 34.1 18.1 193 3475 <NA> 2007
## 10 Adelie Torgersen 42.0 20.2 190 4250 <NA> 2007
## 11 Adelie Torgersen 37.8 17.1 186 3300 <NA> 2007
## 12 Adelie Torgersen 37.8 17.3 180 3700 <NA> 2007
## 13 Adelie Torgersen 41.1 17.6 182 3200 female 2007
## 14 Adelie Torgersen 38.6 21.2 191 3800 male 2007
## 15 Adelie Torgersen 34.6 21.1 198 4400 male 2007
## 16 Adelie Torgersen 36.6 17.8 185 3700 female 2007
## 17 Adelie Torgersen 38.7 19.0 195 3450 female 2007
## 18 Adelie Torgersen 42.5 20.7 197 4500 male 2007
## 19 Adelie Torgersen 34.4 18.4 184 3325 female 2007
## 20 Adelie Torgersen 46.0 21.5 194 4200 male 2007
## 21 Adelie Biscoe 37.8 18.3 174 3400 female 2007
## 22 Adelie Biscoe 37.7 18.7 180 3600 male 2007
## 23 Adelie Biscoe 35.9 19.2 189 3800 female 2007
## 24 Adelie Biscoe 38.2 18.1 185 3950 male 2007
## 25 Adelie Biscoe 38.8 17.2 180 3800 male 2007
## 26 Adelie Biscoe 35.3 18.9 187 3800 female 2007
## 27 Adelie Biscoe 40.6 18.6 183 3550 male 2007
## 28 Adelie Biscoe 40.5 17.9 187 3200 female 2007
## 29 Adelie Biscoe 37.9 18.6 172 3150 female 2007
## 30 Adelie Biscoe 40.5 18.9 180 3950 male 2007
## 31 Adelie Dream 39.5 16.7 178 3250 female 2007
## 32 Adelie Dream 37.2 18.1 178 3900 male 2007
## 33 Adelie Dream 39.5 17.8 188 3300 female 2007
## 34 Adelie Dream 40.9 18.9 184 3900 male 2007
## 35 Adelie Dream 36.4 17.0 195 3325 female 2007
## 36 Adelie Dream 39.2 21.1 196 4150 male 2007
## 37 Adelie Dream 38.8 20.0 190 3950 male 2007
## 38 Adelie Dream 42.2 18.5 180 3550 female 2007
## 39 Adelie Dream 37.6 19.3 181 3300 female 2007
## 40 Adelie Dream 39.8 19.1 184 4650 male 2007
## 41 Adelie Dream 36.5 18.0 182 3150 female 2007
## 42 Adelie Dream 40.8 18.4 195 3900 male 2007
## 43 Adelie Dream 36.0 18.5 186 3100 female 2007
## 44 Adelie Dream 44.1 19.7 196 4400 male 2007
## 45 Adelie Dream 37.0 16.9 185 3000 female 2007
## 46 Adelie Dream 39.6 18.8 190 4600 male 2007
## 47 Adelie Dream 41.1 19.0 182 3425 male 2007
## 48 Adelie Dream 37.5 18.9 179 2975 <NA> 2007
## 49 Adelie Dream 36.0 17.9 190 3450 female 2007
## 50 Adelie Dream 42.3 21.2 191 4150 male 2007
## 51 Adelie Biscoe 39.6 17.7 186 3500 female 2008
## 52 Adelie Biscoe 40.1 18.9 188 4300 male 2008
## 53 Adelie Biscoe 35.0 17.9 190 3450 female 2008
## 54 Adelie Biscoe 42.0 19.5 200 4050 male 2008
## 55 Adelie Biscoe 34.5 18.1 187 2900 female 2008
## 56 Adelie Biscoe 41.4 18.6 191 3700 male 2008
## 57 Adelie Biscoe 39.0 17.5 186 3550 female 2008
## 58 Adelie Biscoe 40.6 18.8 193 3800 male 2008
## 59 Adelie Biscoe 36.5 16.6 181 2850 female 2008
## 60 Adelie Biscoe 37.6 19.1 194 3750 male 2008
## 61 Adelie Biscoe 35.7 16.9 185 3150 female 2008
## 62 Adelie Biscoe 41.3 21.1 195 4400 male 2008
## 63 Adelie Biscoe 37.6 17.0 185 3600 female 2008
## 64 Adelie Biscoe 41.1 18.2 192 4050 male 2008
## 65 Adelie Biscoe 36.4 17.1 184 2850 female 2008
## 66 Adelie Biscoe 41.6 18.0 192 3950 male 2008
## 67 Adelie Biscoe 35.5 16.2 195 3350 female 2008
## 68 Adelie Biscoe 41.1 19.1 188 4100 male 2008
## 69 Adelie Torgersen 35.9 16.6 190 3050 female 2008
## 70 Adelie Torgersen 41.8 19.4 198 4450 male 2008
## 71 Adelie Torgersen 33.5 19.0 190 3600 female 2008
## 72 Adelie Torgersen 39.7 18.4 190 3900 male 2008
## 73 Adelie Torgersen 39.6 17.2 196 3550 female 2008
## 74 Adelie Torgersen 45.8 18.9 197 4150 male 2008
## 75 Adelie Torgersen 35.5 17.5 190 3700 female 2008
## 76 Adelie Torgersen 42.8 18.5 195 4250 male 2008
## 77 Adelie Torgersen 40.9 16.8 191 3700 female 2008
## 78 Adelie Torgersen 37.2 19.4 184 3900 male 2008
## 79 Adelie Torgersen 36.2 16.1 187 3550 female 2008
## 80 Adelie Torgersen 42.1 19.1 195 4000 male 2008
## 81 Adelie Torgersen 34.6 17.2 189 3200 female 2008
## 82 Adelie Torgersen 42.9 17.6 196 4700 male 2008
## 83 Adelie Torgersen 36.7 18.8 187 3800 female 2008
## 84 Adelie Torgersen 35.1 19.4 193 4200 male 2008
## 85 Adelie Dream 37.3 17.8 191 3350 female 2008
## 86 Adelie Dream 41.3 20.3 194 3550 male 2008
## 87 Adelie Dream 36.3 19.5 190 3800 male 2008
## 88 Adelie Dream 36.9 18.6 189 3500 female 2008
## 89 Adelie Dream 38.3 19.2 189 3950 male 2008
## 90 Adelie Dream 38.9 18.8 190 3600 female 2008
## 91 Adelie Dream 35.7 18.0 202 3550 female 2008
## 92 Adelie Dream 41.1 18.1 205 4300 male 2008
## 93 Adelie Dream 34.0 17.1 185 3400 female 2008
## 94 Adelie Dream 39.6 18.1 186 4450 male 2008
## 95 Adelie Dream 36.2 17.3 187 3300 female 2008
## 96 Adelie Dream 40.8 18.9 208 4300 male 2008
## 97 Adelie Dream 38.1 18.6 190 3700 female 2008
## 98 Adelie Dream 40.3 18.5 196 4350 male 2008
## 99 Adelie Dream 33.1 16.1 178 2900 female 2008
## 100 Adelie Dream 43.2 18.5 192 4100 male 2008
## 101 Adelie Biscoe 35.0 17.9 192 3725 female 2009
## 102 Adelie Biscoe 41.0 20.0 203 4725 male 2009
## 103 Adelie Biscoe 37.7 16.0 183 3075 female 2009
## 104 Adelie Biscoe 37.8 20.0 190 4250 male 2009
## 105 Adelie Biscoe 37.9 18.6 193 2925 female 2009
## 106 Adelie Biscoe 39.7 18.9 184 3550 male 2009
## 107 Adelie Biscoe 38.6 17.2 199 3750 female 2009
## 108 Adelie Biscoe 38.2 20.0 190 3900 male 2009
## 109 Adelie Biscoe 38.1 17.0 181 3175 female 2009
## 110 Adelie Biscoe 43.2 19.0 197 4775 male 2009
## 111 Adelie Biscoe 38.1 16.5 198 3825 female 2009
## 112 Adelie Biscoe 45.6 20.3 191 4600 male 2009
## 113 Adelie Biscoe 39.7 17.7 193 3200 female 2009
## 114 Adelie Biscoe 42.2 19.5 197 4275 male 2009
## 115 Adelie Biscoe 39.6 20.7 191 3900 female 2009
## 116 Adelie Biscoe 42.7 18.3 196 4075 male 2009
## 117 Adelie Torgersen 38.6 17.0 188 2900 female 2009
## 118 Adelie Torgersen 37.3 20.5 199 3775 male 2009
## 119 Adelie Torgersen 35.7 17.0 189 3350 female 2009
## 120 Adelie Torgersen 41.1 18.6 189 3325 male 2009
## 121 Adelie Torgersen 36.2 17.2 187 3150 female 2009
## 122 Adelie Torgersen 37.7 19.8 198 3500 male 2009
## 123 Adelie Torgersen 40.2 17.0 176 3450 female 2009
## 124 Adelie Torgersen 41.4 18.5 202 3875 male 2009
## 125 Adelie Torgersen 35.2 15.9 186 3050 female 2009
## 126 Adelie Torgersen 40.6 19.0 199 4000 male 2009
## 127 Adelie Torgersen 38.8 17.6 191 3275 female 2009
## 128 Adelie Torgersen 41.5 18.3 195 4300 male 2009
## 129 Adelie Torgersen 39.0 17.1 191 3050 female 2009
## 130 Adelie Torgersen 44.1 18.0 210 4000 male 2009
## 131 Adelie Torgersen 38.5 17.9 190 3325 female 2009
## 132 Adelie Torgersen 43.1 19.2 197 3500 male 2009
## 133 Adelie Dream 36.8 18.5 193 3500 female 2009
## 134 Adelie Dream 37.5 18.5 199 4475 male 2009
## 135 Adelie Dream 38.1 17.6 187 3425 female 2009
## 136 Adelie Dream 41.1 17.5 190 3900 male 2009
## 137 Adelie Dream 35.6 17.5 191 3175 female 2009
## 138 Adelie Dream 40.2 20.1 200 3975 male 2009
## 139 Adelie Dream 37.0 16.5 185 3400 female 2009
## 140 Adelie Dream 39.7 17.9 193 4250 male 2009
## 141 Adelie Dream 40.2 17.1 193 3400 female 2009
## 142 Adelie Dream 40.6 17.2 187 3475 male 2009
## 143 Adelie Dream 32.1 15.5 188 3050 female 2009
## 144 Adelie Dream 40.7 17.0 190 3725 male 2009
## 145 Adelie Dream 37.3 16.8 192 3000 female 2009
## 146 Adelie Dream 39.0 18.7 185 3650 male 2009
## 147 Adelie Dream 39.2 18.6 190 4250 male 2009
## 148 Adelie Dream 36.6 18.4 184 3475 female 2009
## 149 Adelie Dream 36.0 17.8 195 3450 female 2009
## 150 Adelie Dream 37.8 18.1 193 3750 male 2009
## 151 Adelie Dream 36.0 17.1 187 3700 female 2009
## 152 Adelie Dream 41.5 18.5 201 4000 male 2009
## 153 Gentoo Biscoe 46.1 13.2 211 4500 female 2007
## 154 Gentoo Biscoe 50.0 16.3 230 5700 male 2007
## 155 Gentoo Biscoe 48.7 14.1 210 4450 female 2007
## 156 Gentoo Biscoe 50.0 15.2 218 5700 male 2007
## 157 Gentoo Biscoe 47.6 14.5 215 5400 male 2007
## 158 Gentoo Biscoe 46.5 13.5 210 4550 female 2007
## 159 Gentoo Biscoe 45.4 14.6 211 4800 female 2007
## 160 Gentoo Biscoe 46.7 15.3 219 5200 male 2007
## 161 Gentoo Biscoe 43.3 13.4 209 4400 female 2007
## 162 Gentoo Biscoe 46.8 15.4 215 5150 male 2007
## 163 Gentoo Biscoe 40.9 13.7 214 4650 female 2007
## 164 Gentoo Biscoe 49.0 16.1 216 5550 male 2007
## 165 Gentoo Biscoe 45.5 13.7 214 4650 female 2007
## 166 Gentoo Biscoe 48.4 14.6 213 5850 male 2007
## 167 Gentoo Biscoe 45.8 14.6 210 4200 female 2007
## 168 Gentoo Biscoe 49.3 15.7 217 5850 male 2007
## 169 Gentoo Biscoe 42.0 13.5 210 4150 female 2007
## 170 Gentoo Biscoe 49.2 15.2 221 6300 male 2007
## 171 Gentoo Biscoe 46.2 14.5 209 4800 female 2007
## 172 Gentoo Biscoe 48.7 15.1 222 5350 male 2007
## 173 Gentoo Biscoe 50.2 14.3 218 5700 male 2007
## 174 Gentoo Biscoe 45.1 14.5 215 5000 female 2007
## 175 Gentoo Biscoe 46.5 14.5 213 4400 female 2007
## 176 Gentoo Biscoe 46.3 15.8 215 5050 male 2007
## 177 Gentoo Biscoe 42.9 13.1 215 5000 female 2007
## 178 Gentoo Biscoe 46.1 15.1 215 5100 male 2007
## 179 Gentoo Biscoe 44.5 14.3 216 4100 <NA> 2007
## 180 Gentoo Biscoe 47.8 15.0 215 5650 male 2007
## 181 Gentoo Biscoe 48.2 14.3 210 4600 female 2007
## 182 Gentoo Biscoe 50.0 15.3 220 5550 male 2007
## 183 Gentoo Biscoe 47.3 15.3 222 5250 male 2007
## 184 Gentoo Biscoe 42.8 14.2 209 4700 female 2007
## 185 Gentoo Biscoe 45.1 14.5 207 5050 female 2007
## 186 Gentoo Biscoe 59.6 17.0 230 6050 male 2007
## 187 Gentoo Biscoe 49.1 14.8 220 5150 female 2008
## 188 Gentoo Biscoe 48.4 16.3 220 5400 male 2008
## 189 Gentoo Biscoe 42.6 13.7 213 4950 female 2008
## 190 Gentoo Biscoe 44.4 17.3 219 5250 male 2008
## 191 Gentoo Biscoe 44.0 13.6 208 4350 female 2008
## 192 Gentoo Biscoe 48.7 15.7 208 5350 male 2008
## 193 Gentoo Biscoe 42.7 13.7 208 3950 female 2008
## 194 Gentoo Biscoe 49.6 16.0 225 5700 male 2008
## 195 Gentoo Biscoe 45.3 13.7 210 4300 female 2008
## 196 Gentoo Biscoe 49.6 15.0 216 4750 male 2008
## 197 Gentoo Biscoe 50.5 15.9 222 5550 male 2008
## 198 Gentoo Biscoe 43.6 13.9 217 4900 female 2008
## 199 Gentoo Biscoe 45.5 13.9 210 4200 female 2008
## 200 Gentoo Biscoe 50.5 15.9 225 5400 male 2008
## 201 Gentoo Biscoe 44.9 13.3 213 5100 female 2008
## 202 Gentoo Biscoe 45.2 15.8 215 5300 male 2008
## 203 Gentoo Biscoe 46.6 14.2 210 4850 female 2008
## 204 Gentoo Biscoe 48.5 14.1 220 5300 male 2008
## 205 Gentoo Biscoe 45.1 14.4 210 4400 female 2008
## 206 Gentoo Biscoe 50.1 15.0 225 5000 male 2008
## 207 Gentoo Biscoe 46.5 14.4 217 4900 female 2008
## 208 Gentoo Biscoe 45.0 15.4 220 5050 male 2008
## 209 Gentoo Biscoe 43.8 13.9 208 4300 female 2008
## 210 Gentoo Biscoe 45.5 15.0 220 5000 male 2008
## 211 Gentoo Biscoe 43.2 14.5 208 4450 female 2008
## 212 Gentoo Biscoe 50.4 15.3 224 5550 male 2008
## 213 Gentoo Biscoe 45.3 13.8 208 4200 female 2008
## 214 Gentoo Biscoe 46.2 14.9 221 5300 male 2008
## 215 Gentoo Biscoe 45.7 13.9 214 4400 female 2008
## 216 Gentoo Biscoe 54.3 15.7 231 5650 male 2008
## 217 Gentoo Biscoe 45.8 14.2 219 4700 female 2008
## 218 Gentoo Biscoe 49.8 16.8 230 5700 male 2008
## 219 Gentoo Biscoe 46.2 14.4 214 4650 <NA> 2008
## 220 Gentoo Biscoe 49.5 16.2 229 5800 male 2008
## 221 Gentoo Biscoe 43.5 14.2 220 4700 female 2008
## 222 Gentoo Biscoe 50.7 15.0 223 5550 male 2008
## 223 Gentoo Biscoe 47.7 15.0 216 4750 female 2008
## 224 Gentoo Biscoe 46.4 15.6 221 5000 male 2008
## 225 Gentoo Biscoe 48.2 15.6 221 5100 male 2008
## 226 Gentoo Biscoe 46.5 14.8 217 5200 female 2008
## 227 Gentoo Biscoe 46.4 15.0 216 4700 female 2008
## 228 Gentoo Biscoe 48.6 16.0 230 5800 male 2008
## 229 Gentoo Biscoe 47.5 14.2 209 4600 female 2008
## 230 Gentoo Biscoe 51.1 16.3 220 6000 male 2008
## 231 Gentoo Biscoe 45.2 13.8 215 4750 female 2008
## 232 Gentoo Biscoe 45.2 16.4 223 5950 male 2008
## 233 Gentoo Biscoe 49.1 14.5 212 4625 female 2009
## 234 Gentoo Biscoe 52.5 15.6 221 5450 male 2009
## 235 Gentoo Biscoe 47.4 14.6 212 4725 female 2009
## 236 Gentoo Biscoe 50.0 15.9 224 5350 male 2009
## 237 Gentoo Biscoe 44.9 13.8 212 4750 female 2009
## 238 Gentoo Biscoe 50.8 17.3 228 5600 male 2009
## 239 Gentoo Biscoe 43.4 14.4 218 4600 female 2009
## 240 Gentoo Biscoe 51.3 14.2 218 5300 male 2009
## 241 Gentoo Biscoe 47.5 14.0 212 4875 female 2009
## 242 Gentoo Biscoe 52.1 17.0 230 5550 male 2009
## 243 Gentoo Biscoe 47.5 15.0 218 4950 female 2009
## 244 Gentoo Biscoe 52.2 17.1 228 5400 male 2009
## 245 Gentoo Biscoe 45.5 14.5 212 4750 female 2009
## 246 Gentoo Biscoe 49.5 16.1 224 5650 male 2009
## 247 Gentoo Biscoe 44.5 14.7 214 4850 female 2009
## 248 Gentoo Biscoe 50.8 15.7 226 5200 male 2009
## 249 Gentoo Biscoe 49.4 15.8 216 4925 male 2009
## 250 Gentoo Biscoe 46.9 14.6 222 4875 female 2009
## 251 Gentoo Biscoe 48.4 14.4 203 4625 female 2009
## 252 Gentoo Biscoe 51.1 16.5 225 5250 male 2009
## 253 Gentoo Biscoe 48.5 15.0 219 4850 female 2009
## 254 Gentoo Biscoe 55.9 17.0 228 5600 male 2009
## 255 Gentoo Biscoe 47.2 15.5 215 4975 female 2009
## 256 Gentoo Biscoe 49.1 15.0 228 5500 male 2009
## 257 Gentoo Biscoe 47.3 13.8 216 4725 <NA> 2009
## 258 Gentoo Biscoe 46.8 16.1 215 5500 male 2009
## 259 Gentoo Biscoe 41.7 14.7 210 4700 female 2009
## 260 Gentoo Biscoe 53.4 15.8 219 5500 male 2009
## 261 Gentoo Biscoe 43.3 14.0 208 4575 female 2009
## 262 Gentoo Biscoe 48.1 15.1 209 5500 male 2009
## 263 Gentoo Biscoe 50.5 15.2 216 5000 female 2009
## 264 Gentoo Biscoe 49.8 15.9 229 5950 male 2009
## 265 Gentoo Biscoe 43.5 15.2 213 4650 female 2009
## 266 Gentoo Biscoe 51.5 16.3 230 5500 male 2009
## 267 Gentoo Biscoe 46.2 14.1 217 4375 female 2009
## 268 Gentoo Biscoe 55.1 16.0 230 5850 male 2009
## 269 Gentoo Biscoe 44.5 15.7 217 4875 <NA> 2009
## 270 Gentoo Biscoe 48.8 16.2 222 6000 male 2009
## 271 Gentoo Biscoe 47.2 13.7 214 4925 female 2009
## 272 Gentoo Biscoe NA NA NA NA <NA> 2009
## 273 Gentoo Biscoe 46.8 14.3 215 4850 female 2009
## 274 Gentoo Biscoe 50.4 15.7 222 5750 male 2009
## 275 Gentoo Biscoe 45.2 14.8 212 5200 female 2009
## 276 Gentoo Biscoe 49.9 16.1 213 5400 male 2009
## 277 Chinstrap Dream 46.5 17.9 192 3500 female 2007
## 278 Chinstrap Dream 50.0 19.5 196 3900 male 2007
## 279 Chinstrap Dream 51.3 19.2 193 3650 male 2007
## 280 Chinstrap Dream 45.4 18.7 188 3525 female 2007
## 281 Chinstrap Dream 52.7 19.8 197 3725 male 2007
## 282 Chinstrap Dream 45.2 17.8 198 3950 female 2007
## 283 Chinstrap Dream 46.1 18.2 178 3250 female 2007
## 284 Chinstrap Dream 51.3 18.2 197 3750 male 2007
## 285 Chinstrap Dream 46.0 18.9 195 4150 female 2007
## 286 Chinstrap Dream 51.3 19.9 198 3700 male 2007
## 287 Chinstrap Dream 46.6 17.8 193 3800 female 2007
## 288 Chinstrap Dream 51.7 20.3 194 3775 male 2007
## 289 Chinstrap Dream 47.0 17.3 185 3700 female 2007
## 290 Chinstrap Dream 52.0 18.1 201 4050 male 2007
## 291 Chinstrap Dream 45.9 17.1 190 3575 female 2007
## 292 Chinstrap Dream 50.5 19.6 201 4050 male 2007
## 293 Chinstrap Dream 50.3 20.0 197 3300 male 2007
## 294 Chinstrap Dream 58.0 17.8 181 3700 female 2007
## 295 Chinstrap Dream 46.4 18.6 190 3450 female 2007
## 296 Chinstrap Dream 49.2 18.2 195 4400 male 2007
## 297 Chinstrap Dream 42.4 17.3 181 3600 female 2007
## 298 Chinstrap Dream 48.5 17.5 191 3400 male 2007
## 299 Chinstrap Dream 43.2 16.6 187 2900 female 2007
## 300 Chinstrap Dream 50.6 19.4 193 3800 male 2007
## 301 Chinstrap Dream 46.7 17.9 195 3300 female 2007
## 302 Chinstrap Dream 52.0 19.0 197 4150 male 2007
## 303 Chinstrap Dream 50.5 18.4 200 3400 female 2008
## 304 Chinstrap Dream 49.5 19.0 200 3800 male 2008
## 305 Chinstrap Dream 46.4 17.8 191 3700 female 2008
## 306 Chinstrap Dream 52.8 20.0 205 4550 male 2008
## 307 Chinstrap Dream 40.9 16.6 187 3200 female 2008
## 308 Chinstrap Dream 54.2 20.8 201 4300 male 2008
## 309 Chinstrap Dream 42.5 16.7 187 3350 female 2008
## 310 Chinstrap Dream 51.0 18.8 203 4100 male 2008
## 311 Chinstrap Dream 49.7 18.6 195 3600 male 2008
## 312 Chinstrap Dream 47.5 16.8 199 3900 female 2008
## 313 Chinstrap Dream 47.6 18.3 195 3850 female 2008
## 314 Chinstrap Dream 52.0 20.7 210 4800 male 2008
## 315 Chinstrap Dream 46.9 16.6 192 2700 female 2008
## 316 Chinstrap Dream 53.5 19.9 205 4500 male 2008
## 317 Chinstrap Dream 49.0 19.5 210 3950 male 2008
## 318 Chinstrap Dream 46.2 17.5 187 3650 female 2008
## 319 Chinstrap Dream 50.9 19.1 196 3550 male 2008
## 320 Chinstrap Dream 45.5 17.0 196 3500 female 2008
## 321 Chinstrap Dream 50.9 17.9 196 3675 female 2009
## 322 Chinstrap Dream 50.8 18.5 201 4450 male 2009
## 323 Chinstrap Dream 50.1 17.9 190 3400 female 2009
## 324 Chinstrap Dream 49.0 19.6 212 4300 male 2009
## 325 Chinstrap Dream 51.5 18.7 187 3250 male 2009
## 326 Chinstrap Dream 49.8 17.3 198 3675 female 2009
## 327 Chinstrap Dream 48.1 16.4 199 3325 female 2009
## 328 Chinstrap Dream 51.4 19.0 201 3950 male 2009
## 329 Chinstrap Dream 45.7 17.3 193 3600 female 2009
## 330 Chinstrap Dream 50.7 19.7 203 4050 male 2009
## 331 Chinstrap Dream 42.5 17.3 187 3350 female 2009
## 332 Chinstrap Dream 52.2 18.8 197 3450 male 2009
## 333 Chinstrap Dream 45.2 16.6 191 3250 female 2009
## 334 Chinstrap Dream 49.3 19.9 203 4050 male 2009
## 335 Chinstrap Dream 50.2 18.8 202 3800 male 2009
## 336 Chinstrap Dream 45.6 19.4 194 3525 female 2009
## 337 Chinstrap Dream 51.9 19.5 206 3950 male 2009
## 338 Chinstrap Dream 46.8 16.5 189 3650 female 2009
## 339 Chinstrap Dream 45.7 17.0 195 3650 female 2009
## 340 Chinstrap Dream 55.8 19.8 207 4000 male 2009
## 341 Chinstrap Dream 43.5 18.1 202 3400 female 2009
## 342 Chinstrap Dream 49.6 18.2 193 3775 male 2009
## 343 Chinstrap Dream 50.8 19.0 210 4100 male 2009
## 344 Chinstrap Dream 50.2 18.7 198 3775 female 2009
## agirlik
## 1 Light
## 2 Light
## 3 Light
## 4 <NA>
## 5 Light
## 6 Light
## 7 Light
## 8 Heavy
## 9 Light
## 10 Heavy
## 11 Light
## 12 Light
## 13 Light
## 14 Light
## 15 Heavy
## 16 Light
## 17 Light
## 18 Heavy
## 19 Light
## 20 Heavy
## 21 Light
## 22 Light
## 23 Light
## 24 Light
## 25 Light
## 26 Light
## 27 Light
## 28 Light
## 29 Light
## 30 Light
## 31 Light
## 32 Light
## 33 Light
## 34 Light
## 35 Light
## 36 Heavy
## 37 Light
## 38 Light
## 39 Light
## 40 Heavy
## 41 Light
## 42 Light
## 43 Light
## 44 Heavy
## 45 Light
## 46 Heavy
## 47 Light
## 48 Light
## 49 Light
## 50 Heavy
## 51 Light
## 52 Heavy
## 53 Light
## 54 Heavy
## 55 Light
## 56 Light
## 57 Light
## 58 Light
## 59 Light
## 60 Light
## 61 Light
## 62 Heavy
## 63 Light
## 64 Heavy
## 65 Light
## 66 Light
## 67 Light
## 68 Heavy
## 69 Light
## 70 Heavy
## 71 Light
## 72 Light
## 73 Light
## 74 Heavy
## 75 Light
## 76 Heavy
## 77 Light
## 78 Light
## 79 Light
## 80 Heavy
## 81 Light
## 82 Heavy
## 83 Light
## 84 Heavy
## 85 Light
## 86 Light
## 87 Light
## 88 Light
## 89 Light
## 90 Light
## 91 Light
## 92 Heavy
## 93 Light
## 94 Heavy
## 95 Light
## 96 Heavy
## 97 Light
## 98 Heavy
## 99 Light
## 100 Heavy
## 101 Light
## 102 Heavy
## 103 Light
## 104 Heavy
## 105 Light
## 106 Light
## 107 Light
## 108 Light
## 109 Light
## 110 Heavy
## 111 Light
## 112 Heavy
## 113 Light
## 114 Heavy
## 115 Light
## 116 Heavy
## 117 Light
## 118 Light
## 119 Light
## 120 Light
## 121 Light
## 122 Light
## 123 Light
## 124 Light
## 125 Light
## 126 Heavy
## 127 Light
## 128 Heavy
## 129 Light
## 130 Heavy
## 131 Light
## 132 Light
## 133 Light
## 134 Heavy
## 135 Light
## 136 Light
## 137 Light
## 138 Light
## 139 Light
## 140 Heavy
## 141 Light
## 142 Light
## 143 Light
## 144 Light
## 145 Light
## 146 Light
## 147 Heavy
## 148 Light
## 149 Light
## 150 Light
## 151 Light
## 152 Heavy
## 153 Heavy
## 154 Heavy
## 155 Heavy
## 156 Heavy
## 157 Heavy
## 158 Heavy
## 159 Heavy
## 160 Heavy
## 161 Heavy
## 162 Heavy
## 163 Heavy
## 164 Heavy
## 165 Heavy
## 166 Heavy
## 167 Heavy
## 168 Heavy
## 169 Heavy
## 170 Heavy
## 171 Heavy
## 172 Heavy
## 173 Heavy
## 174 Heavy
## 175 Heavy
## 176 Heavy
## 177 Heavy
## 178 Heavy
## 179 Heavy
## 180 Heavy
## 181 Heavy
## 182 Heavy
## 183 Heavy
## 184 Heavy
## 185 Heavy
## 186 Heavy
## 187 Heavy
## 188 Heavy
## 189 Heavy
## 190 Heavy
## 191 Heavy
## 192 Heavy
## 193 Light
## 194 Heavy
## 195 Heavy
## 196 Heavy
## 197 Heavy
## 198 Heavy
## 199 Heavy
## 200 Heavy
## 201 Heavy
## 202 Heavy
## 203 Heavy
## 204 Heavy
## 205 Heavy
## 206 Heavy
## 207 Heavy
## 208 Heavy
## 209 Heavy
## 210 Heavy
## 211 Heavy
## 212 Heavy
## 213 Heavy
## 214 Heavy
## 215 Heavy
## 216 Heavy
## 217 Heavy
## 218 Heavy
## 219 Heavy
## 220 Heavy
## 221 Heavy
## 222 Heavy
## 223 Heavy
## 224 Heavy
## 225 Heavy
## 226 Heavy
## 227 Heavy
## 228 Heavy
## 229 Heavy
## 230 Heavy
## 231 Heavy
## 232 Heavy
## 233 Heavy
## 234 Heavy
## 235 Heavy
## 236 Heavy
## 237 Heavy
## 238 Heavy
## 239 Heavy
## 240 Heavy
## 241 Heavy
## 242 Heavy
## 243 Heavy
## 244 Heavy
## 245 Heavy
## 246 Heavy
## 247 Heavy
## 248 Heavy
## 249 Heavy
## 250 Heavy
## 251 Heavy
## 252 Heavy
## 253 Heavy
## 254 Heavy
## 255 Heavy
## 256 Heavy
## 257 Heavy
## 258 Heavy
## 259 Heavy
## 260 Heavy
## 261 Heavy
## 262 Heavy
## 263 Heavy
## 264 Heavy
## 265 Heavy
## 266 Heavy
## 267 Heavy
## 268 Heavy
## 269 Heavy
## 270 Heavy
## 271 Heavy
## 272 <NA>
## 273 Heavy
## 274 Heavy
## 275 Heavy
## 276 Heavy
## 277 Light
## 278 Light
## 279 Light
## 280 Light
## 281 Light
## 282 Light
## 283 Light
## 284 Light
## 285 Heavy
## 286 Light
## 287 Light
## 288 Light
## 289 Light
## 290 Heavy
## 291 Light
## 292 Heavy
## 293 Light
## 294 Light
## 295 Light
## 296 Heavy
## 297 Light
## 298 Light
## 299 Light
## 300 Light
## 301 Light
## 302 Heavy
## 303 Light
## 304 Light
## 305 Light
## 306 Heavy
## 307 Light
## 308 Heavy
## 309 Light
## 310 Heavy
## 311 Light
## 312 Light
## 313 Light
## 314 Heavy
## 315 Light
## 316 Heavy
## 317 Light
## 318 Light
## 319 Light
## 320 Light
## 321 Light
## 322 Heavy
## 323 Light
## 324 Heavy
## 325 Light
## 326 Light
## 327 Light
## 328 Light
## 329 Light
## 330 Heavy
## 331 Light
## 332 Light
## 333 Light
## 334 Heavy
## 335 Light
## 336 Light
## 337 Light
## 338 Light
## 339 Light
## 340 Heavy
## 341 Light
## 342 Light
## 343 Heavy
## 344 Light
penguenler %>%
mutate(agirlik = case_when(body_mass < 3500 ~ "Very Light", body_mass >= 3500 & body_mass < 4000 ~ "Light", body_mass > 4000 ~ "Heavy"))
## species island bill_len bill_dep flipper_len body_mass sex year
## 1 Adelie Torgersen 39.1 18.7 181 3750 male 2007
## 2 Adelie Torgersen 39.5 17.4 186 3800 female 2007
## 3 Adelie Torgersen 40.3 18.0 195 3250 female 2007
## 4 Adelie Torgersen NA NA NA NA <NA> 2007
## 5 Adelie Torgersen 36.7 19.3 193 3450 female 2007
## 6 Adelie Torgersen 39.3 20.6 190 3650 male 2007
## 7 Adelie Torgersen 38.9 17.8 181 3625 female 2007
## 8 Adelie Torgersen 39.2 19.6 195 4675 male 2007
## 9 Adelie Torgersen 34.1 18.1 193 3475 <NA> 2007
## 10 Adelie Torgersen 42.0 20.2 190 4250 <NA> 2007
## 11 Adelie Torgersen 37.8 17.1 186 3300 <NA> 2007
## 12 Adelie Torgersen 37.8 17.3 180 3700 <NA> 2007
## 13 Adelie Torgersen 41.1 17.6 182 3200 female 2007
## 14 Adelie Torgersen 38.6 21.2 191 3800 male 2007
## 15 Adelie Torgersen 34.6 21.1 198 4400 male 2007
## 16 Adelie Torgersen 36.6 17.8 185 3700 female 2007
## 17 Adelie Torgersen 38.7 19.0 195 3450 female 2007
## 18 Adelie Torgersen 42.5 20.7 197 4500 male 2007
## 19 Adelie Torgersen 34.4 18.4 184 3325 female 2007
## 20 Adelie Torgersen 46.0 21.5 194 4200 male 2007
## 21 Adelie Biscoe 37.8 18.3 174 3400 female 2007
## 22 Adelie Biscoe 37.7 18.7 180 3600 male 2007
## 23 Adelie Biscoe 35.9 19.2 189 3800 female 2007
## 24 Adelie Biscoe 38.2 18.1 185 3950 male 2007
## 25 Adelie Biscoe 38.8 17.2 180 3800 male 2007
## 26 Adelie Biscoe 35.3 18.9 187 3800 female 2007
## 27 Adelie Biscoe 40.6 18.6 183 3550 male 2007
## 28 Adelie Biscoe 40.5 17.9 187 3200 female 2007
## 29 Adelie Biscoe 37.9 18.6 172 3150 female 2007
## 30 Adelie Biscoe 40.5 18.9 180 3950 male 2007
## 31 Adelie Dream 39.5 16.7 178 3250 female 2007
## 32 Adelie Dream 37.2 18.1 178 3900 male 2007
## 33 Adelie Dream 39.5 17.8 188 3300 female 2007
## 34 Adelie Dream 40.9 18.9 184 3900 male 2007
## 35 Adelie Dream 36.4 17.0 195 3325 female 2007
## 36 Adelie Dream 39.2 21.1 196 4150 male 2007
## 37 Adelie Dream 38.8 20.0 190 3950 male 2007
## 38 Adelie Dream 42.2 18.5 180 3550 female 2007
## 39 Adelie Dream 37.6 19.3 181 3300 female 2007
## 40 Adelie Dream 39.8 19.1 184 4650 male 2007
## 41 Adelie Dream 36.5 18.0 182 3150 female 2007
## 42 Adelie Dream 40.8 18.4 195 3900 male 2007
## 43 Adelie Dream 36.0 18.5 186 3100 female 2007
## 44 Adelie Dream 44.1 19.7 196 4400 male 2007
## 45 Adelie Dream 37.0 16.9 185 3000 female 2007
## 46 Adelie Dream 39.6 18.8 190 4600 male 2007
## 47 Adelie Dream 41.1 19.0 182 3425 male 2007
## 48 Adelie Dream 37.5 18.9 179 2975 <NA> 2007
## 49 Adelie Dream 36.0 17.9 190 3450 female 2007
## 50 Adelie Dream 42.3 21.2 191 4150 male 2007
## 51 Adelie Biscoe 39.6 17.7 186 3500 female 2008
## 52 Adelie Biscoe 40.1 18.9 188 4300 male 2008
## 53 Adelie Biscoe 35.0 17.9 190 3450 female 2008
## 54 Adelie Biscoe 42.0 19.5 200 4050 male 2008
## 55 Adelie Biscoe 34.5 18.1 187 2900 female 2008
## 56 Adelie Biscoe 41.4 18.6 191 3700 male 2008
## 57 Adelie Biscoe 39.0 17.5 186 3550 female 2008
## 58 Adelie Biscoe 40.6 18.8 193 3800 male 2008
## 59 Adelie Biscoe 36.5 16.6 181 2850 female 2008
## 60 Adelie Biscoe 37.6 19.1 194 3750 male 2008
## 61 Adelie Biscoe 35.7 16.9 185 3150 female 2008
## 62 Adelie Biscoe 41.3 21.1 195 4400 male 2008
## 63 Adelie Biscoe 37.6 17.0 185 3600 female 2008
## 64 Adelie Biscoe 41.1 18.2 192 4050 male 2008
## 65 Adelie Biscoe 36.4 17.1 184 2850 female 2008
## 66 Adelie Biscoe 41.6 18.0 192 3950 male 2008
## 67 Adelie Biscoe 35.5 16.2 195 3350 female 2008
## 68 Adelie Biscoe 41.1 19.1 188 4100 male 2008
## 69 Adelie Torgersen 35.9 16.6 190 3050 female 2008
## 70 Adelie Torgersen 41.8 19.4 198 4450 male 2008
## 71 Adelie Torgersen 33.5 19.0 190 3600 female 2008
## 72 Adelie Torgersen 39.7 18.4 190 3900 male 2008
## 73 Adelie Torgersen 39.6 17.2 196 3550 female 2008
## 74 Adelie Torgersen 45.8 18.9 197 4150 male 2008
## 75 Adelie Torgersen 35.5 17.5 190 3700 female 2008
## 76 Adelie Torgersen 42.8 18.5 195 4250 male 2008
## 77 Adelie Torgersen 40.9 16.8 191 3700 female 2008
## 78 Adelie Torgersen 37.2 19.4 184 3900 male 2008
## 79 Adelie Torgersen 36.2 16.1 187 3550 female 2008
## 80 Adelie Torgersen 42.1 19.1 195 4000 male 2008
## 81 Adelie Torgersen 34.6 17.2 189 3200 female 2008
## 82 Adelie Torgersen 42.9 17.6 196 4700 male 2008
## 83 Adelie Torgersen 36.7 18.8 187 3800 female 2008
## 84 Adelie Torgersen 35.1 19.4 193 4200 male 2008
## 85 Adelie Dream 37.3 17.8 191 3350 female 2008
## 86 Adelie Dream 41.3 20.3 194 3550 male 2008
## 87 Adelie Dream 36.3 19.5 190 3800 male 2008
## 88 Adelie Dream 36.9 18.6 189 3500 female 2008
## 89 Adelie Dream 38.3 19.2 189 3950 male 2008
## 90 Adelie Dream 38.9 18.8 190 3600 female 2008
## 91 Adelie Dream 35.7 18.0 202 3550 female 2008
## 92 Adelie Dream 41.1 18.1 205 4300 male 2008
## 93 Adelie Dream 34.0 17.1 185 3400 female 2008
## 94 Adelie Dream 39.6 18.1 186 4450 male 2008
## 95 Adelie Dream 36.2 17.3 187 3300 female 2008
## 96 Adelie Dream 40.8 18.9 208 4300 male 2008
## 97 Adelie Dream 38.1 18.6 190 3700 female 2008
## 98 Adelie Dream 40.3 18.5 196 4350 male 2008
## 99 Adelie Dream 33.1 16.1 178 2900 female 2008
## 100 Adelie Dream 43.2 18.5 192 4100 male 2008
## 101 Adelie Biscoe 35.0 17.9 192 3725 female 2009
## 102 Adelie Biscoe 41.0 20.0 203 4725 male 2009
## 103 Adelie Biscoe 37.7 16.0 183 3075 female 2009
## 104 Adelie Biscoe 37.8 20.0 190 4250 male 2009
## 105 Adelie Biscoe 37.9 18.6 193 2925 female 2009
## 106 Adelie Biscoe 39.7 18.9 184 3550 male 2009
## 107 Adelie Biscoe 38.6 17.2 199 3750 female 2009
## 108 Adelie Biscoe 38.2 20.0 190 3900 male 2009
## 109 Adelie Biscoe 38.1 17.0 181 3175 female 2009
## 110 Adelie Biscoe 43.2 19.0 197 4775 male 2009
## 111 Adelie Biscoe 38.1 16.5 198 3825 female 2009
## 112 Adelie Biscoe 45.6 20.3 191 4600 male 2009
## 113 Adelie Biscoe 39.7 17.7 193 3200 female 2009
## 114 Adelie Biscoe 42.2 19.5 197 4275 male 2009
## 115 Adelie Biscoe 39.6 20.7 191 3900 female 2009
## 116 Adelie Biscoe 42.7 18.3 196 4075 male 2009
## 117 Adelie Torgersen 38.6 17.0 188 2900 female 2009
## 118 Adelie Torgersen 37.3 20.5 199 3775 male 2009
## 119 Adelie Torgersen 35.7 17.0 189 3350 female 2009
## 120 Adelie Torgersen 41.1 18.6 189 3325 male 2009
## 121 Adelie Torgersen 36.2 17.2 187 3150 female 2009
## 122 Adelie Torgersen 37.7 19.8 198 3500 male 2009
## 123 Adelie Torgersen 40.2 17.0 176 3450 female 2009
## 124 Adelie Torgersen 41.4 18.5 202 3875 male 2009
## 125 Adelie Torgersen 35.2 15.9 186 3050 female 2009
## 126 Adelie Torgersen 40.6 19.0 199 4000 male 2009
## 127 Adelie Torgersen 38.8 17.6 191 3275 female 2009
## 128 Adelie Torgersen 41.5 18.3 195 4300 male 2009
## 129 Adelie Torgersen 39.0 17.1 191 3050 female 2009
## 130 Adelie Torgersen 44.1 18.0 210 4000 male 2009
## 131 Adelie Torgersen 38.5 17.9 190 3325 female 2009
## 132 Adelie Torgersen 43.1 19.2 197 3500 male 2009
## 133 Adelie Dream 36.8 18.5 193 3500 female 2009
## 134 Adelie Dream 37.5 18.5 199 4475 male 2009
## 135 Adelie Dream 38.1 17.6 187 3425 female 2009
## 136 Adelie Dream 41.1 17.5 190 3900 male 2009
## 137 Adelie Dream 35.6 17.5 191 3175 female 2009
## 138 Adelie Dream 40.2 20.1 200 3975 male 2009
## 139 Adelie Dream 37.0 16.5 185 3400 female 2009
## 140 Adelie Dream 39.7 17.9 193 4250 male 2009
## 141 Adelie Dream 40.2 17.1 193 3400 female 2009
## 142 Adelie Dream 40.6 17.2 187 3475 male 2009
## 143 Adelie Dream 32.1 15.5 188 3050 female 2009
## 144 Adelie Dream 40.7 17.0 190 3725 male 2009
## 145 Adelie Dream 37.3 16.8 192 3000 female 2009
## 146 Adelie Dream 39.0 18.7 185 3650 male 2009
## 147 Adelie Dream 39.2 18.6 190 4250 male 2009
## 148 Adelie Dream 36.6 18.4 184 3475 female 2009
## 149 Adelie Dream 36.0 17.8 195 3450 female 2009
## 150 Adelie Dream 37.8 18.1 193 3750 male 2009
## 151 Adelie Dream 36.0 17.1 187 3700 female 2009
## 152 Adelie Dream 41.5 18.5 201 4000 male 2009
## 153 Gentoo Biscoe 46.1 13.2 211 4500 female 2007
## 154 Gentoo Biscoe 50.0 16.3 230 5700 male 2007
## 155 Gentoo Biscoe 48.7 14.1 210 4450 female 2007
## 156 Gentoo Biscoe 50.0 15.2 218 5700 male 2007
## 157 Gentoo Biscoe 47.6 14.5 215 5400 male 2007
## 158 Gentoo Biscoe 46.5 13.5 210 4550 female 2007
## 159 Gentoo Biscoe 45.4 14.6 211 4800 female 2007
## 160 Gentoo Biscoe 46.7 15.3 219 5200 male 2007
## 161 Gentoo Biscoe 43.3 13.4 209 4400 female 2007
## 162 Gentoo Biscoe 46.8 15.4 215 5150 male 2007
## 163 Gentoo Biscoe 40.9 13.7 214 4650 female 2007
## 164 Gentoo Biscoe 49.0 16.1 216 5550 male 2007
## 165 Gentoo Biscoe 45.5 13.7 214 4650 female 2007
## 166 Gentoo Biscoe 48.4 14.6 213 5850 male 2007
## 167 Gentoo Biscoe 45.8 14.6 210 4200 female 2007
## 168 Gentoo Biscoe 49.3 15.7 217 5850 male 2007
## 169 Gentoo Biscoe 42.0 13.5 210 4150 female 2007
## 170 Gentoo Biscoe 49.2 15.2 221 6300 male 2007
## 171 Gentoo Biscoe 46.2 14.5 209 4800 female 2007
## 172 Gentoo Biscoe 48.7 15.1 222 5350 male 2007
## 173 Gentoo Biscoe 50.2 14.3 218 5700 male 2007
## 174 Gentoo Biscoe 45.1 14.5 215 5000 female 2007
## 175 Gentoo Biscoe 46.5 14.5 213 4400 female 2007
## 176 Gentoo Biscoe 46.3 15.8 215 5050 male 2007
## 177 Gentoo Biscoe 42.9 13.1 215 5000 female 2007
## 178 Gentoo Biscoe 46.1 15.1 215 5100 male 2007
## 179 Gentoo Biscoe 44.5 14.3 216 4100 <NA> 2007
## 180 Gentoo Biscoe 47.8 15.0 215 5650 male 2007
## 181 Gentoo Biscoe 48.2 14.3 210 4600 female 2007
## 182 Gentoo Biscoe 50.0 15.3 220 5550 male 2007
## 183 Gentoo Biscoe 47.3 15.3 222 5250 male 2007
## 184 Gentoo Biscoe 42.8 14.2 209 4700 female 2007
## 185 Gentoo Biscoe 45.1 14.5 207 5050 female 2007
## 186 Gentoo Biscoe 59.6 17.0 230 6050 male 2007
## 187 Gentoo Biscoe 49.1 14.8 220 5150 female 2008
## 188 Gentoo Biscoe 48.4 16.3 220 5400 male 2008
## 189 Gentoo Biscoe 42.6 13.7 213 4950 female 2008
## 190 Gentoo Biscoe 44.4 17.3 219 5250 male 2008
## 191 Gentoo Biscoe 44.0 13.6 208 4350 female 2008
## 192 Gentoo Biscoe 48.7 15.7 208 5350 male 2008
## 193 Gentoo Biscoe 42.7 13.7 208 3950 female 2008
## 194 Gentoo Biscoe 49.6 16.0 225 5700 male 2008
## 195 Gentoo Biscoe 45.3 13.7 210 4300 female 2008
## 196 Gentoo Biscoe 49.6 15.0 216 4750 male 2008
## 197 Gentoo Biscoe 50.5 15.9 222 5550 male 2008
## 198 Gentoo Biscoe 43.6 13.9 217 4900 female 2008
## 199 Gentoo Biscoe 45.5 13.9 210 4200 female 2008
## 200 Gentoo Biscoe 50.5 15.9 225 5400 male 2008
## 201 Gentoo Biscoe 44.9 13.3 213 5100 female 2008
## 202 Gentoo Biscoe 45.2 15.8 215 5300 male 2008
## 203 Gentoo Biscoe 46.6 14.2 210 4850 female 2008
## 204 Gentoo Biscoe 48.5 14.1 220 5300 male 2008
## 205 Gentoo Biscoe 45.1 14.4 210 4400 female 2008
## 206 Gentoo Biscoe 50.1 15.0 225 5000 male 2008
## 207 Gentoo Biscoe 46.5 14.4 217 4900 female 2008
## 208 Gentoo Biscoe 45.0 15.4 220 5050 male 2008
## 209 Gentoo Biscoe 43.8 13.9 208 4300 female 2008
## 210 Gentoo Biscoe 45.5 15.0 220 5000 male 2008
## 211 Gentoo Biscoe 43.2 14.5 208 4450 female 2008
## 212 Gentoo Biscoe 50.4 15.3 224 5550 male 2008
## 213 Gentoo Biscoe 45.3 13.8 208 4200 female 2008
## 214 Gentoo Biscoe 46.2 14.9 221 5300 male 2008
## 215 Gentoo Biscoe 45.7 13.9 214 4400 female 2008
## 216 Gentoo Biscoe 54.3 15.7 231 5650 male 2008
## 217 Gentoo Biscoe 45.8 14.2 219 4700 female 2008
## 218 Gentoo Biscoe 49.8 16.8 230 5700 male 2008
## 219 Gentoo Biscoe 46.2 14.4 214 4650 <NA> 2008
## 220 Gentoo Biscoe 49.5 16.2 229 5800 male 2008
## 221 Gentoo Biscoe 43.5 14.2 220 4700 female 2008
## 222 Gentoo Biscoe 50.7 15.0 223 5550 male 2008
## 223 Gentoo Biscoe 47.7 15.0 216 4750 female 2008
## 224 Gentoo Biscoe 46.4 15.6 221 5000 male 2008
## 225 Gentoo Biscoe 48.2 15.6 221 5100 male 2008
## 226 Gentoo Biscoe 46.5 14.8 217 5200 female 2008
## 227 Gentoo Biscoe 46.4 15.0 216 4700 female 2008
## 228 Gentoo Biscoe 48.6 16.0 230 5800 male 2008
## 229 Gentoo Biscoe 47.5 14.2 209 4600 female 2008
## 230 Gentoo Biscoe 51.1 16.3 220 6000 male 2008
## 231 Gentoo Biscoe 45.2 13.8 215 4750 female 2008
## 232 Gentoo Biscoe 45.2 16.4 223 5950 male 2008
## 233 Gentoo Biscoe 49.1 14.5 212 4625 female 2009
## 234 Gentoo Biscoe 52.5 15.6 221 5450 male 2009
## 235 Gentoo Biscoe 47.4 14.6 212 4725 female 2009
## 236 Gentoo Biscoe 50.0 15.9 224 5350 male 2009
## 237 Gentoo Biscoe 44.9 13.8 212 4750 female 2009
## 238 Gentoo Biscoe 50.8 17.3 228 5600 male 2009
## 239 Gentoo Biscoe 43.4 14.4 218 4600 female 2009
## 240 Gentoo Biscoe 51.3 14.2 218 5300 male 2009
## 241 Gentoo Biscoe 47.5 14.0 212 4875 female 2009
## 242 Gentoo Biscoe 52.1 17.0 230 5550 male 2009
## 243 Gentoo Biscoe 47.5 15.0 218 4950 female 2009
## 244 Gentoo Biscoe 52.2 17.1 228 5400 male 2009
## 245 Gentoo Biscoe 45.5 14.5 212 4750 female 2009
## 246 Gentoo Biscoe 49.5 16.1 224 5650 male 2009
## 247 Gentoo Biscoe 44.5 14.7 214 4850 female 2009
## 248 Gentoo Biscoe 50.8 15.7 226 5200 male 2009
## 249 Gentoo Biscoe 49.4 15.8 216 4925 male 2009
## 250 Gentoo Biscoe 46.9 14.6 222 4875 female 2009
## 251 Gentoo Biscoe 48.4 14.4 203 4625 female 2009
## 252 Gentoo Biscoe 51.1 16.5 225 5250 male 2009
## 253 Gentoo Biscoe 48.5 15.0 219 4850 female 2009
## 254 Gentoo Biscoe 55.9 17.0 228 5600 male 2009
## 255 Gentoo Biscoe 47.2 15.5 215 4975 female 2009
## 256 Gentoo Biscoe 49.1 15.0 228 5500 male 2009
## 257 Gentoo Biscoe 47.3 13.8 216 4725 <NA> 2009
## 258 Gentoo Biscoe 46.8 16.1 215 5500 male 2009
## 259 Gentoo Biscoe 41.7 14.7 210 4700 female 2009
## 260 Gentoo Biscoe 53.4 15.8 219 5500 male 2009
## 261 Gentoo Biscoe 43.3 14.0 208 4575 female 2009
## 262 Gentoo Biscoe 48.1 15.1 209 5500 male 2009
## 263 Gentoo Biscoe 50.5 15.2 216 5000 female 2009
## 264 Gentoo Biscoe 49.8 15.9 229 5950 male 2009
## 265 Gentoo Biscoe 43.5 15.2 213 4650 female 2009
## 266 Gentoo Biscoe 51.5 16.3 230 5500 male 2009
## 267 Gentoo Biscoe 46.2 14.1 217 4375 female 2009
## 268 Gentoo Biscoe 55.1 16.0 230 5850 male 2009
## 269 Gentoo Biscoe 44.5 15.7 217 4875 <NA> 2009
## 270 Gentoo Biscoe 48.8 16.2 222 6000 male 2009
## 271 Gentoo Biscoe 47.2 13.7 214 4925 female 2009
## 272 Gentoo Biscoe NA NA NA NA <NA> 2009
## 273 Gentoo Biscoe 46.8 14.3 215 4850 female 2009
## 274 Gentoo Biscoe 50.4 15.7 222 5750 male 2009
## 275 Gentoo Biscoe 45.2 14.8 212 5200 female 2009
## 276 Gentoo Biscoe 49.9 16.1 213 5400 male 2009
## 277 Chinstrap Dream 46.5 17.9 192 3500 female 2007
## 278 Chinstrap Dream 50.0 19.5 196 3900 male 2007
## 279 Chinstrap Dream 51.3 19.2 193 3650 male 2007
## 280 Chinstrap Dream 45.4 18.7 188 3525 female 2007
## 281 Chinstrap Dream 52.7 19.8 197 3725 male 2007
## 282 Chinstrap Dream 45.2 17.8 198 3950 female 2007
## 283 Chinstrap Dream 46.1 18.2 178 3250 female 2007
## 284 Chinstrap Dream 51.3 18.2 197 3750 male 2007
## 285 Chinstrap Dream 46.0 18.9 195 4150 female 2007
## 286 Chinstrap Dream 51.3 19.9 198 3700 male 2007
## 287 Chinstrap Dream 46.6 17.8 193 3800 female 2007
## 288 Chinstrap Dream 51.7 20.3 194 3775 male 2007
## 289 Chinstrap Dream 47.0 17.3 185 3700 female 2007
## 290 Chinstrap Dream 52.0 18.1 201 4050 male 2007
## 291 Chinstrap Dream 45.9 17.1 190 3575 female 2007
## 292 Chinstrap Dream 50.5 19.6 201 4050 male 2007
## 293 Chinstrap Dream 50.3 20.0 197 3300 male 2007
## 294 Chinstrap Dream 58.0 17.8 181 3700 female 2007
## 295 Chinstrap Dream 46.4 18.6 190 3450 female 2007
## 296 Chinstrap Dream 49.2 18.2 195 4400 male 2007
## 297 Chinstrap Dream 42.4 17.3 181 3600 female 2007
## 298 Chinstrap Dream 48.5 17.5 191 3400 male 2007
## 299 Chinstrap Dream 43.2 16.6 187 2900 female 2007
## 300 Chinstrap Dream 50.6 19.4 193 3800 male 2007
## 301 Chinstrap Dream 46.7 17.9 195 3300 female 2007
## 302 Chinstrap Dream 52.0 19.0 197 4150 male 2007
## 303 Chinstrap Dream 50.5 18.4 200 3400 female 2008
## 304 Chinstrap Dream 49.5 19.0 200 3800 male 2008
## 305 Chinstrap Dream 46.4 17.8 191 3700 female 2008
## 306 Chinstrap Dream 52.8 20.0 205 4550 male 2008
## 307 Chinstrap Dream 40.9 16.6 187 3200 female 2008
## 308 Chinstrap Dream 54.2 20.8 201 4300 male 2008
## 309 Chinstrap Dream 42.5 16.7 187 3350 female 2008
## 310 Chinstrap Dream 51.0 18.8 203 4100 male 2008
## 311 Chinstrap Dream 49.7 18.6 195 3600 male 2008
## 312 Chinstrap Dream 47.5 16.8 199 3900 female 2008
## 313 Chinstrap Dream 47.6 18.3 195 3850 female 2008
## 314 Chinstrap Dream 52.0 20.7 210 4800 male 2008
## 315 Chinstrap Dream 46.9 16.6 192 2700 female 2008
## 316 Chinstrap Dream 53.5 19.9 205 4500 male 2008
## 317 Chinstrap Dream 49.0 19.5 210 3950 male 2008
## 318 Chinstrap Dream 46.2 17.5 187 3650 female 2008
## 319 Chinstrap Dream 50.9 19.1 196 3550 male 2008
## 320 Chinstrap Dream 45.5 17.0 196 3500 female 2008
## 321 Chinstrap Dream 50.9 17.9 196 3675 female 2009
## 322 Chinstrap Dream 50.8 18.5 201 4450 male 2009
## 323 Chinstrap Dream 50.1 17.9 190 3400 female 2009
## 324 Chinstrap Dream 49.0 19.6 212 4300 male 2009
## 325 Chinstrap Dream 51.5 18.7 187 3250 male 2009
## 326 Chinstrap Dream 49.8 17.3 198 3675 female 2009
## 327 Chinstrap Dream 48.1 16.4 199 3325 female 2009
## 328 Chinstrap Dream 51.4 19.0 201 3950 male 2009
## 329 Chinstrap Dream 45.7 17.3 193 3600 female 2009
## 330 Chinstrap Dream 50.7 19.7 203 4050 male 2009
## 331 Chinstrap Dream 42.5 17.3 187 3350 female 2009
## 332 Chinstrap Dream 52.2 18.8 197 3450 male 2009
## 333 Chinstrap Dream 45.2 16.6 191 3250 female 2009
## 334 Chinstrap Dream 49.3 19.9 203 4050 male 2009
## 335 Chinstrap Dream 50.2 18.8 202 3800 male 2009
## 336 Chinstrap Dream 45.6 19.4 194 3525 female 2009
## 337 Chinstrap Dream 51.9 19.5 206 3950 male 2009
## 338 Chinstrap Dream 46.8 16.5 189 3650 female 2009
## 339 Chinstrap Dream 45.7 17.0 195 3650 female 2009
## 340 Chinstrap Dream 55.8 19.8 207 4000 male 2009
## 341 Chinstrap Dream 43.5 18.1 202 3400 female 2009
## 342 Chinstrap Dream 49.6 18.2 193 3775 male 2009
## 343 Chinstrap Dream 50.8 19.0 210 4100 male 2009
## 344 Chinstrap Dream 50.2 18.7 198 3775 female 2009
## agirlik
## 1 Light
## 2 Light
## 3 Very Light
## 4 <NA>
## 5 Very Light
## 6 Light
## 7 Light
## 8 Heavy
## 9 Very Light
## 10 Heavy
## 11 Very Light
## 12 Light
## 13 Very Light
## 14 Light
## 15 Heavy
## 16 Light
## 17 Very Light
## 18 Heavy
## 19 Very Light
## 20 Heavy
## 21 Very Light
## 22 Light
## 23 Light
## 24 Light
## 25 Light
## 26 Light
## 27 Light
## 28 Very Light
## 29 Very Light
## 30 Light
## 31 Very Light
## 32 Light
## 33 Very Light
## 34 Light
## 35 Very Light
## 36 Heavy
## 37 Light
## 38 Light
## 39 Very Light
## 40 Heavy
## 41 Very Light
## 42 Light
## 43 Very Light
## 44 Heavy
## 45 Very Light
## 46 Heavy
## 47 Very Light
## 48 Very Light
## 49 Very Light
## 50 Heavy
## 51 Light
## 52 Heavy
## 53 Very Light
## 54 Heavy
## 55 Very Light
## 56 Light
## 57 Light
## 58 Light
## 59 Very Light
## 60 Light
## 61 Very Light
## 62 Heavy
## 63 Light
## 64 Heavy
## 65 Very Light
## 66 Light
## 67 Very Light
## 68 Heavy
## 69 Very Light
## 70 Heavy
## 71 Light
## 72 Light
## 73 Light
## 74 Heavy
## 75 Light
## 76 Heavy
## 77 Light
## 78 Light
## 79 Light
## 80 <NA>
## 81 Very Light
## 82 Heavy
## 83 Light
## 84 Heavy
## 85 Very Light
## 86 Light
## 87 Light
## 88 Light
## 89 Light
## 90 Light
## 91 Light
## 92 Heavy
## 93 Very Light
## 94 Heavy
## 95 Very Light
## 96 Heavy
## 97 Light
## 98 Heavy
## 99 Very Light
## 100 Heavy
## 101 Light
## 102 Heavy
## 103 Very Light
## 104 Heavy
## 105 Very Light
## 106 Light
## 107 Light
## 108 Light
## 109 Very Light
## 110 Heavy
## 111 Light
## 112 Heavy
## 113 Very Light
## 114 Heavy
## 115 Light
## 116 Heavy
## 117 Very Light
## 118 Light
## 119 Very Light
## 120 Very Light
## 121 Very Light
## 122 Light
## 123 Very Light
## 124 Light
## 125 Very Light
## 126 <NA>
## 127 Very Light
## 128 Heavy
## 129 Very Light
## 130 <NA>
## 131 Very Light
## 132 Light
## 133 Light
## 134 Heavy
## 135 Very Light
## 136 Light
## 137 Very Light
## 138 Light
## 139 Very Light
## 140 Heavy
## 141 Very Light
## 142 Very Light
## 143 Very Light
## 144 Light
## 145 Very Light
## 146 Light
## 147 Heavy
## 148 Very Light
## 149 Very Light
## 150 Light
## 151 Light
## 152 <NA>
## 153 Heavy
## 154 Heavy
## 155 Heavy
## 156 Heavy
## 157 Heavy
## 158 Heavy
## 159 Heavy
## 160 Heavy
## 161 Heavy
## 162 Heavy
## 163 Heavy
## 164 Heavy
## 165 Heavy
## 166 Heavy
## 167 Heavy
## 168 Heavy
## 169 Heavy
## 170 Heavy
## 171 Heavy
## 172 Heavy
## 173 Heavy
## 174 Heavy
## 175 Heavy
## 176 Heavy
## 177 Heavy
## 178 Heavy
## 179 Heavy
## 180 Heavy
## 181 Heavy
## 182 Heavy
## 183 Heavy
## 184 Heavy
## 185 Heavy
## 186 Heavy
## 187 Heavy
## 188 Heavy
## 189 Heavy
## 190 Heavy
## 191 Heavy
## 192 Heavy
## 193 Light
## 194 Heavy
## 195 Heavy
## 196 Heavy
## 197 Heavy
## 198 Heavy
## 199 Heavy
## 200 Heavy
## 201 Heavy
## 202 Heavy
## 203 Heavy
## 204 Heavy
## 205 Heavy
## 206 Heavy
## 207 Heavy
## 208 Heavy
## 209 Heavy
## 210 Heavy
## 211 Heavy
## 212 Heavy
## 213 Heavy
## 214 Heavy
## 215 Heavy
## 216 Heavy
## 217 Heavy
## 218 Heavy
## 219 Heavy
## 220 Heavy
## 221 Heavy
## 222 Heavy
## 223 Heavy
## 224 Heavy
## 225 Heavy
## 226 Heavy
## 227 Heavy
## 228 Heavy
## 229 Heavy
## 230 Heavy
## 231 Heavy
## 232 Heavy
## 233 Heavy
## 234 Heavy
## 235 Heavy
## 236 Heavy
## 237 Heavy
## 238 Heavy
## 239 Heavy
## 240 Heavy
## 241 Heavy
## 242 Heavy
## 243 Heavy
## 244 Heavy
## 245 Heavy
## 246 Heavy
## 247 Heavy
## 248 Heavy
## 249 Heavy
## 250 Heavy
## 251 Heavy
## 252 Heavy
## 253 Heavy
## 254 Heavy
## 255 Heavy
## 256 Heavy
## 257 Heavy
## 258 Heavy
## 259 Heavy
## 260 Heavy
## 261 Heavy
## 262 Heavy
## 263 Heavy
## 264 Heavy
## 265 Heavy
## 266 Heavy
## 267 Heavy
## 268 Heavy
## 269 Heavy
## 270 Heavy
## 271 Heavy
## 272 <NA>
## 273 Heavy
## 274 Heavy
## 275 Heavy
## 276 Heavy
## 277 Light
## 278 Light
## 279 Light
## 280 Light
## 281 Light
## 282 Light
## 283 Very Light
## 284 Light
## 285 Heavy
## 286 Light
## 287 Light
## 288 Light
## 289 Light
## 290 Heavy
## 291 Light
## 292 Heavy
## 293 Very Light
## 294 Light
## 295 Very Light
## 296 Heavy
## 297 Light
## 298 Very Light
## 299 Very Light
## 300 Light
## 301 Very Light
## 302 Heavy
## 303 Very Light
## 304 Light
## 305 Light
## 306 Heavy
## 307 Very Light
## 308 Heavy
## 309 Very Light
## 310 Heavy
## 311 Light
## 312 Light
## 313 Light
## 314 Heavy
## 315 Very Light
## 316 Heavy
## 317 Light
## 318 Light
## 319 Light
## 320 Light
## 321 Light
## 322 Heavy
## 323 Very Light
## 324 Heavy
## 325 Very Light
## 326 Light
## 327 Very Light
## 328 Light
## 329 Light
## 330 Heavy
## 331 Very Light
## 332 Very Light
## 333 Very Light
## 334 Heavy
## 335 Light
## 336 Light
## 337 Light
## 338 Light
## 339 Light
## 340 <NA>
## 341 Very Light
## 342 Light
## 343 Heavy
## 344 Light
penguenler %>%
transmute(agirlik = case_when(body_mass < 3500 ~ "Very Light", body_mass >= 3500 & body_mass < 4000 ~ "Light", body_mass > 4000 ~ "Heavy"))
## agirlik
## 1 Light
## 2 Light
## 3 Very Light
## 4 <NA>
## 5 Very Light
## 6 Light
## 7 Light
## 8 Heavy
## 9 Very Light
## 10 Heavy
## 11 Very Light
## 12 Light
## 13 Very Light
## 14 Light
## 15 Heavy
## 16 Light
## 17 Very Light
## 18 Heavy
## 19 Very Light
## 20 Heavy
## 21 Very Light
## 22 Light
## 23 Light
## 24 Light
## 25 Light
## 26 Light
## 27 Light
## 28 Very Light
## 29 Very Light
## 30 Light
## 31 Very Light
## 32 Light
## 33 Very Light
## 34 Light
## 35 Very Light
## 36 Heavy
## 37 Light
## 38 Light
## 39 Very Light
## 40 Heavy
## 41 Very Light
## 42 Light
## 43 Very Light
## 44 Heavy
## 45 Very Light
## 46 Heavy
## 47 Very Light
## 48 Very Light
## 49 Very Light
## 50 Heavy
## 51 Light
## 52 Heavy
## 53 Very Light
## 54 Heavy
## 55 Very Light
## 56 Light
## 57 Light
## 58 Light
## 59 Very Light
## 60 Light
## 61 Very Light
## 62 Heavy
## 63 Light
## 64 Heavy
## 65 Very Light
## 66 Light
## 67 Very Light
## 68 Heavy
## 69 Very Light
## 70 Heavy
## 71 Light
## 72 Light
## 73 Light
## 74 Heavy
## 75 Light
## 76 Heavy
## 77 Light
## 78 Light
## 79 Light
## 80 <NA>
## 81 Very Light
## 82 Heavy
## 83 Light
## 84 Heavy
## 85 Very Light
## 86 Light
## 87 Light
## 88 Light
## 89 Light
## 90 Light
## 91 Light
## 92 Heavy
## 93 Very Light
## 94 Heavy
## 95 Very Light
## 96 Heavy
## 97 Light
## 98 Heavy
## 99 Very Light
## 100 Heavy
## 101 Light
## 102 Heavy
## 103 Very Light
## 104 Heavy
## 105 Very Light
## 106 Light
## 107 Light
## 108 Light
## 109 Very Light
## 110 Heavy
## 111 Light
## 112 Heavy
## 113 Very Light
## 114 Heavy
## 115 Light
## 116 Heavy
## 117 Very Light
## 118 Light
## 119 Very Light
## 120 Very Light
## 121 Very Light
## 122 Light
## 123 Very Light
## 124 Light
## 125 Very Light
## 126 <NA>
## 127 Very Light
## 128 Heavy
## 129 Very Light
## 130 <NA>
## 131 Very Light
## 132 Light
## 133 Light
## 134 Heavy
## 135 Very Light
## 136 Light
## 137 Very Light
## 138 Light
## 139 Very Light
## 140 Heavy
## 141 Very Light
## 142 Very Light
## 143 Very Light
## 144 Light
## 145 Very Light
## 146 Light
## 147 Heavy
## 148 Very Light
## 149 Very Light
## 150 Light
## 151 Light
## 152 <NA>
## 153 Heavy
## 154 Heavy
## 155 Heavy
## 156 Heavy
## 157 Heavy
## 158 Heavy
## 159 Heavy
## 160 Heavy
## 161 Heavy
## 162 Heavy
## 163 Heavy
## 164 Heavy
## 165 Heavy
## 166 Heavy
## 167 Heavy
## 168 Heavy
## 169 Heavy
## 170 Heavy
## 171 Heavy
## 172 Heavy
## 173 Heavy
## 174 Heavy
## 175 Heavy
## 176 Heavy
## 177 Heavy
## 178 Heavy
## 179 Heavy
## 180 Heavy
## 181 Heavy
## 182 Heavy
## 183 Heavy
## 184 Heavy
## 185 Heavy
## 186 Heavy
## 187 Heavy
## 188 Heavy
## 189 Heavy
## 190 Heavy
## 191 Heavy
## 192 Heavy
## 193 Light
## 194 Heavy
## 195 Heavy
## 196 Heavy
## 197 Heavy
## 198 Heavy
## 199 Heavy
## 200 Heavy
## 201 Heavy
## 202 Heavy
## 203 Heavy
## 204 Heavy
## 205 Heavy
## 206 Heavy
## 207 Heavy
## 208 Heavy
## 209 Heavy
## 210 Heavy
## 211 Heavy
## 212 Heavy
## 213 Heavy
## 214 Heavy
## 215 Heavy
## 216 Heavy
## 217 Heavy
## 218 Heavy
## 219 Heavy
## 220 Heavy
## 221 Heavy
## 222 Heavy
## 223 Heavy
## 224 Heavy
## 225 Heavy
## 226 Heavy
## 227 Heavy
## 228 Heavy
## 229 Heavy
## 230 Heavy
## 231 Heavy
## 232 Heavy
## 233 Heavy
## 234 Heavy
## 235 Heavy
## 236 Heavy
## 237 Heavy
## 238 Heavy
## 239 Heavy
## 240 Heavy
## 241 Heavy
## 242 Heavy
## 243 Heavy
## 244 Heavy
## 245 Heavy
## 246 Heavy
## 247 Heavy
## 248 Heavy
## 249 Heavy
## 250 Heavy
## 251 Heavy
## 252 Heavy
## 253 Heavy
## 254 Heavy
## 255 Heavy
## 256 Heavy
## 257 Heavy
## 258 Heavy
## 259 Heavy
## 260 Heavy
## 261 Heavy
## 262 Heavy
## 263 Heavy
## 264 Heavy
## 265 Heavy
## 266 Heavy
## 267 Heavy
## 268 Heavy
## 269 Heavy
## 270 Heavy
## 271 Heavy
## 272 <NA>
## 273 Heavy
## 274 Heavy
## 275 Heavy
## 276 Heavy
## 277 Light
## 278 Light
## 279 Light
## 280 Light
## 281 Light
## 282 Light
## 283 Very Light
## 284 Light
## 285 Heavy
## 286 Light
## 287 Light
## 288 Light
## 289 Light
## 290 Heavy
## 291 Light
## 292 Heavy
## 293 Very Light
## 294 Light
## 295 Very Light
## 296 Heavy
## 297 Light
## 298 Very Light
## 299 Very Light
## 300 Light
## 301 Very Light
## 302 Heavy
## 303 Very Light
## 304 Light
## 305 Light
## 306 Heavy
## 307 Very Light
## 308 Heavy
## 309 Very Light
## 310 Heavy
## 311 Light
## 312 Light
## 313 Light
## 314 Heavy
## 315 Very Light
## 316 Heavy
## 317 Light
## 318 Light
## 319 Light
## 320 Light
## 321 Light
## 322 Heavy
## 323 Very Light
## 324 Heavy
## 325 Very Light
## 326 Light
## 327 Very Light
## 328 Light
## 329 Light
## 330 Heavy
## 331 Very Light
## 332 Very Light
## 333 Very Light
## 334 Heavy
## 335 Light
## 336 Light
## 337 Light
## 338 Light
## 339 Light
## 340 <NA>
## 341 Very Light
## 342 Light
## 343 Heavy
## 344 Light
denemesell <- penguenler %>%
group_by(species,sex)
denemesell %>%
count()
## # A tibble: 8 × 3
## # Groups: species, sex [8]
## species sex n
## <fct> <fct> <int>
## 1 Adelie female 73
## 2 Adelie male 73
## 3 Adelie <NA> 6
## 4 Chinstrap female 34
## 5 Chinstrap male 34
## 6 Gentoo female 58
## 7 Gentoo male 61
## 8 Gentoo <NA> 5
denemesell %>%
ungroup() %>%
slice_sample(n = 5)
## # A tibble: 5 × 8
## species island bill_len bill_dep flipper_len body_mass sex year
## <fct> <fct> <dbl> <dbl> <int> <int> <fct> <int>
## 1 Gentoo Biscoe 46.6 14.2 210 4850 female 2008
## 2 Gentoo Biscoe 43.8 13.9 208 4300 female 2008
## 3 Gentoo Biscoe 47.2 13.7 214 4925 female 2009
## 4 Gentoo Biscoe 49.4 15.8 216 4925 male 2009
## 5 Adelie Dream 42.3 21.2 191 4150 male 2007
penguenler %>%
slice_max(body_mass,n=3)
## species island bill_len bill_dep flipper_len body_mass sex year
## 1 Gentoo Biscoe 49.2 15.2 221 6300 male 2007
## 2 Gentoo Biscoe 59.6 17.0 230 6050 male 2007
## 3 Gentoo Biscoe 51.1 16.3 220 6000 male 2008
## 4 Gentoo Biscoe 48.8 16.2 222 6000 male 2009
penguen2 <- penguenler %>%
select(species,island,body_mass)
penguen23 <- penguenler %>%
select(-body_mass)
penguen23
## species island bill_len bill_dep flipper_len sex year
## 1 Adelie Torgersen 39.1 18.7 181 male 2007
## 2 Adelie Torgersen 39.5 17.4 186 female 2007
## 3 Adelie Torgersen 40.3 18.0 195 female 2007
## 4 Adelie Torgersen NA NA NA <NA> 2007
## 5 Adelie Torgersen 36.7 19.3 193 female 2007
## 6 Adelie Torgersen 39.3 20.6 190 male 2007
## 7 Adelie Torgersen 38.9 17.8 181 female 2007
## 8 Adelie Torgersen 39.2 19.6 195 male 2007
## 9 Adelie Torgersen 34.1 18.1 193 <NA> 2007
## 10 Adelie Torgersen 42.0 20.2 190 <NA> 2007
## 11 Adelie Torgersen 37.8 17.1 186 <NA> 2007
## 12 Adelie Torgersen 37.8 17.3 180 <NA> 2007
## 13 Adelie Torgersen 41.1 17.6 182 female 2007
## 14 Adelie Torgersen 38.6 21.2 191 male 2007
## 15 Adelie Torgersen 34.6 21.1 198 male 2007
## 16 Adelie Torgersen 36.6 17.8 185 female 2007
## 17 Adelie Torgersen 38.7 19.0 195 female 2007
## 18 Adelie Torgersen 42.5 20.7 197 male 2007
## 19 Adelie Torgersen 34.4 18.4 184 female 2007
## 20 Adelie Torgersen 46.0 21.5 194 male 2007
## 21 Adelie Biscoe 37.8 18.3 174 female 2007
## 22 Adelie Biscoe 37.7 18.7 180 male 2007
## 23 Adelie Biscoe 35.9 19.2 189 female 2007
## 24 Adelie Biscoe 38.2 18.1 185 male 2007
## 25 Adelie Biscoe 38.8 17.2 180 male 2007
## 26 Adelie Biscoe 35.3 18.9 187 female 2007
## 27 Adelie Biscoe 40.6 18.6 183 male 2007
## 28 Adelie Biscoe 40.5 17.9 187 female 2007
## 29 Adelie Biscoe 37.9 18.6 172 female 2007
## 30 Adelie Biscoe 40.5 18.9 180 male 2007
## 31 Adelie Dream 39.5 16.7 178 female 2007
## 32 Adelie Dream 37.2 18.1 178 male 2007
## 33 Adelie Dream 39.5 17.8 188 female 2007
## 34 Adelie Dream 40.9 18.9 184 male 2007
## 35 Adelie Dream 36.4 17.0 195 female 2007
## 36 Adelie Dream 39.2 21.1 196 male 2007
## 37 Adelie Dream 38.8 20.0 190 male 2007
## 38 Adelie Dream 42.2 18.5 180 female 2007
## 39 Adelie Dream 37.6 19.3 181 female 2007
## 40 Adelie Dream 39.8 19.1 184 male 2007
## 41 Adelie Dream 36.5 18.0 182 female 2007
## 42 Adelie Dream 40.8 18.4 195 male 2007
## 43 Adelie Dream 36.0 18.5 186 female 2007
## 44 Adelie Dream 44.1 19.7 196 male 2007
## 45 Adelie Dream 37.0 16.9 185 female 2007
## 46 Adelie Dream 39.6 18.8 190 male 2007
## 47 Adelie Dream 41.1 19.0 182 male 2007
## 48 Adelie Dream 37.5 18.9 179 <NA> 2007
## 49 Adelie Dream 36.0 17.9 190 female 2007
## 50 Adelie Dream 42.3 21.2 191 male 2007
## 51 Adelie Biscoe 39.6 17.7 186 female 2008
## 52 Adelie Biscoe 40.1 18.9 188 male 2008
## 53 Adelie Biscoe 35.0 17.9 190 female 2008
## 54 Adelie Biscoe 42.0 19.5 200 male 2008
## 55 Adelie Biscoe 34.5 18.1 187 female 2008
## 56 Adelie Biscoe 41.4 18.6 191 male 2008
## 57 Adelie Biscoe 39.0 17.5 186 female 2008
## 58 Adelie Biscoe 40.6 18.8 193 male 2008
## 59 Adelie Biscoe 36.5 16.6 181 female 2008
## 60 Adelie Biscoe 37.6 19.1 194 male 2008
## 61 Adelie Biscoe 35.7 16.9 185 female 2008
## 62 Adelie Biscoe 41.3 21.1 195 male 2008
## 63 Adelie Biscoe 37.6 17.0 185 female 2008
## 64 Adelie Biscoe 41.1 18.2 192 male 2008
## 65 Adelie Biscoe 36.4 17.1 184 female 2008
## 66 Adelie Biscoe 41.6 18.0 192 male 2008
## 67 Adelie Biscoe 35.5 16.2 195 female 2008
## 68 Adelie Biscoe 41.1 19.1 188 male 2008
## 69 Adelie Torgersen 35.9 16.6 190 female 2008
## 70 Adelie Torgersen 41.8 19.4 198 male 2008
## 71 Adelie Torgersen 33.5 19.0 190 female 2008
## 72 Adelie Torgersen 39.7 18.4 190 male 2008
## 73 Adelie Torgersen 39.6 17.2 196 female 2008
## 74 Adelie Torgersen 45.8 18.9 197 male 2008
## 75 Adelie Torgersen 35.5 17.5 190 female 2008
## 76 Adelie Torgersen 42.8 18.5 195 male 2008
## 77 Adelie Torgersen 40.9 16.8 191 female 2008
## 78 Adelie Torgersen 37.2 19.4 184 male 2008
## 79 Adelie Torgersen 36.2 16.1 187 female 2008
## 80 Adelie Torgersen 42.1 19.1 195 male 2008
## 81 Adelie Torgersen 34.6 17.2 189 female 2008
## 82 Adelie Torgersen 42.9 17.6 196 male 2008
## 83 Adelie Torgersen 36.7 18.8 187 female 2008
## 84 Adelie Torgersen 35.1 19.4 193 male 2008
## 85 Adelie Dream 37.3 17.8 191 female 2008
## 86 Adelie Dream 41.3 20.3 194 male 2008
## 87 Adelie Dream 36.3 19.5 190 male 2008
## 88 Adelie Dream 36.9 18.6 189 female 2008
## 89 Adelie Dream 38.3 19.2 189 male 2008
## 90 Adelie Dream 38.9 18.8 190 female 2008
## 91 Adelie Dream 35.7 18.0 202 female 2008
## 92 Adelie Dream 41.1 18.1 205 male 2008
## 93 Adelie Dream 34.0 17.1 185 female 2008
## 94 Adelie Dream 39.6 18.1 186 male 2008
## 95 Adelie Dream 36.2 17.3 187 female 2008
## 96 Adelie Dream 40.8 18.9 208 male 2008
## 97 Adelie Dream 38.1 18.6 190 female 2008
## 98 Adelie Dream 40.3 18.5 196 male 2008
## 99 Adelie Dream 33.1 16.1 178 female 2008
## 100 Adelie Dream 43.2 18.5 192 male 2008
## 101 Adelie Biscoe 35.0 17.9 192 female 2009
## 102 Adelie Biscoe 41.0 20.0 203 male 2009
## 103 Adelie Biscoe 37.7 16.0 183 female 2009
## 104 Adelie Biscoe 37.8 20.0 190 male 2009
## 105 Adelie Biscoe 37.9 18.6 193 female 2009
## 106 Adelie Biscoe 39.7 18.9 184 male 2009
## 107 Adelie Biscoe 38.6 17.2 199 female 2009
## 108 Adelie Biscoe 38.2 20.0 190 male 2009
## 109 Adelie Biscoe 38.1 17.0 181 female 2009
## 110 Adelie Biscoe 43.2 19.0 197 male 2009
## 111 Adelie Biscoe 38.1 16.5 198 female 2009
## 112 Adelie Biscoe 45.6 20.3 191 male 2009
## 113 Adelie Biscoe 39.7 17.7 193 female 2009
## 114 Adelie Biscoe 42.2 19.5 197 male 2009
## 115 Adelie Biscoe 39.6 20.7 191 female 2009
## 116 Adelie Biscoe 42.7 18.3 196 male 2009
## 117 Adelie Torgersen 38.6 17.0 188 female 2009
## 118 Adelie Torgersen 37.3 20.5 199 male 2009
## 119 Adelie Torgersen 35.7 17.0 189 female 2009
## 120 Adelie Torgersen 41.1 18.6 189 male 2009
## 121 Adelie Torgersen 36.2 17.2 187 female 2009
## 122 Adelie Torgersen 37.7 19.8 198 male 2009
## 123 Adelie Torgersen 40.2 17.0 176 female 2009
## 124 Adelie Torgersen 41.4 18.5 202 male 2009
## 125 Adelie Torgersen 35.2 15.9 186 female 2009
## 126 Adelie Torgersen 40.6 19.0 199 male 2009
## 127 Adelie Torgersen 38.8 17.6 191 female 2009
## 128 Adelie Torgersen 41.5 18.3 195 male 2009
## 129 Adelie Torgersen 39.0 17.1 191 female 2009
## 130 Adelie Torgersen 44.1 18.0 210 male 2009
## 131 Adelie Torgersen 38.5 17.9 190 female 2009
## 132 Adelie Torgersen 43.1 19.2 197 male 2009
## 133 Adelie Dream 36.8 18.5 193 female 2009
## 134 Adelie Dream 37.5 18.5 199 male 2009
## 135 Adelie Dream 38.1 17.6 187 female 2009
## 136 Adelie Dream 41.1 17.5 190 male 2009
## 137 Adelie Dream 35.6 17.5 191 female 2009
## 138 Adelie Dream 40.2 20.1 200 male 2009
## 139 Adelie Dream 37.0 16.5 185 female 2009
## 140 Adelie Dream 39.7 17.9 193 male 2009
## 141 Adelie Dream 40.2 17.1 193 female 2009
## 142 Adelie Dream 40.6 17.2 187 male 2009
## 143 Adelie Dream 32.1 15.5 188 female 2009
## 144 Adelie Dream 40.7 17.0 190 male 2009
## 145 Adelie Dream 37.3 16.8 192 female 2009
## 146 Adelie Dream 39.0 18.7 185 male 2009
## 147 Adelie Dream 39.2 18.6 190 male 2009
## 148 Adelie Dream 36.6 18.4 184 female 2009
## 149 Adelie Dream 36.0 17.8 195 female 2009
## 150 Adelie Dream 37.8 18.1 193 male 2009
## 151 Adelie Dream 36.0 17.1 187 female 2009
## 152 Adelie Dream 41.5 18.5 201 male 2009
## 153 Gentoo Biscoe 46.1 13.2 211 female 2007
## 154 Gentoo Biscoe 50.0 16.3 230 male 2007
## 155 Gentoo Biscoe 48.7 14.1 210 female 2007
## 156 Gentoo Biscoe 50.0 15.2 218 male 2007
## 157 Gentoo Biscoe 47.6 14.5 215 male 2007
## 158 Gentoo Biscoe 46.5 13.5 210 female 2007
## 159 Gentoo Biscoe 45.4 14.6 211 female 2007
## 160 Gentoo Biscoe 46.7 15.3 219 male 2007
## 161 Gentoo Biscoe 43.3 13.4 209 female 2007
## 162 Gentoo Biscoe 46.8 15.4 215 male 2007
## 163 Gentoo Biscoe 40.9 13.7 214 female 2007
## 164 Gentoo Biscoe 49.0 16.1 216 male 2007
## 165 Gentoo Biscoe 45.5 13.7 214 female 2007
## 166 Gentoo Biscoe 48.4 14.6 213 male 2007
## 167 Gentoo Biscoe 45.8 14.6 210 female 2007
## 168 Gentoo Biscoe 49.3 15.7 217 male 2007
## 169 Gentoo Biscoe 42.0 13.5 210 female 2007
## 170 Gentoo Biscoe 49.2 15.2 221 male 2007
## 171 Gentoo Biscoe 46.2 14.5 209 female 2007
## 172 Gentoo Biscoe 48.7 15.1 222 male 2007
## 173 Gentoo Biscoe 50.2 14.3 218 male 2007
## 174 Gentoo Biscoe 45.1 14.5 215 female 2007
## 175 Gentoo Biscoe 46.5 14.5 213 female 2007
## 176 Gentoo Biscoe 46.3 15.8 215 male 2007
## 177 Gentoo Biscoe 42.9 13.1 215 female 2007
## 178 Gentoo Biscoe 46.1 15.1 215 male 2007
## 179 Gentoo Biscoe 44.5 14.3 216 <NA> 2007
## 180 Gentoo Biscoe 47.8 15.0 215 male 2007
## 181 Gentoo Biscoe 48.2 14.3 210 female 2007
## 182 Gentoo Biscoe 50.0 15.3 220 male 2007
## 183 Gentoo Biscoe 47.3 15.3 222 male 2007
## 184 Gentoo Biscoe 42.8 14.2 209 female 2007
## 185 Gentoo Biscoe 45.1 14.5 207 female 2007
## 186 Gentoo Biscoe 59.6 17.0 230 male 2007
## 187 Gentoo Biscoe 49.1 14.8 220 female 2008
## 188 Gentoo Biscoe 48.4 16.3 220 male 2008
## 189 Gentoo Biscoe 42.6 13.7 213 female 2008
## 190 Gentoo Biscoe 44.4 17.3 219 male 2008
## 191 Gentoo Biscoe 44.0 13.6 208 female 2008
## 192 Gentoo Biscoe 48.7 15.7 208 male 2008
## 193 Gentoo Biscoe 42.7 13.7 208 female 2008
## 194 Gentoo Biscoe 49.6 16.0 225 male 2008
## 195 Gentoo Biscoe 45.3 13.7 210 female 2008
## 196 Gentoo Biscoe 49.6 15.0 216 male 2008
## 197 Gentoo Biscoe 50.5 15.9 222 male 2008
## 198 Gentoo Biscoe 43.6 13.9 217 female 2008
## 199 Gentoo Biscoe 45.5 13.9 210 female 2008
## 200 Gentoo Biscoe 50.5 15.9 225 male 2008
## 201 Gentoo Biscoe 44.9 13.3 213 female 2008
## 202 Gentoo Biscoe 45.2 15.8 215 male 2008
## 203 Gentoo Biscoe 46.6 14.2 210 female 2008
## 204 Gentoo Biscoe 48.5 14.1 220 male 2008
## 205 Gentoo Biscoe 45.1 14.4 210 female 2008
## 206 Gentoo Biscoe 50.1 15.0 225 male 2008
## 207 Gentoo Biscoe 46.5 14.4 217 female 2008
## 208 Gentoo Biscoe 45.0 15.4 220 male 2008
## 209 Gentoo Biscoe 43.8 13.9 208 female 2008
## 210 Gentoo Biscoe 45.5 15.0 220 male 2008
## 211 Gentoo Biscoe 43.2 14.5 208 female 2008
## 212 Gentoo Biscoe 50.4 15.3 224 male 2008
## 213 Gentoo Biscoe 45.3 13.8 208 female 2008
## 214 Gentoo Biscoe 46.2 14.9 221 male 2008
## 215 Gentoo Biscoe 45.7 13.9 214 female 2008
## 216 Gentoo Biscoe 54.3 15.7 231 male 2008
## 217 Gentoo Biscoe 45.8 14.2 219 female 2008
## 218 Gentoo Biscoe 49.8 16.8 230 male 2008
## 219 Gentoo Biscoe 46.2 14.4 214 <NA> 2008
## 220 Gentoo Biscoe 49.5 16.2 229 male 2008
## 221 Gentoo Biscoe 43.5 14.2 220 female 2008
## 222 Gentoo Biscoe 50.7 15.0 223 male 2008
## 223 Gentoo Biscoe 47.7 15.0 216 female 2008
## 224 Gentoo Biscoe 46.4 15.6 221 male 2008
## 225 Gentoo Biscoe 48.2 15.6 221 male 2008
## 226 Gentoo Biscoe 46.5 14.8 217 female 2008
## 227 Gentoo Biscoe 46.4 15.0 216 female 2008
## 228 Gentoo Biscoe 48.6 16.0 230 male 2008
## 229 Gentoo Biscoe 47.5 14.2 209 female 2008
## 230 Gentoo Biscoe 51.1 16.3 220 male 2008
## 231 Gentoo Biscoe 45.2 13.8 215 female 2008
## 232 Gentoo Biscoe 45.2 16.4 223 male 2008
## 233 Gentoo Biscoe 49.1 14.5 212 female 2009
## 234 Gentoo Biscoe 52.5 15.6 221 male 2009
## 235 Gentoo Biscoe 47.4 14.6 212 female 2009
## 236 Gentoo Biscoe 50.0 15.9 224 male 2009
## 237 Gentoo Biscoe 44.9 13.8 212 female 2009
## 238 Gentoo Biscoe 50.8 17.3 228 male 2009
## 239 Gentoo Biscoe 43.4 14.4 218 female 2009
## 240 Gentoo Biscoe 51.3 14.2 218 male 2009
## 241 Gentoo Biscoe 47.5 14.0 212 female 2009
## 242 Gentoo Biscoe 52.1 17.0 230 male 2009
## 243 Gentoo Biscoe 47.5 15.0 218 female 2009
## 244 Gentoo Biscoe 52.2 17.1 228 male 2009
## 245 Gentoo Biscoe 45.5 14.5 212 female 2009
## 246 Gentoo Biscoe 49.5 16.1 224 male 2009
## 247 Gentoo Biscoe 44.5 14.7 214 female 2009
## 248 Gentoo Biscoe 50.8 15.7 226 male 2009
## 249 Gentoo Biscoe 49.4 15.8 216 male 2009
## 250 Gentoo Biscoe 46.9 14.6 222 female 2009
## 251 Gentoo Biscoe 48.4 14.4 203 female 2009
## 252 Gentoo Biscoe 51.1 16.5 225 male 2009
## 253 Gentoo Biscoe 48.5 15.0 219 female 2009
## 254 Gentoo Biscoe 55.9 17.0 228 male 2009
## 255 Gentoo Biscoe 47.2 15.5 215 female 2009
## 256 Gentoo Biscoe 49.1 15.0 228 male 2009
## 257 Gentoo Biscoe 47.3 13.8 216 <NA> 2009
## 258 Gentoo Biscoe 46.8 16.1 215 male 2009
## 259 Gentoo Biscoe 41.7 14.7 210 female 2009
## 260 Gentoo Biscoe 53.4 15.8 219 male 2009
## 261 Gentoo Biscoe 43.3 14.0 208 female 2009
## 262 Gentoo Biscoe 48.1 15.1 209 male 2009
## 263 Gentoo Biscoe 50.5 15.2 216 female 2009
## 264 Gentoo Biscoe 49.8 15.9 229 male 2009
## 265 Gentoo Biscoe 43.5 15.2 213 female 2009
## 266 Gentoo Biscoe 51.5 16.3 230 male 2009
## 267 Gentoo Biscoe 46.2 14.1 217 female 2009
## 268 Gentoo Biscoe 55.1 16.0 230 male 2009
## 269 Gentoo Biscoe 44.5 15.7 217 <NA> 2009
## 270 Gentoo Biscoe 48.8 16.2 222 male 2009
## 271 Gentoo Biscoe 47.2 13.7 214 female 2009
## 272 Gentoo Biscoe NA NA NA <NA> 2009
## 273 Gentoo Biscoe 46.8 14.3 215 female 2009
## 274 Gentoo Biscoe 50.4 15.7 222 male 2009
## 275 Gentoo Biscoe 45.2 14.8 212 female 2009
## 276 Gentoo Biscoe 49.9 16.1 213 male 2009
## 277 Chinstrap Dream 46.5 17.9 192 female 2007
## 278 Chinstrap Dream 50.0 19.5 196 male 2007
## 279 Chinstrap Dream 51.3 19.2 193 male 2007
## 280 Chinstrap Dream 45.4 18.7 188 female 2007
## 281 Chinstrap Dream 52.7 19.8 197 male 2007
## 282 Chinstrap Dream 45.2 17.8 198 female 2007
## 283 Chinstrap Dream 46.1 18.2 178 female 2007
## 284 Chinstrap Dream 51.3 18.2 197 male 2007
## 285 Chinstrap Dream 46.0 18.9 195 female 2007
## 286 Chinstrap Dream 51.3 19.9 198 male 2007
## 287 Chinstrap Dream 46.6 17.8 193 female 2007
## 288 Chinstrap Dream 51.7 20.3 194 male 2007
## 289 Chinstrap Dream 47.0 17.3 185 female 2007
## 290 Chinstrap Dream 52.0 18.1 201 male 2007
## 291 Chinstrap Dream 45.9 17.1 190 female 2007
## 292 Chinstrap Dream 50.5 19.6 201 male 2007
## 293 Chinstrap Dream 50.3 20.0 197 male 2007
## 294 Chinstrap Dream 58.0 17.8 181 female 2007
## 295 Chinstrap Dream 46.4 18.6 190 female 2007
## 296 Chinstrap Dream 49.2 18.2 195 male 2007
## 297 Chinstrap Dream 42.4 17.3 181 female 2007
## 298 Chinstrap Dream 48.5 17.5 191 male 2007
## 299 Chinstrap Dream 43.2 16.6 187 female 2007
## 300 Chinstrap Dream 50.6 19.4 193 male 2007
## 301 Chinstrap Dream 46.7 17.9 195 female 2007
## 302 Chinstrap Dream 52.0 19.0 197 male 2007
## 303 Chinstrap Dream 50.5 18.4 200 female 2008
## 304 Chinstrap Dream 49.5 19.0 200 male 2008
## 305 Chinstrap Dream 46.4 17.8 191 female 2008
## 306 Chinstrap Dream 52.8 20.0 205 male 2008
## 307 Chinstrap Dream 40.9 16.6 187 female 2008
## 308 Chinstrap Dream 54.2 20.8 201 male 2008
## 309 Chinstrap Dream 42.5 16.7 187 female 2008
## 310 Chinstrap Dream 51.0 18.8 203 male 2008
## 311 Chinstrap Dream 49.7 18.6 195 male 2008
## 312 Chinstrap Dream 47.5 16.8 199 female 2008
## 313 Chinstrap Dream 47.6 18.3 195 female 2008
## 314 Chinstrap Dream 52.0 20.7 210 male 2008
## 315 Chinstrap Dream 46.9 16.6 192 female 2008
## 316 Chinstrap Dream 53.5 19.9 205 male 2008
## 317 Chinstrap Dream 49.0 19.5 210 male 2008
## 318 Chinstrap Dream 46.2 17.5 187 female 2008
## 319 Chinstrap Dream 50.9 19.1 196 male 2008
## 320 Chinstrap Dream 45.5 17.0 196 female 2008
## 321 Chinstrap Dream 50.9 17.9 196 female 2009
## 322 Chinstrap Dream 50.8 18.5 201 male 2009
## 323 Chinstrap Dream 50.1 17.9 190 female 2009
## 324 Chinstrap Dream 49.0 19.6 212 male 2009
## 325 Chinstrap Dream 51.5 18.7 187 male 2009
## 326 Chinstrap Dream 49.8 17.3 198 female 2009
## 327 Chinstrap Dream 48.1 16.4 199 female 2009
## 328 Chinstrap Dream 51.4 19.0 201 male 2009
## 329 Chinstrap Dream 45.7 17.3 193 female 2009
## 330 Chinstrap Dream 50.7 19.7 203 male 2009
## 331 Chinstrap Dream 42.5 17.3 187 female 2009
## 332 Chinstrap Dream 52.2 18.8 197 male 2009
## 333 Chinstrap Dream 45.2 16.6 191 female 2009
## 334 Chinstrap Dream 49.3 19.9 203 male 2009
## 335 Chinstrap Dream 50.2 18.8 202 male 2009
## 336 Chinstrap Dream 45.6 19.4 194 female 2009
## 337 Chinstrap Dream 51.9 19.5 206 male 2009
## 338 Chinstrap Dream 46.8 16.5 189 female 2009
## 339 Chinstrap Dream 45.7 17.0 195 female 2009
## 340 Chinstrap Dream 55.8 19.8 207 male 2009
## 341 Chinstrap Dream 43.5 18.1 202 female 2009
## 342 Chinstrap Dream 49.6 18.2 193 male 2009
## 343 Chinstrap Dream 50.8 19.0 210 male 2009
## 344 Chinstrap Dream 50.2 18.7 198 female 2009
penguen23 <- penguen23 %>%
relocate(bill_dep,.before = species)
library(ggplot2)
ggplot(penguenler, aes(x=body_mass,fill=species))+
geom_histogram(binwidth = 200)+
xlab("bodyc")
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_bin()`).
ggplot(penguenler,aes(x=flipper_len,y=body_mass,color=species,shape=species))+
geom_point()+
labs(title="deneysel",
x= "flip",
y="body")
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggplot(penguenler,aes(x=species, fill= island))+
geom_bar(position = "dodge")
ggplot(penguenler,aes(x=species,y=body_mass))+
geom_boxplot()+
facet_wrap(~species)
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_boxplot()`).
tablo1<- penguenler %>%
group_by(species) %>%
count()
tablo_wide <- tablo1 %>% pivot_wider(names_from = species, values_from = n)
pie_data <- penguenler %>%
count(species) %>%
mutate(yuzde = n/sum(n),label = scales::percent(yuzde, accuracy = 1))
ggplot(pie_data,aes(x="", y= yuzde, fill= species))+
geom_col()+
coord_polar("y")
penguenler<-penguenler %>%
mutate(island_fct = factor(island, c("Torgersen","Biscoe","Dream")))
levels(penguenler$island_fct)
## [1] "Torgersen" "Biscoe" "Dream"
penguins <- penguins %>%
mutate(species2 = fct_relevel(species, "Gentoo", "Adelie", "Chinstrap"))
levels(penguins$species2)
## [1] "Gentoo" "Adelie" "Chinstrap"
plot(penguenler$body_mass)
summary(penguenler)
## species island bill_len bill_dep
## Adelie :152 Biscoe :168 Min. :32.10 Min. :13.10
## Chinstrap: 68 Dream :124 1st Qu.:39.23 1st Qu.:15.60
## Gentoo :124 Torgersen: 52 Median :44.45 Median :17.30
## Mean :43.92 Mean :17.15
## 3rd Qu.:48.50 3rd Qu.:18.70
## Max. :59.60 Max. :21.50
## NA's :2 NA's :2
## flipper_len body_mass sex year island_fct
## Min. :172.0 Min. :2700 female:165 Min. :2007 Torgersen: 52
## 1st Qu.:190.0 1st Qu.:3550 male :168 1st Qu.:2007 Biscoe :168
## Median :197.0 Median :4050 NA's : 11 Median :2008 Dream :124
## Mean :200.9 Mean :4202 Mean :2008
## 3rd Qu.:213.0 3rd Qu.:4750 3rd Qu.:2009
## Max. :231.0 Max. :6300 Max. :2009
## NA's :2 NA's :2
penguenler %>%
mutate(sex_num = as.numeric(sex))
## species island bill_len bill_dep flipper_len body_mass sex year
## 1 Adelie Torgersen 39.1 18.7 181 3750 male 2007
## 2 Adelie Torgersen 39.5 17.4 186 3800 female 2007
## 3 Adelie Torgersen 40.3 18.0 195 3250 female 2007
## 4 Adelie Torgersen NA NA NA NA <NA> 2007
## 5 Adelie Torgersen 36.7 19.3 193 3450 female 2007
## 6 Adelie Torgersen 39.3 20.6 190 3650 male 2007
## 7 Adelie Torgersen 38.9 17.8 181 3625 female 2007
## 8 Adelie Torgersen 39.2 19.6 195 4675 male 2007
## 9 Adelie Torgersen 34.1 18.1 193 3475 <NA> 2007
## 10 Adelie Torgersen 42.0 20.2 190 4250 <NA> 2007
## 11 Adelie Torgersen 37.8 17.1 186 3300 <NA> 2007
## 12 Adelie Torgersen 37.8 17.3 180 3700 <NA> 2007
## 13 Adelie Torgersen 41.1 17.6 182 3200 female 2007
## 14 Adelie Torgersen 38.6 21.2 191 3800 male 2007
## 15 Adelie Torgersen 34.6 21.1 198 4400 male 2007
## 16 Adelie Torgersen 36.6 17.8 185 3700 female 2007
## 17 Adelie Torgersen 38.7 19.0 195 3450 female 2007
## 18 Adelie Torgersen 42.5 20.7 197 4500 male 2007
## 19 Adelie Torgersen 34.4 18.4 184 3325 female 2007
## 20 Adelie Torgersen 46.0 21.5 194 4200 male 2007
## 21 Adelie Biscoe 37.8 18.3 174 3400 female 2007
## 22 Adelie Biscoe 37.7 18.7 180 3600 male 2007
## 23 Adelie Biscoe 35.9 19.2 189 3800 female 2007
## 24 Adelie Biscoe 38.2 18.1 185 3950 male 2007
## 25 Adelie Biscoe 38.8 17.2 180 3800 male 2007
## 26 Adelie Biscoe 35.3 18.9 187 3800 female 2007
## 27 Adelie Biscoe 40.6 18.6 183 3550 male 2007
## 28 Adelie Biscoe 40.5 17.9 187 3200 female 2007
## 29 Adelie Biscoe 37.9 18.6 172 3150 female 2007
## 30 Adelie Biscoe 40.5 18.9 180 3950 male 2007
## 31 Adelie Dream 39.5 16.7 178 3250 female 2007
## 32 Adelie Dream 37.2 18.1 178 3900 male 2007
## 33 Adelie Dream 39.5 17.8 188 3300 female 2007
## 34 Adelie Dream 40.9 18.9 184 3900 male 2007
## 35 Adelie Dream 36.4 17.0 195 3325 female 2007
## 36 Adelie Dream 39.2 21.1 196 4150 male 2007
## 37 Adelie Dream 38.8 20.0 190 3950 male 2007
## 38 Adelie Dream 42.2 18.5 180 3550 female 2007
## 39 Adelie Dream 37.6 19.3 181 3300 female 2007
## 40 Adelie Dream 39.8 19.1 184 4650 male 2007
## 41 Adelie Dream 36.5 18.0 182 3150 female 2007
## 42 Adelie Dream 40.8 18.4 195 3900 male 2007
## 43 Adelie Dream 36.0 18.5 186 3100 female 2007
## 44 Adelie Dream 44.1 19.7 196 4400 male 2007
## 45 Adelie Dream 37.0 16.9 185 3000 female 2007
## 46 Adelie Dream 39.6 18.8 190 4600 male 2007
## 47 Adelie Dream 41.1 19.0 182 3425 male 2007
## 48 Adelie Dream 37.5 18.9 179 2975 <NA> 2007
## 49 Adelie Dream 36.0 17.9 190 3450 female 2007
## 50 Adelie Dream 42.3 21.2 191 4150 male 2007
## 51 Adelie Biscoe 39.6 17.7 186 3500 female 2008
## 52 Adelie Biscoe 40.1 18.9 188 4300 male 2008
## 53 Adelie Biscoe 35.0 17.9 190 3450 female 2008
## 54 Adelie Biscoe 42.0 19.5 200 4050 male 2008
## 55 Adelie Biscoe 34.5 18.1 187 2900 female 2008
## 56 Adelie Biscoe 41.4 18.6 191 3700 male 2008
## 57 Adelie Biscoe 39.0 17.5 186 3550 female 2008
## 58 Adelie Biscoe 40.6 18.8 193 3800 male 2008
## 59 Adelie Biscoe 36.5 16.6 181 2850 female 2008
## 60 Adelie Biscoe 37.6 19.1 194 3750 male 2008
## 61 Adelie Biscoe 35.7 16.9 185 3150 female 2008
## 62 Adelie Biscoe 41.3 21.1 195 4400 male 2008
## 63 Adelie Biscoe 37.6 17.0 185 3600 female 2008
## 64 Adelie Biscoe 41.1 18.2 192 4050 male 2008
## 65 Adelie Biscoe 36.4 17.1 184 2850 female 2008
## 66 Adelie Biscoe 41.6 18.0 192 3950 male 2008
## 67 Adelie Biscoe 35.5 16.2 195 3350 female 2008
## 68 Adelie Biscoe 41.1 19.1 188 4100 male 2008
## 69 Adelie Torgersen 35.9 16.6 190 3050 female 2008
## 70 Adelie Torgersen 41.8 19.4 198 4450 male 2008
## 71 Adelie Torgersen 33.5 19.0 190 3600 female 2008
## 72 Adelie Torgersen 39.7 18.4 190 3900 male 2008
## 73 Adelie Torgersen 39.6 17.2 196 3550 female 2008
## 74 Adelie Torgersen 45.8 18.9 197 4150 male 2008
## 75 Adelie Torgersen 35.5 17.5 190 3700 female 2008
## 76 Adelie Torgersen 42.8 18.5 195 4250 male 2008
## 77 Adelie Torgersen 40.9 16.8 191 3700 female 2008
## 78 Adelie Torgersen 37.2 19.4 184 3900 male 2008
## 79 Adelie Torgersen 36.2 16.1 187 3550 female 2008
## 80 Adelie Torgersen 42.1 19.1 195 4000 male 2008
## 81 Adelie Torgersen 34.6 17.2 189 3200 female 2008
## 82 Adelie Torgersen 42.9 17.6 196 4700 male 2008
## 83 Adelie Torgersen 36.7 18.8 187 3800 female 2008
## 84 Adelie Torgersen 35.1 19.4 193 4200 male 2008
## 85 Adelie Dream 37.3 17.8 191 3350 female 2008
## 86 Adelie Dream 41.3 20.3 194 3550 male 2008
## 87 Adelie Dream 36.3 19.5 190 3800 male 2008
## 88 Adelie Dream 36.9 18.6 189 3500 female 2008
## 89 Adelie Dream 38.3 19.2 189 3950 male 2008
## 90 Adelie Dream 38.9 18.8 190 3600 female 2008
## 91 Adelie Dream 35.7 18.0 202 3550 female 2008
## 92 Adelie Dream 41.1 18.1 205 4300 male 2008
## 93 Adelie Dream 34.0 17.1 185 3400 female 2008
## 94 Adelie Dream 39.6 18.1 186 4450 male 2008
## 95 Adelie Dream 36.2 17.3 187 3300 female 2008
## 96 Adelie Dream 40.8 18.9 208 4300 male 2008
## 97 Adelie Dream 38.1 18.6 190 3700 female 2008
## 98 Adelie Dream 40.3 18.5 196 4350 male 2008
## 99 Adelie Dream 33.1 16.1 178 2900 female 2008
## 100 Adelie Dream 43.2 18.5 192 4100 male 2008
## 101 Adelie Biscoe 35.0 17.9 192 3725 female 2009
## 102 Adelie Biscoe 41.0 20.0 203 4725 male 2009
## 103 Adelie Biscoe 37.7 16.0 183 3075 female 2009
## 104 Adelie Biscoe 37.8 20.0 190 4250 male 2009
## 105 Adelie Biscoe 37.9 18.6 193 2925 female 2009
## 106 Adelie Biscoe 39.7 18.9 184 3550 male 2009
## 107 Adelie Biscoe 38.6 17.2 199 3750 female 2009
## 108 Adelie Biscoe 38.2 20.0 190 3900 male 2009
## 109 Adelie Biscoe 38.1 17.0 181 3175 female 2009
## 110 Adelie Biscoe 43.2 19.0 197 4775 male 2009
## 111 Adelie Biscoe 38.1 16.5 198 3825 female 2009
## 112 Adelie Biscoe 45.6 20.3 191 4600 male 2009
## 113 Adelie Biscoe 39.7 17.7 193 3200 female 2009
## 114 Adelie Biscoe 42.2 19.5 197 4275 male 2009
## 115 Adelie Biscoe 39.6 20.7 191 3900 female 2009
## 116 Adelie Biscoe 42.7 18.3 196 4075 male 2009
## 117 Adelie Torgersen 38.6 17.0 188 2900 female 2009
## 118 Adelie Torgersen 37.3 20.5 199 3775 male 2009
## 119 Adelie Torgersen 35.7 17.0 189 3350 female 2009
## 120 Adelie Torgersen 41.1 18.6 189 3325 male 2009
## 121 Adelie Torgersen 36.2 17.2 187 3150 female 2009
## 122 Adelie Torgersen 37.7 19.8 198 3500 male 2009
## 123 Adelie Torgersen 40.2 17.0 176 3450 female 2009
## 124 Adelie Torgersen 41.4 18.5 202 3875 male 2009
## 125 Adelie Torgersen 35.2 15.9 186 3050 female 2009
## 126 Adelie Torgersen 40.6 19.0 199 4000 male 2009
## 127 Adelie Torgersen 38.8 17.6 191 3275 female 2009
## 128 Adelie Torgersen 41.5 18.3 195 4300 male 2009
## 129 Adelie Torgersen 39.0 17.1 191 3050 female 2009
## 130 Adelie Torgersen 44.1 18.0 210 4000 male 2009
## 131 Adelie Torgersen 38.5 17.9 190 3325 female 2009
## 132 Adelie Torgersen 43.1 19.2 197 3500 male 2009
## 133 Adelie Dream 36.8 18.5 193 3500 female 2009
## 134 Adelie Dream 37.5 18.5 199 4475 male 2009
## 135 Adelie Dream 38.1 17.6 187 3425 female 2009
## 136 Adelie Dream 41.1 17.5 190 3900 male 2009
## 137 Adelie Dream 35.6 17.5 191 3175 female 2009
## 138 Adelie Dream 40.2 20.1 200 3975 male 2009
## 139 Adelie Dream 37.0 16.5 185 3400 female 2009
## 140 Adelie Dream 39.7 17.9 193 4250 male 2009
## 141 Adelie Dream 40.2 17.1 193 3400 female 2009
## 142 Adelie Dream 40.6 17.2 187 3475 male 2009
## 143 Adelie Dream 32.1 15.5 188 3050 female 2009
## 144 Adelie Dream 40.7 17.0 190 3725 male 2009
## 145 Adelie Dream 37.3 16.8 192 3000 female 2009
## 146 Adelie Dream 39.0 18.7 185 3650 male 2009
## 147 Adelie Dream 39.2 18.6 190 4250 male 2009
## 148 Adelie Dream 36.6 18.4 184 3475 female 2009
## 149 Adelie Dream 36.0 17.8 195 3450 female 2009
## 150 Adelie Dream 37.8 18.1 193 3750 male 2009
## 151 Adelie Dream 36.0 17.1 187 3700 female 2009
## 152 Adelie Dream 41.5 18.5 201 4000 male 2009
## 153 Gentoo Biscoe 46.1 13.2 211 4500 female 2007
## 154 Gentoo Biscoe 50.0 16.3 230 5700 male 2007
## 155 Gentoo Biscoe 48.7 14.1 210 4450 female 2007
## 156 Gentoo Biscoe 50.0 15.2 218 5700 male 2007
## 157 Gentoo Biscoe 47.6 14.5 215 5400 male 2007
## 158 Gentoo Biscoe 46.5 13.5 210 4550 female 2007
## 159 Gentoo Biscoe 45.4 14.6 211 4800 female 2007
## 160 Gentoo Biscoe 46.7 15.3 219 5200 male 2007
## 161 Gentoo Biscoe 43.3 13.4 209 4400 female 2007
## 162 Gentoo Biscoe 46.8 15.4 215 5150 male 2007
## 163 Gentoo Biscoe 40.9 13.7 214 4650 female 2007
## 164 Gentoo Biscoe 49.0 16.1 216 5550 male 2007
## 165 Gentoo Biscoe 45.5 13.7 214 4650 female 2007
## 166 Gentoo Biscoe 48.4 14.6 213 5850 male 2007
## 167 Gentoo Biscoe 45.8 14.6 210 4200 female 2007
## 168 Gentoo Biscoe 49.3 15.7 217 5850 male 2007
## 169 Gentoo Biscoe 42.0 13.5 210 4150 female 2007
## 170 Gentoo Biscoe 49.2 15.2 221 6300 male 2007
## 171 Gentoo Biscoe 46.2 14.5 209 4800 female 2007
## 172 Gentoo Biscoe 48.7 15.1 222 5350 male 2007
## 173 Gentoo Biscoe 50.2 14.3 218 5700 male 2007
## 174 Gentoo Biscoe 45.1 14.5 215 5000 female 2007
## 175 Gentoo Biscoe 46.5 14.5 213 4400 female 2007
## 176 Gentoo Biscoe 46.3 15.8 215 5050 male 2007
## 177 Gentoo Biscoe 42.9 13.1 215 5000 female 2007
## 178 Gentoo Biscoe 46.1 15.1 215 5100 male 2007
## 179 Gentoo Biscoe 44.5 14.3 216 4100 <NA> 2007
## 180 Gentoo Biscoe 47.8 15.0 215 5650 male 2007
## 181 Gentoo Biscoe 48.2 14.3 210 4600 female 2007
## 182 Gentoo Biscoe 50.0 15.3 220 5550 male 2007
## 183 Gentoo Biscoe 47.3 15.3 222 5250 male 2007
## 184 Gentoo Biscoe 42.8 14.2 209 4700 female 2007
## 185 Gentoo Biscoe 45.1 14.5 207 5050 female 2007
## 186 Gentoo Biscoe 59.6 17.0 230 6050 male 2007
## 187 Gentoo Biscoe 49.1 14.8 220 5150 female 2008
## 188 Gentoo Biscoe 48.4 16.3 220 5400 male 2008
## 189 Gentoo Biscoe 42.6 13.7 213 4950 female 2008
## 190 Gentoo Biscoe 44.4 17.3 219 5250 male 2008
## 191 Gentoo Biscoe 44.0 13.6 208 4350 female 2008
## 192 Gentoo Biscoe 48.7 15.7 208 5350 male 2008
## 193 Gentoo Biscoe 42.7 13.7 208 3950 female 2008
## 194 Gentoo Biscoe 49.6 16.0 225 5700 male 2008
## 195 Gentoo Biscoe 45.3 13.7 210 4300 female 2008
## 196 Gentoo Biscoe 49.6 15.0 216 4750 male 2008
## 197 Gentoo Biscoe 50.5 15.9 222 5550 male 2008
## 198 Gentoo Biscoe 43.6 13.9 217 4900 female 2008
## 199 Gentoo Biscoe 45.5 13.9 210 4200 female 2008
## 200 Gentoo Biscoe 50.5 15.9 225 5400 male 2008
## 201 Gentoo Biscoe 44.9 13.3 213 5100 female 2008
## 202 Gentoo Biscoe 45.2 15.8 215 5300 male 2008
## 203 Gentoo Biscoe 46.6 14.2 210 4850 female 2008
## 204 Gentoo Biscoe 48.5 14.1 220 5300 male 2008
## 205 Gentoo Biscoe 45.1 14.4 210 4400 female 2008
## 206 Gentoo Biscoe 50.1 15.0 225 5000 male 2008
## 207 Gentoo Biscoe 46.5 14.4 217 4900 female 2008
## 208 Gentoo Biscoe 45.0 15.4 220 5050 male 2008
## 209 Gentoo Biscoe 43.8 13.9 208 4300 female 2008
## 210 Gentoo Biscoe 45.5 15.0 220 5000 male 2008
## 211 Gentoo Biscoe 43.2 14.5 208 4450 female 2008
## 212 Gentoo Biscoe 50.4 15.3 224 5550 male 2008
## 213 Gentoo Biscoe 45.3 13.8 208 4200 female 2008
## 214 Gentoo Biscoe 46.2 14.9 221 5300 male 2008
## 215 Gentoo Biscoe 45.7 13.9 214 4400 female 2008
## 216 Gentoo Biscoe 54.3 15.7 231 5650 male 2008
## 217 Gentoo Biscoe 45.8 14.2 219 4700 female 2008
## 218 Gentoo Biscoe 49.8 16.8 230 5700 male 2008
## 219 Gentoo Biscoe 46.2 14.4 214 4650 <NA> 2008
## 220 Gentoo Biscoe 49.5 16.2 229 5800 male 2008
## 221 Gentoo Biscoe 43.5 14.2 220 4700 female 2008
## 222 Gentoo Biscoe 50.7 15.0 223 5550 male 2008
## 223 Gentoo Biscoe 47.7 15.0 216 4750 female 2008
## 224 Gentoo Biscoe 46.4 15.6 221 5000 male 2008
## 225 Gentoo Biscoe 48.2 15.6 221 5100 male 2008
## 226 Gentoo Biscoe 46.5 14.8 217 5200 female 2008
## 227 Gentoo Biscoe 46.4 15.0 216 4700 female 2008
## 228 Gentoo Biscoe 48.6 16.0 230 5800 male 2008
## 229 Gentoo Biscoe 47.5 14.2 209 4600 female 2008
## 230 Gentoo Biscoe 51.1 16.3 220 6000 male 2008
## 231 Gentoo Biscoe 45.2 13.8 215 4750 female 2008
## 232 Gentoo Biscoe 45.2 16.4 223 5950 male 2008
## 233 Gentoo Biscoe 49.1 14.5 212 4625 female 2009
## 234 Gentoo Biscoe 52.5 15.6 221 5450 male 2009
## 235 Gentoo Biscoe 47.4 14.6 212 4725 female 2009
## 236 Gentoo Biscoe 50.0 15.9 224 5350 male 2009
## 237 Gentoo Biscoe 44.9 13.8 212 4750 female 2009
## 238 Gentoo Biscoe 50.8 17.3 228 5600 male 2009
## 239 Gentoo Biscoe 43.4 14.4 218 4600 female 2009
## 240 Gentoo Biscoe 51.3 14.2 218 5300 male 2009
## 241 Gentoo Biscoe 47.5 14.0 212 4875 female 2009
## 242 Gentoo Biscoe 52.1 17.0 230 5550 male 2009
## 243 Gentoo Biscoe 47.5 15.0 218 4950 female 2009
## 244 Gentoo Biscoe 52.2 17.1 228 5400 male 2009
## 245 Gentoo Biscoe 45.5 14.5 212 4750 female 2009
## 246 Gentoo Biscoe 49.5 16.1 224 5650 male 2009
## 247 Gentoo Biscoe 44.5 14.7 214 4850 female 2009
## 248 Gentoo Biscoe 50.8 15.7 226 5200 male 2009
## 249 Gentoo Biscoe 49.4 15.8 216 4925 male 2009
## 250 Gentoo Biscoe 46.9 14.6 222 4875 female 2009
## 251 Gentoo Biscoe 48.4 14.4 203 4625 female 2009
## 252 Gentoo Biscoe 51.1 16.5 225 5250 male 2009
## 253 Gentoo Biscoe 48.5 15.0 219 4850 female 2009
## 254 Gentoo Biscoe 55.9 17.0 228 5600 male 2009
## 255 Gentoo Biscoe 47.2 15.5 215 4975 female 2009
## 256 Gentoo Biscoe 49.1 15.0 228 5500 male 2009
## 257 Gentoo Biscoe 47.3 13.8 216 4725 <NA> 2009
## 258 Gentoo Biscoe 46.8 16.1 215 5500 male 2009
## 259 Gentoo Biscoe 41.7 14.7 210 4700 female 2009
## 260 Gentoo Biscoe 53.4 15.8 219 5500 male 2009
## 261 Gentoo Biscoe 43.3 14.0 208 4575 female 2009
## 262 Gentoo Biscoe 48.1 15.1 209 5500 male 2009
## 263 Gentoo Biscoe 50.5 15.2 216 5000 female 2009
## 264 Gentoo Biscoe 49.8 15.9 229 5950 male 2009
## 265 Gentoo Biscoe 43.5 15.2 213 4650 female 2009
## 266 Gentoo Biscoe 51.5 16.3 230 5500 male 2009
## 267 Gentoo Biscoe 46.2 14.1 217 4375 female 2009
## 268 Gentoo Biscoe 55.1 16.0 230 5850 male 2009
## 269 Gentoo Biscoe 44.5 15.7 217 4875 <NA> 2009
## 270 Gentoo Biscoe 48.8 16.2 222 6000 male 2009
## 271 Gentoo Biscoe 47.2 13.7 214 4925 female 2009
## 272 Gentoo Biscoe NA NA NA NA <NA> 2009
## 273 Gentoo Biscoe 46.8 14.3 215 4850 female 2009
## 274 Gentoo Biscoe 50.4 15.7 222 5750 male 2009
## 275 Gentoo Biscoe 45.2 14.8 212 5200 female 2009
## 276 Gentoo Biscoe 49.9 16.1 213 5400 male 2009
## 277 Chinstrap Dream 46.5 17.9 192 3500 female 2007
## 278 Chinstrap Dream 50.0 19.5 196 3900 male 2007
## 279 Chinstrap Dream 51.3 19.2 193 3650 male 2007
## 280 Chinstrap Dream 45.4 18.7 188 3525 female 2007
## 281 Chinstrap Dream 52.7 19.8 197 3725 male 2007
## 282 Chinstrap Dream 45.2 17.8 198 3950 female 2007
## 283 Chinstrap Dream 46.1 18.2 178 3250 female 2007
## 284 Chinstrap Dream 51.3 18.2 197 3750 male 2007
## 285 Chinstrap Dream 46.0 18.9 195 4150 female 2007
## 286 Chinstrap Dream 51.3 19.9 198 3700 male 2007
## 287 Chinstrap Dream 46.6 17.8 193 3800 female 2007
## 288 Chinstrap Dream 51.7 20.3 194 3775 male 2007
## 289 Chinstrap Dream 47.0 17.3 185 3700 female 2007
## 290 Chinstrap Dream 52.0 18.1 201 4050 male 2007
## 291 Chinstrap Dream 45.9 17.1 190 3575 female 2007
## 292 Chinstrap Dream 50.5 19.6 201 4050 male 2007
## 293 Chinstrap Dream 50.3 20.0 197 3300 male 2007
## 294 Chinstrap Dream 58.0 17.8 181 3700 female 2007
## 295 Chinstrap Dream 46.4 18.6 190 3450 female 2007
## 296 Chinstrap Dream 49.2 18.2 195 4400 male 2007
## 297 Chinstrap Dream 42.4 17.3 181 3600 female 2007
## 298 Chinstrap Dream 48.5 17.5 191 3400 male 2007
## 299 Chinstrap Dream 43.2 16.6 187 2900 female 2007
## 300 Chinstrap Dream 50.6 19.4 193 3800 male 2007
## 301 Chinstrap Dream 46.7 17.9 195 3300 female 2007
## 302 Chinstrap Dream 52.0 19.0 197 4150 male 2007
## 303 Chinstrap Dream 50.5 18.4 200 3400 female 2008
## 304 Chinstrap Dream 49.5 19.0 200 3800 male 2008
## 305 Chinstrap Dream 46.4 17.8 191 3700 female 2008
## 306 Chinstrap Dream 52.8 20.0 205 4550 male 2008
## 307 Chinstrap Dream 40.9 16.6 187 3200 female 2008
## 308 Chinstrap Dream 54.2 20.8 201 4300 male 2008
## 309 Chinstrap Dream 42.5 16.7 187 3350 female 2008
## 310 Chinstrap Dream 51.0 18.8 203 4100 male 2008
## 311 Chinstrap Dream 49.7 18.6 195 3600 male 2008
## 312 Chinstrap Dream 47.5 16.8 199 3900 female 2008
## 313 Chinstrap Dream 47.6 18.3 195 3850 female 2008
## 314 Chinstrap Dream 52.0 20.7 210 4800 male 2008
## 315 Chinstrap Dream 46.9 16.6 192 2700 female 2008
## 316 Chinstrap Dream 53.5 19.9 205 4500 male 2008
## 317 Chinstrap Dream 49.0 19.5 210 3950 male 2008
## 318 Chinstrap Dream 46.2 17.5 187 3650 female 2008
## 319 Chinstrap Dream 50.9 19.1 196 3550 male 2008
## 320 Chinstrap Dream 45.5 17.0 196 3500 female 2008
## 321 Chinstrap Dream 50.9 17.9 196 3675 female 2009
## 322 Chinstrap Dream 50.8 18.5 201 4450 male 2009
## 323 Chinstrap Dream 50.1 17.9 190 3400 female 2009
## 324 Chinstrap Dream 49.0 19.6 212 4300 male 2009
## 325 Chinstrap Dream 51.5 18.7 187 3250 male 2009
## 326 Chinstrap Dream 49.8 17.3 198 3675 female 2009
## 327 Chinstrap Dream 48.1 16.4 199 3325 female 2009
## 328 Chinstrap Dream 51.4 19.0 201 3950 male 2009
## 329 Chinstrap Dream 45.7 17.3 193 3600 female 2009
## 330 Chinstrap Dream 50.7 19.7 203 4050 male 2009
## 331 Chinstrap Dream 42.5 17.3 187 3350 female 2009
## 332 Chinstrap Dream 52.2 18.8 197 3450 male 2009
## 333 Chinstrap Dream 45.2 16.6 191 3250 female 2009
## 334 Chinstrap Dream 49.3 19.9 203 4050 male 2009
## 335 Chinstrap Dream 50.2 18.8 202 3800 male 2009
## 336 Chinstrap Dream 45.6 19.4 194 3525 female 2009
## 337 Chinstrap Dream 51.9 19.5 206 3950 male 2009
## 338 Chinstrap Dream 46.8 16.5 189 3650 female 2009
## 339 Chinstrap Dream 45.7 17.0 195 3650 female 2009
## 340 Chinstrap Dream 55.8 19.8 207 4000 male 2009
## 341 Chinstrap Dream 43.5 18.1 202 3400 female 2009
## 342 Chinstrap Dream 49.6 18.2 193 3775 male 2009
## 343 Chinstrap Dream 50.8 19.0 210 4100 male 2009
## 344 Chinstrap Dream 50.2 18.7 198 3775 female 2009
## island_fct sex_num
## 1 Torgersen 2
## 2 Torgersen 1
## 3 Torgersen 1
## 4 Torgersen NA
## 5 Torgersen 1
## 6 Torgersen 2
## 7 Torgersen 1
## 8 Torgersen 2
## 9 Torgersen NA
## 10 Torgersen NA
## 11 Torgersen NA
## 12 Torgersen NA
## 13 Torgersen 1
## 14 Torgersen 2
## 15 Torgersen 2
## 16 Torgersen 1
## 17 Torgersen 1
## 18 Torgersen 2
## 19 Torgersen 1
## 20 Torgersen 2
## 21 Biscoe 1
## 22 Biscoe 2
## 23 Biscoe 1
## 24 Biscoe 2
## 25 Biscoe 2
## 26 Biscoe 1
## 27 Biscoe 2
## 28 Biscoe 1
## 29 Biscoe 1
## 30 Biscoe 2
## 31 Dream 1
## 32 Dream 2
## 33 Dream 1
## 34 Dream 2
## 35 Dream 1
## 36 Dream 2
## 37 Dream 2
## 38 Dream 1
## 39 Dream 1
## 40 Dream 2
## 41 Dream 1
## 42 Dream 2
## 43 Dream 1
## 44 Dream 2
## 45 Dream 1
## 46 Dream 2
## 47 Dream 2
## 48 Dream NA
## 49 Dream 1
## 50 Dream 2
## 51 Biscoe 1
## 52 Biscoe 2
## 53 Biscoe 1
## 54 Biscoe 2
## 55 Biscoe 1
## 56 Biscoe 2
## 57 Biscoe 1
## 58 Biscoe 2
## 59 Biscoe 1
## 60 Biscoe 2
## 61 Biscoe 1
## 62 Biscoe 2
## 63 Biscoe 1
## 64 Biscoe 2
## 65 Biscoe 1
## 66 Biscoe 2
## 67 Biscoe 1
## 68 Biscoe 2
## 69 Torgersen 1
## 70 Torgersen 2
## 71 Torgersen 1
## 72 Torgersen 2
## 73 Torgersen 1
## 74 Torgersen 2
## 75 Torgersen 1
## 76 Torgersen 2
## 77 Torgersen 1
## 78 Torgersen 2
## 79 Torgersen 1
## 80 Torgersen 2
## 81 Torgersen 1
## 82 Torgersen 2
## 83 Torgersen 1
## 84 Torgersen 2
## 85 Dream 1
## 86 Dream 2
## 87 Dream 2
## 88 Dream 1
## 89 Dream 2
## 90 Dream 1
## 91 Dream 1
## 92 Dream 2
## 93 Dream 1
## 94 Dream 2
## 95 Dream 1
## 96 Dream 2
## 97 Dream 1
## 98 Dream 2
## 99 Dream 1
## 100 Dream 2
## 101 Biscoe 1
## 102 Biscoe 2
## 103 Biscoe 1
## 104 Biscoe 2
## 105 Biscoe 1
## 106 Biscoe 2
## 107 Biscoe 1
## 108 Biscoe 2
## 109 Biscoe 1
## 110 Biscoe 2
## 111 Biscoe 1
## 112 Biscoe 2
## 113 Biscoe 1
## 114 Biscoe 2
## 115 Biscoe 1
## 116 Biscoe 2
## 117 Torgersen 1
## 118 Torgersen 2
## 119 Torgersen 1
## 120 Torgersen 2
## 121 Torgersen 1
## 122 Torgersen 2
## 123 Torgersen 1
## 124 Torgersen 2
## 125 Torgersen 1
## 126 Torgersen 2
## 127 Torgersen 1
## 128 Torgersen 2
## 129 Torgersen 1
## 130 Torgersen 2
## 131 Torgersen 1
## 132 Torgersen 2
## 133 Dream 1
## 134 Dream 2
## 135 Dream 1
## 136 Dream 2
## 137 Dream 1
## 138 Dream 2
## 139 Dream 1
## 140 Dream 2
## 141 Dream 1
## 142 Dream 2
## 143 Dream 1
## 144 Dream 2
## 145 Dream 1
## 146 Dream 2
## 147 Dream 2
## 148 Dream 1
## 149 Dream 1
## 150 Dream 2
## 151 Dream 1
## 152 Dream 2
## 153 Biscoe 1
## 154 Biscoe 2
## 155 Biscoe 1
## 156 Biscoe 2
## 157 Biscoe 2
## 158 Biscoe 1
## 159 Biscoe 1
## 160 Biscoe 2
## 161 Biscoe 1
## 162 Biscoe 2
## 163 Biscoe 1
## 164 Biscoe 2
## 165 Biscoe 1
## 166 Biscoe 2
## 167 Biscoe 1
## 168 Biscoe 2
## 169 Biscoe 1
## 170 Biscoe 2
## 171 Biscoe 1
## 172 Biscoe 2
## 173 Biscoe 2
## 174 Biscoe 1
## 175 Biscoe 1
## 176 Biscoe 2
## 177 Biscoe 1
## 178 Biscoe 2
## 179 Biscoe NA
## 180 Biscoe 2
## 181 Biscoe 1
## 182 Biscoe 2
## 183 Biscoe 2
## 184 Biscoe 1
## 185 Biscoe 1
## 186 Biscoe 2
## 187 Biscoe 1
## 188 Biscoe 2
## 189 Biscoe 1
## 190 Biscoe 2
## 191 Biscoe 1
## 192 Biscoe 2
## 193 Biscoe 1
## 194 Biscoe 2
## 195 Biscoe 1
## 196 Biscoe 2
## 197 Biscoe 2
## 198 Biscoe 1
## 199 Biscoe 1
## 200 Biscoe 2
## 201 Biscoe 1
## 202 Biscoe 2
## 203 Biscoe 1
## 204 Biscoe 2
## 205 Biscoe 1
## 206 Biscoe 2
## 207 Biscoe 1
## 208 Biscoe 2
## 209 Biscoe 1
## 210 Biscoe 2
## 211 Biscoe 1
## 212 Biscoe 2
## 213 Biscoe 1
## 214 Biscoe 2
## 215 Biscoe 1
## 216 Biscoe 2
## 217 Biscoe 1
## 218 Biscoe 2
## 219 Biscoe NA
## 220 Biscoe 2
## 221 Biscoe 1
## 222 Biscoe 2
## 223 Biscoe 1
## 224 Biscoe 2
## 225 Biscoe 2
## 226 Biscoe 1
## 227 Biscoe 1
## 228 Biscoe 2
## 229 Biscoe 1
## 230 Biscoe 2
## 231 Biscoe 1
## 232 Biscoe 2
## 233 Biscoe 1
## 234 Biscoe 2
## 235 Biscoe 1
## 236 Biscoe 2
## 237 Biscoe 1
## 238 Biscoe 2
## 239 Biscoe 1
## 240 Biscoe 2
## 241 Biscoe 1
## 242 Biscoe 2
## 243 Biscoe 1
## 244 Biscoe 2
## 245 Biscoe 1
## 246 Biscoe 2
## 247 Biscoe 1
## 248 Biscoe 2
## 249 Biscoe 2
## 250 Biscoe 1
## 251 Biscoe 1
## 252 Biscoe 2
## 253 Biscoe 1
## 254 Biscoe 2
## 255 Biscoe 1
## 256 Biscoe 2
## 257 Biscoe NA
## 258 Biscoe 2
## 259 Biscoe 1
## 260 Biscoe 2
## 261 Biscoe 1
## 262 Biscoe 2
## 263 Biscoe 1
## 264 Biscoe 2
## 265 Biscoe 1
## 266 Biscoe 2
## 267 Biscoe 1
## 268 Biscoe 2
## 269 Biscoe NA
## 270 Biscoe 2
## 271 Biscoe 1
## 272 Biscoe NA
## 273 Biscoe 1
## 274 Biscoe 2
## 275 Biscoe 1
## 276 Biscoe 2
## 277 Dream 1
## 278 Dream 2
## 279 Dream 2
## 280 Dream 1
## 281 Dream 2
## 282 Dream 1
## 283 Dream 1
## 284 Dream 2
## 285 Dream 1
## 286 Dream 2
## 287 Dream 1
## 288 Dream 2
## 289 Dream 1
## 290 Dream 2
## 291 Dream 1
## 292 Dream 2
## 293 Dream 2
## 294 Dream 1
## 295 Dream 1
## 296 Dream 2
## 297 Dream 1
## 298 Dream 2
## 299 Dream 1
## 300 Dream 2
## 301 Dream 1
## 302 Dream 2
## 303 Dream 1
## 304 Dream 2
## 305 Dream 1
## 306 Dream 2
## 307 Dream 1
## 308 Dream 2
## 309 Dream 1
## 310 Dream 2
## 311 Dream 2
## 312 Dream 1
## 313 Dream 1
## 314 Dream 2
## 315 Dream 1
## 316 Dream 2
## 317 Dream 2
## 318 Dream 1
## 319 Dream 2
## 320 Dream 1
## 321 Dream 1
## 322 Dream 2
## 323 Dream 1
## 324 Dream 2
## 325 Dream 2
## 326 Dream 1
## 327 Dream 1
## 328 Dream 2
## 329 Dream 1
## 330 Dream 2
## 331 Dream 1
## 332 Dream 2
## 333 Dream 1
## 334 Dream 2
## 335 Dream 2
## 336 Dream 1
## 337 Dream 2
## 338 Dream 1
## 339 Dream 1
## 340 Dream 2
## 341 Dream 1
## 342 Dream 2
## 343 Dream 2
## 344 Dream 1
dim(penguenler)
## [1] 344 9
nrow(penguenler)
## [1] 344
ncol(penguenler)
## [1] 9
ggplot(penguenler,aes(x=bill_len))+
geom_histogram()+
xlim(c(35,50))
## `stat_bin()` using `bins = 30`. Pick better value `binwidth`.
## Warning: Removed 63 rows containing non-finite outside the scale range
## (`stat_bin()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_bar()`).
peng2 <- penguins
peng2 <- peng2 %>% select(-year)
colnames(peng2)
## [1] "species" "island" "bill_len" "bill_dep" "flipper_len"
## [6] "body_mass" "sex" "species2"
reg <- lm(flipper_len ~ body_mass ,data=penguenler)
summary(reg)
##
## Call:
## lm(formula = flipper_len ~ body_mass, data = penguenler)
##
## Residuals:
## Min 1Q Median 3Q Max
## -23.7626 -4.9138 0.9891 5.1166 16.6392
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.367e+02 1.997e+00 68.47 <2e-16 ***
## body_mass 1.528e-02 4.668e-04 32.72 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.913 on 340 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.759, Adjusted R-squared: 0.7583
## F-statistic: 1071 on 1 and 340 DF, p-value: < 2.2e-16
library(scales)
##
## Attaching package: 'scales'
## The following object is masked from 'package:purrr':
##
## discard
## The following object is masked from 'package:readr':
##
## col_factor
penguenler %>%
count(species) %>%
mutate(yuzde = n / sum(n),
label = percent(round(yuzde, 2)))
## species n yuzde label
## 1 Adelie 152 0.4418605 44%
## 2 Chinstrap 68 0.1976744 20%
## 3 Gentoo 124 0.3604651 36%
log10(penguenler$body_mass)
## [1] 3.574031 3.579784 3.511883 NA 3.537819 3.562293 3.559308 3.669782
## [9] 3.540955 3.628389 3.518514 3.568202 3.505150 3.579784 3.643453 3.568202
## [17] 3.537819 3.653213 3.521792 3.623249 3.531479 3.556303 3.579784 3.596597
## [25] 3.579784 3.579784 3.550228 3.505150 3.498311 3.596597 3.511883 3.591065
## [33] 3.518514 3.591065 3.521792 3.618048 3.596597 3.550228 3.518514 3.667453
## [41] 3.498311 3.591065 3.491362 3.643453 3.477121 3.662758 3.534661 3.473487
## [49] 3.537819 3.618048 3.544068 3.633468 3.537819 3.607455 3.462398 3.568202
## [57] 3.550228 3.579784 3.454845 3.574031 3.498311 3.643453 3.556303 3.607455
## [65] 3.454845 3.596597 3.525045 3.612784 3.484300 3.648360 3.556303 3.591065
## [73] 3.550228 3.618048 3.568202 3.628389 3.568202 3.591065 3.550228 3.602060
## [81] 3.505150 3.672098 3.579784 3.623249 3.525045 3.550228 3.579784 3.544068
## [89] 3.596597 3.556303 3.550228 3.633468 3.531479 3.648360 3.518514 3.633468
## [97] 3.568202 3.638489 3.462398 3.612784 3.571126 3.674402 3.487845 3.628389
## [105] 3.466126 3.550228 3.574031 3.591065 3.501744 3.678973 3.582631 3.662758
## [113] 3.505150 3.630936 3.591065 3.610128 3.462398 3.576917 3.525045 3.521792
## [121] 3.498311 3.544068 3.537819 3.588272 3.484300 3.602060 3.515211 3.633468
## [129] 3.484300 3.602060 3.521792 3.544068 3.544068 3.650793 3.534661 3.591065
## [137] 3.501744 3.599337 3.531479 3.628389 3.531479 3.540955 3.484300 3.571126
## [145] 3.477121 3.562293 3.628389 3.540955 3.537819 3.574031 3.568202 3.602060
## [153] 3.653213 3.755875 3.648360 3.755875 3.732394 3.658011 3.681241 3.716003
## [161] 3.643453 3.711807 3.667453 3.744293 3.667453 3.767156 3.623249 3.767156
## [169] 3.618048 3.799341 3.681241 3.728354 3.755875 3.698970 3.643453 3.703291
## [177] 3.698970 3.707570 3.612784 3.752048 3.662758 3.744293 3.720159 3.672098
## [185] 3.703291 3.781755 3.711807 3.732394 3.694605 3.720159 3.638489 3.728354
## [193] 3.596597 3.755875 3.633468 3.676694 3.744293 3.690196 3.623249 3.732394
## [201] 3.707570 3.724276 3.685742 3.724276 3.643453 3.698970 3.690196 3.703291
## [209] 3.633468 3.698970 3.648360 3.744293 3.623249 3.724276 3.643453 3.752048
## [217] 3.672098 3.755875 3.667453 3.763428 3.672098 3.744293 3.676694 3.698970
## [225] 3.707570 3.716003 3.672098 3.763428 3.662758 3.778151 3.676694 3.774517
## [233] 3.665112 3.736397 3.674402 3.728354 3.676694 3.748188 3.662758 3.724276
## [241] 3.687975 3.744293 3.694605 3.732394 3.676694 3.752048 3.685742 3.716003
## [249] 3.692406 3.687975 3.665112 3.720159 3.685742 3.748188 3.696793 3.740363
## [257] 3.674402 3.740363 3.672098 3.740363 3.660391 3.740363 3.698970 3.774517
## [265] 3.667453 3.740363 3.640978 3.767156 3.687975 3.778151 3.692406 NA
## [273] 3.685742 3.759668 3.716003 3.732394 3.544068 3.591065 3.562293 3.547159
## [281] 3.571126 3.596597 3.511883 3.574031 3.618048 3.568202 3.579784 3.576917
## [289] 3.568202 3.607455 3.553276 3.607455 3.518514 3.568202 3.537819 3.643453
## [297] 3.556303 3.531479 3.462398 3.579784 3.518514 3.618048 3.531479 3.579784
## [305] 3.568202 3.658011 3.505150 3.633468 3.525045 3.612784 3.556303 3.591065
## [313] 3.585461 3.681241 3.431364 3.653213 3.596597 3.562293 3.550228 3.544068
## [321] 3.565257 3.648360 3.531479 3.633468 3.511883 3.565257 3.521792 3.596597
## [329] 3.556303 3.607455 3.525045 3.537819 3.511883 3.607455 3.579784 3.547159
## [337] 3.596597 3.562293 3.562293 3.602060 3.531479 3.576917 3.612784 3.576917
penguenler %>%
mutate(yeni_kategori = cut(bill_len,breaks= 4))
## species island bill_len bill_dep flipper_len body_mass sex year
## 1 Adelie Torgersen 39.1 18.7 181 3750 male 2007
## 2 Adelie Torgersen 39.5 17.4 186 3800 female 2007
## 3 Adelie Torgersen 40.3 18.0 195 3250 female 2007
## 4 Adelie Torgersen NA NA NA NA <NA> 2007
## 5 Adelie Torgersen 36.7 19.3 193 3450 female 2007
## 6 Adelie Torgersen 39.3 20.6 190 3650 male 2007
## 7 Adelie Torgersen 38.9 17.8 181 3625 female 2007
## 8 Adelie Torgersen 39.2 19.6 195 4675 male 2007
## 9 Adelie Torgersen 34.1 18.1 193 3475 <NA> 2007
## 10 Adelie Torgersen 42.0 20.2 190 4250 <NA> 2007
## 11 Adelie Torgersen 37.8 17.1 186 3300 <NA> 2007
## 12 Adelie Torgersen 37.8 17.3 180 3700 <NA> 2007
## 13 Adelie Torgersen 41.1 17.6 182 3200 female 2007
## 14 Adelie Torgersen 38.6 21.2 191 3800 male 2007
## 15 Adelie Torgersen 34.6 21.1 198 4400 male 2007
## 16 Adelie Torgersen 36.6 17.8 185 3700 female 2007
## 17 Adelie Torgersen 38.7 19.0 195 3450 female 2007
## 18 Adelie Torgersen 42.5 20.7 197 4500 male 2007
## 19 Adelie Torgersen 34.4 18.4 184 3325 female 2007
## 20 Adelie Torgersen 46.0 21.5 194 4200 male 2007
## 21 Adelie Biscoe 37.8 18.3 174 3400 female 2007
## 22 Adelie Biscoe 37.7 18.7 180 3600 male 2007
## 23 Adelie Biscoe 35.9 19.2 189 3800 female 2007
## 24 Adelie Biscoe 38.2 18.1 185 3950 male 2007
## 25 Adelie Biscoe 38.8 17.2 180 3800 male 2007
## 26 Adelie Biscoe 35.3 18.9 187 3800 female 2007
## 27 Adelie Biscoe 40.6 18.6 183 3550 male 2007
## 28 Adelie Biscoe 40.5 17.9 187 3200 female 2007
## 29 Adelie Biscoe 37.9 18.6 172 3150 female 2007
## 30 Adelie Biscoe 40.5 18.9 180 3950 male 2007
## 31 Adelie Dream 39.5 16.7 178 3250 female 2007
## 32 Adelie Dream 37.2 18.1 178 3900 male 2007
## 33 Adelie Dream 39.5 17.8 188 3300 female 2007
## 34 Adelie Dream 40.9 18.9 184 3900 male 2007
## 35 Adelie Dream 36.4 17.0 195 3325 female 2007
## 36 Adelie Dream 39.2 21.1 196 4150 male 2007
## 37 Adelie Dream 38.8 20.0 190 3950 male 2007
## 38 Adelie Dream 42.2 18.5 180 3550 female 2007
## 39 Adelie Dream 37.6 19.3 181 3300 female 2007
## 40 Adelie Dream 39.8 19.1 184 4650 male 2007
## 41 Adelie Dream 36.5 18.0 182 3150 female 2007
## 42 Adelie Dream 40.8 18.4 195 3900 male 2007
## 43 Adelie Dream 36.0 18.5 186 3100 female 2007
## 44 Adelie Dream 44.1 19.7 196 4400 male 2007
## 45 Adelie Dream 37.0 16.9 185 3000 female 2007
## 46 Adelie Dream 39.6 18.8 190 4600 male 2007
## 47 Adelie Dream 41.1 19.0 182 3425 male 2007
## 48 Adelie Dream 37.5 18.9 179 2975 <NA> 2007
## 49 Adelie Dream 36.0 17.9 190 3450 female 2007
## 50 Adelie Dream 42.3 21.2 191 4150 male 2007
## 51 Adelie Biscoe 39.6 17.7 186 3500 female 2008
## 52 Adelie Biscoe 40.1 18.9 188 4300 male 2008
## 53 Adelie Biscoe 35.0 17.9 190 3450 female 2008
## 54 Adelie Biscoe 42.0 19.5 200 4050 male 2008
## 55 Adelie Biscoe 34.5 18.1 187 2900 female 2008
## 56 Adelie Biscoe 41.4 18.6 191 3700 male 2008
## 57 Adelie Biscoe 39.0 17.5 186 3550 female 2008
## 58 Adelie Biscoe 40.6 18.8 193 3800 male 2008
## 59 Adelie Biscoe 36.5 16.6 181 2850 female 2008
## 60 Adelie Biscoe 37.6 19.1 194 3750 male 2008
## 61 Adelie Biscoe 35.7 16.9 185 3150 female 2008
## 62 Adelie Biscoe 41.3 21.1 195 4400 male 2008
## 63 Adelie Biscoe 37.6 17.0 185 3600 female 2008
## 64 Adelie Biscoe 41.1 18.2 192 4050 male 2008
## 65 Adelie Biscoe 36.4 17.1 184 2850 female 2008
## 66 Adelie Biscoe 41.6 18.0 192 3950 male 2008
## 67 Adelie Biscoe 35.5 16.2 195 3350 female 2008
## 68 Adelie Biscoe 41.1 19.1 188 4100 male 2008
## 69 Adelie Torgersen 35.9 16.6 190 3050 female 2008
## 70 Adelie Torgersen 41.8 19.4 198 4450 male 2008
## 71 Adelie Torgersen 33.5 19.0 190 3600 female 2008
## 72 Adelie Torgersen 39.7 18.4 190 3900 male 2008
## 73 Adelie Torgersen 39.6 17.2 196 3550 female 2008
## 74 Adelie Torgersen 45.8 18.9 197 4150 male 2008
## 75 Adelie Torgersen 35.5 17.5 190 3700 female 2008
## 76 Adelie Torgersen 42.8 18.5 195 4250 male 2008
## 77 Adelie Torgersen 40.9 16.8 191 3700 female 2008
## 78 Adelie Torgersen 37.2 19.4 184 3900 male 2008
## 79 Adelie Torgersen 36.2 16.1 187 3550 female 2008
## 80 Adelie Torgersen 42.1 19.1 195 4000 male 2008
## 81 Adelie Torgersen 34.6 17.2 189 3200 female 2008
## 82 Adelie Torgersen 42.9 17.6 196 4700 male 2008
## 83 Adelie Torgersen 36.7 18.8 187 3800 female 2008
## 84 Adelie Torgersen 35.1 19.4 193 4200 male 2008
## 85 Adelie Dream 37.3 17.8 191 3350 female 2008
## 86 Adelie Dream 41.3 20.3 194 3550 male 2008
## 87 Adelie Dream 36.3 19.5 190 3800 male 2008
## 88 Adelie Dream 36.9 18.6 189 3500 female 2008
## 89 Adelie Dream 38.3 19.2 189 3950 male 2008
## 90 Adelie Dream 38.9 18.8 190 3600 female 2008
## 91 Adelie Dream 35.7 18.0 202 3550 female 2008
## 92 Adelie Dream 41.1 18.1 205 4300 male 2008
## 93 Adelie Dream 34.0 17.1 185 3400 female 2008
## 94 Adelie Dream 39.6 18.1 186 4450 male 2008
## 95 Adelie Dream 36.2 17.3 187 3300 female 2008
## 96 Adelie Dream 40.8 18.9 208 4300 male 2008
## 97 Adelie Dream 38.1 18.6 190 3700 female 2008
## 98 Adelie Dream 40.3 18.5 196 4350 male 2008
## 99 Adelie Dream 33.1 16.1 178 2900 female 2008
## 100 Adelie Dream 43.2 18.5 192 4100 male 2008
## 101 Adelie Biscoe 35.0 17.9 192 3725 female 2009
## 102 Adelie Biscoe 41.0 20.0 203 4725 male 2009
## 103 Adelie Biscoe 37.7 16.0 183 3075 female 2009
## 104 Adelie Biscoe 37.8 20.0 190 4250 male 2009
## 105 Adelie Biscoe 37.9 18.6 193 2925 female 2009
## 106 Adelie Biscoe 39.7 18.9 184 3550 male 2009
## 107 Adelie Biscoe 38.6 17.2 199 3750 female 2009
## 108 Adelie Biscoe 38.2 20.0 190 3900 male 2009
## 109 Adelie Biscoe 38.1 17.0 181 3175 female 2009
## 110 Adelie Biscoe 43.2 19.0 197 4775 male 2009
## 111 Adelie Biscoe 38.1 16.5 198 3825 female 2009
## 112 Adelie Biscoe 45.6 20.3 191 4600 male 2009
## 113 Adelie Biscoe 39.7 17.7 193 3200 female 2009
## 114 Adelie Biscoe 42.2 19.5 197 4275 male 2009
## 115 Adelie Biscoe 39.6 20.7 191 3900 female 2009
## 116 Adelie Biscoe 42.7 18.3 196 4075 male 2009
## 117 Adelie Torgersen 38.6 17.0 188 2900 female 2009
## 118 Adelie Torgersen 37.3 20.5 199 3775 male 2009
## 119 Adelie Torgersen 35.7 17.0 189 3350 female 2009
## 120 Adelie Torgersen 41.1 18.6 189 3325 male 2009
## 121 Adelie Torgersen 36.2 17.2 187 3150 female 2009
## 122 Adelie Torgersen 37.7 19.8 198 3500 male 2009
## 123 Adelie Torgersen 40.2 17.0 176 3450 female 2009
## 124 Adelie Torgersen 41.4 18.5 202 3875 male 2009
## 125 Adelie Torgersen 35.2 15.9 186 3050 female 2009
## 126 Adelie Torgersen 40.6 19.0 199 4000 male 2009
## 127 Adelie Torgersen 38.8 17.6 191 3275 female 2009
## 128 Adelie Torgersen 41.5 18.3 195 4300 male 2009
## 129 Adelie Torgersen 39.0 17.1 191 3050 female 2009
## 130 Adelie Torgersen 44.1 18.0 210 4000 male 2009
## 131 Adelie Torgersen 38.5 17.9 190 3325 female 2009
## 132 Adelie Torgersen 43.1 19.2 197 3500 male 2009
## 133 Adelie Dream 36.8 18.5 193 3500 female 2009
## 134 Adelie Dream 37.5 18.5 199 4475 male 2009
## 135 Adelie Dream 38.1 17.6 187 3425 female 2009
## 136 Adelie Dream 41.1 17.5 190 3900 male 2009
## 137 Adelie Dream 35.6 17.5 191 3175 female 2009
## 138 Adelie Dream 40.2 20.1 200 3975 male 2009
## 139 Adelie Dream 37.0 16.5 185 3400 female 2009
## 140 Adelie Dream 39.7 17.9 193 4250 male 2009
## 141 Adelie Dream 40.2 17.1 193 3400 female 2009
## 142 Adelie Dream 40.6 17.2 187 3475 male 2009
## 143 Adelie Dream 32.1 15.5 188 3050 female 2009
## 144 Adelie Dream 40.7 17.0 190 3725 male 2009
## 145 Adelie Dream 37.3 16.8 192 3000 female 2009
## 146 Adelie Dream 39.0 18.7 185 3650 male 2009
## 147 Adelie Dream 39.2 18.6 190 4250 male 2009
## 148 Adelie Dream 36.6 18.4 184 3475 female 2009
## 149 Adelie Dream 36.0 17.8 195 3450 female 2009
## 150 Adelie Dream 37.8 18.1 193 3750 male 2009
## 151 Adelie Dream 36.0 17.1 187 3700 female 2009
## 152 Adelie Dream 41.5 18.5 201 4000 male 2009
## 153 Gentoo Biscoe 46.1 13.2 211 4500 female 2007
## 154 Gentoo Biscoe 50.0 16.3 230 5700 male 2007
## 155 Gentoo Biscoe 48.7 14.1 210 4450 female 2007
## 156 Gentoo Biscoe 50.0 15.2 218 5700 male 2007
## 157 Gentoo Biscoe 47.6 14.5 215 5400 male 2007
## 158 Gentoo Biscoe 46.5 13.5 210 4550 female 2007
## 159 Gentoo Biscoe 45.4 14.6 211 4800 female 2007
## 160 Gentoo Biscoe 46.7 15.3 219 5200 male 2007
## 161 Gentoo Biscoe 43.3 13.4 209 4400 female 2007
## 162 Gentoo Biscoe 46.8 15.4 215 5150 male 2007
## 163 Gentoo Biscoe 40.9 13.7 214 4650 female 2007
## 164 Gentoo Biscoe 49.0 16.1 216 5550 male 2007
## 165 Gentoo Biscoe 45.5 13.7 214 4650 female 2007
## 166 Gentoo Biscoe 48.4 14.6 213 5850 male 2007
## 167 Gentoo Biscoe 45.8 14.6 210 4200 female 2007
## 168 Gentoo Biscoe 49.3 15.7 217 5850 male 2007
## 169 Gentoo Biscoe 42.0 13.5 210 4150 female 2007
## 170 Gentoo Biscoe 49.2 15.2 221 6300 male 2007
## 171 Gentoo Biscoe 46.2 14.5 209 4800 female 2007
## 172 Gentoo Biscoe 48.7 15.1 222 5350 male 2007
## 173 Gentoo Biscoe 50.2 14.3 218 5700 male 2007
## 174 Gentoo Biscoe 45.1 14.5 215 5000 female 2007
## 175 Gentoo Biscoe 46.5 14.5 213 4400 female 2007
## 176 Gentoo Biscoe 46.3 15.8 215 5050 male 2007
## 177 Gentoo Biscoe 42.9 13.1 215 5000 female 2007
## 178 Gentoo Biscoe 46.1 15.1 215 5100 male 2007
## 179 Gentoo Biscoe 44.5 14.3 216 4100 <NA> 2007
## 180 Gentoo Biscoe 47.8 15.0 215 5650 male 2007
## 181 Gentoo Biscoe 48.2 14.3 210 4600 female 2007
## 182 Gentoo Biscoe 50.0 15.3 220 5550 male 2007
## 183 Gentoo Biscoe 47.3 15.3 222 5250 male 2007
## 184 Gentoo Biscoe 42.8 14.2 209 4700 female 2007
## 185 Gentoo Biscoe 45.1 14.5 207 5050 female 2007
## 186 Gentoo Biscoe 59.6 17.0 230 6050 male 2007
## 187 Gentoo Biscoe 49.1 14.8 220 5150 female 2008
## 188 Gentoo Biscoe 48.4 16.3 220 5400 male 2008
## 189 Gentoo Biscoe 42.6 13.7 213 4950 female 2008
## 190 Gentoo Biscoe 44.4 17.3 219 5250 male 2008
## 191 Gentoo Biscoe 44.0 13.6 208 4350 female 2008
## 192 Gentoo Biscoe 48.7 15.7 208 5350 male 2008
## 193 Gentoo Biscoe 42.7 13.7 208 3950 female 2008
## 194 Gentoo Biscoe 49.6 16.0 225 5700 male 2008
## 195 Gentoo Biscoe 45.3 13.7 210 4300 female 2008
## 196 Gentoo Biscoe 49.6 15.0 216 4750 male 2008
## 197 Gentoo Biscoe 50.5 15.9 222 5550 male 2008
## 198 Gentoo Biscoe 43.6 13.9 217 4900 female 2008
## 199 Gentoo Biscoe 45.5 13.9 210 4200 female 2008
## 200 Gentoo Biscoe 50.5 15.9 225 5400 male 2008
## 201 Gentoo Biscoe 44.9 13.3 213 5100 female 2008
## 202 Gentoo Biscoe 45.2 15.8 215 5300 male 2008
## 203 Gentoo Biscoe 46.6 14.2 210 4850 female 2008
## 204 Gentoo Biscoe 48.5 14.1 220 5300 male 2008
## 205 Gentoo Biscoe 45.1 14.4 210 4400 female 2008
## 206 Gentoo Biscoe 50.1 15.0 225 5000 male 2008
## 207 Gentoo Biscoe 46.5 14.4 217 4900 female 2008
## 208 Gentoo Biscoe 45.0 15.4 220 5050 male 2008
## 209 Gentoo Biscoe 43.8 13.9 208 4300 female 2008
## 210 Gentoo Biscoe 45.5 15.0 220 5000 male 2008
## 211 Gentoo Biscoe 43.2 14.5 208 4450 female 2008
## 212 Gentoo Biscoe 50.4 15.3 224 5550 male 2008
## 213 Gentoo Biscoe 45.3 13.8 208 4200 female 2008
## 214 Gentoo Biscoe 46.2 14.9 221 5300 male 2008
## 215 Gentoo Biscoe 45.7 13.9 214 4400 female 2008
## 216 Gentoo Biscoe 54.3 15.7 231 5650 male 2008
## 217 Gentoo Biscoe 45.8 14.2 219 4700 female 2008
## 218 Gentoo Biscoe 49.8 16.8 230 5700 male 2008
## 219 Gentoo Biscoe 46.2 14.4 214 4650 <NA> 2008
## 220 Gentoo Biscoe 49.5 16.2 229 5800 male 2008
## 221 Gentoo Biscoe 43.5 14.2 220 4700 female 2008
## 222 Gentoo Biscoe 50.7 15.0 223 5550 male 2008
## 223 Gentoo Biscoe 47.7 15.0 216 4750 female 2008
## 224 Gentoo Biscoe 46.4 15.6 221 5000 male 2008
## 225 Gentoo Biscoe 48.2 15.6 221 5100 male 2008
## 226 Gentoo Biscoe 46.5 14.8 217 5200 female 2008
## 227 Gentoo Biscoe 46.4 15.0 216 4700 female 2008
## 228 Gentoo Biscoe 48.6 16.0 230 5800 male 2008
## 229 Gentoo Biscoe 47.5 14.2 209 4600 female 2008
## 230 Gentoo Biscoe 51.1 16.3 220 6000 male 2008
## 231 Gentoo Biscoe 45.2 13.8 215 4750 female 2008
## 232 Gentoo Biscoe 45.2 16.4 223 5950 male 2008
## 233 Gentoo Biscoe 49.1 14.5 212 4625 female 2009
## 234 Gentoo Biscoe 52.5 15.6 221 5450 male 2009
## 235 Gentoo Biscoe 47.4 14.6 212 4725 female 2009
## 236 Gentoo Biscoe 50.0 15.9 224 5350 male 2009
## 237 Gentoo Biscoe 44.9 13.8 212 4750 female 2009
## 238 Gentoo Biscoe 50.8 17.3 228 5600 male 2009
## 239 Gentoo Biscoe 43.4 14.4 218 4600 female 2009
## 240 Gentoo Biscoe 51.3 14.2 218 5300 male 2009
## 241 Gentoo Biscoe 47.5 14.0 212 4875 female 2009
## 242 Gentoo Biscoe 52.1 17.0 230 5550 male 2009
## 243 Gentoo Biscoe 47.5 15.0 218 4950 female 2009
## 244 Gentoo Biscoe 52.2 17.1 228 5400 male 2009
## 245 Gentoo Biscoe 45.5 14.5 212 4750 female 2009
## 246 Gentoo Biscoe 49.5 16.1 224 5650 male 2009
## 247 Gentoo Biscoe 44.5 14.7 214 4850 female 2009
## 248 Gentoo Biscoe 50.8 15.7 226 5200 male 2009
## 249 Gentoo Biscoe 49.4 15.8 216 4925 male 2009
## 250 Gentoo Biscoe 46.9 14.6 222 4875 female 2009
## 251 Gentoo Biscoe 48.4 14.4 203 4625 female 2009
## 252 Gentoo Biscoe 51.1 16.5 225 5250 male 2009
## 253 Gentoo Biscoe 48.5 15.0 219 4850 female 2009
## 254 Gentoo Biscoe 55.9 17.0 228 5600 male 2009
## 255 Gentoo Biscoe 47.2 15.5 215 4975 female 2009
## 256 Gentoo Biscoe 49.1 15.0 228 5500 male 2009
## 257 Gentoo Biscoe 47.3 13.8 216 4725 <NA> 2009
## 258 Gentoo Biscoe 46.8 16.1 215 5500 male 2009
## 259 Gentoo Biscoe 41.7 14.7 210 4700 female 2009
## 260 Gentoo Biscoe 53.4 15.8 219 5500 male 2009
## 261 Gentoo Biscoe 43.3 14.0 208 4575 female 2009
## 262 Gentoo Biscoe 48.1 15.1 209 5500 male 2009
## 263 Gentoo Biscoe 50.5 15.2 216 5000 female 2009
## 264 Gentoo Biscoe 49.8 15.9 229 5950 male 2009
## 265 Gentoo Biscoe 43.5 15.2 213 4650 female 2009
## 266 Gentoo Biscoe 51.5 16.3 230 5500 male 2009
## 267 Gentoo Biscoe 46.2 14.1 217 4375 female 2009
## 268 Gentoo Biscoe 55.1 16.0 230 5850 male 2009
## 269 Gentoo Biscoe 44.5 15.7 217 4875 <NA> 2009
## 270 Gentoo Biscoe 48.8 16.2 222 6000 male 2009
## 271 Gentoo Biscoe 47.2 13.7 214 4925 female 2009
## 272 Gentoo Biscoe NA NA NA NA <NA> 2009
## 273 Gentoo Biscoe 46.8 14.3 215 4850 female 2009
## 274 Gentoo Biscoe 50.4 15.7 222 5750 male 2009
## 275 Gentoo Biscoe 45.2 14.8 212 5200 female 2009
## 276 Gentoo Biscoe 49.9 16.1 213 5400 male 2009
## 277 Chinstrap Dream 46.5 17.9 192 3500 female 2007
## 278 Chinstrap Dream 50.0 19.5 196 3900 male 2007
## 279 Chinstrap Dream 51.3 19.2 193 3650 male 2007
## 280 Chinstrap Dream 45.4 18.7 188 3525 female 2007
## 281 Chinstrap Dream 52.7 19.8 197 3725 male 2007
## 282 Chinstrap Dream 45.2 17.8 198 3950 female 2007
## 283 Chinstrap Dream 46.1 18.2 178 3250 female 2007
## 284 Chinstrap Dream 51.3 18.2 197 3750 male 2007
## 285 Chinstrap Dream 46.0 18.9 195 4150 female 2007
## 286 Chinstrap Dream 51.3 19.9 198 3700 male 2007
## 287 Chinstrap Dream 46.6 17.8 193 3800 female 2007
## 288 Chinstrap Dream 51.7 20.3 194 3775 male 2007
## 289 Chinstrap Dream 47.0 17.3 185 3700 female 2007
## 290 Chinstrap Dream 52.0 18.1 201 4050 male 2007
## 291 Chinstrap Dream 45.9 17.1 190 3575 female 2007
## 292 Chinstrap Dream 50.5 19.6 201 4050 male 2007
## 293 Chinstrap Dream 50.3 20.0 197 3300 male 2007
## 294 Chinstrap Dream 58.0 17.8 181 3700 female 2007
## 295 Chinstrap Dream 46.4 18.6 190 3450 female 2007
## 296 Chinstrap Dream 49.2 18.2 195 4400 male 2007
## 297 Chinstrap Dream 42.4 17.3 181 3600 female 2007
## 298 Chinstrap Dream 48.5 17.5 191 3400 male 2007
## 299 Chinstrap Dream 43.2 16.6 187 2900 female 2007
## 300 Chinstrap Dream 50.6 19.4 193 3800 male 2007
## 301 Chinstrap Dream 46.7 17.9 195 3300 female 2007
## 302 Chinstrap Dream 52.0 19.0 197 4150 male 2007
## 303 Chinstrap Dream 50.5 18.4 200 3400 female 2008
## 304 Chinstrap Dream 49.5 19.0 200 3800 male 2008
## 305 Chinstrap Dream 46.4 17.8 191 3700 female 2008
## 306 Chinstrap Dream 52.8 20.0 205 4550 male 2008
## 307 Chinstrap Dream 40.9 16.6 187 3200 female 2008
## 308 Chinstrap Dream 54.2 20.8 201 4300 male 2008
## 309 Chinstrap Dream 42.5 16.7 187 3350 female 2008
## 310 Chinstrap Dream 51.0 18.8 203 4100 male 2008
## 311 Chinstrap Dream 49.7 18.6 195 3600 male 2008
## 312 Chinstrap Dream 47.5 16.8 199 3900 female 2008
## 313 Chinstrap Dream 47.6 18.3 195 3850 female 2008
## 314 Chinstrap Dream 52.0 20.7 210 4800 male 2008
## 315 Chinstrap Dream 46.9 16.6 192 2700 female 2008
## 316 Chinstrap Dream 53.5 19.9 205 4500 male 2008
## 317 Chinstrap Dream 49.0 19.5 210 3950 male 2008
## 318 Chinstrap Dream 46.2 17.5 187 3650 female 2008
## 319 Chinstrap Dream 50.9 19.1 196 3550 male 2008
## 320 Chinstrap Dream 45.5 17.0 196 3500 female 2008
## 321 Chinstrap Dream 50.9 17.9 196 3675 female 2009
## 322 Chinstrap Dream 50.8 18.5 201 4450 male 2009
## 323 Chinstrap Dream 50.1 17.9 190 3400 female 2009
## 324 Chinstrap Dream 49.0 19.6 212 4300 male 2009
## 325 Chinstrap Dream 51.5 18.7 187 3250 male 2009
## 326 Chinstrap Dream 49.8 17.3 198 3675 female 2009
## 327 Chinstrap Dream 48.1 16.4 199 3325 female 2009
## 328 Chinstrap Dream 51.4 19.0 201 3950 male 2009
## 329 Chinstrap Dream 45.7 17.3 193 3600 female 2009
## 330 Chinstrap Dream 50.7 19.7 203 4050 male 2009
## 331 Chinstrap Dream 42.5 17.3 187 3350 female 2009
## 332 Chinstrap Dream 52.2 18.8 197 3450 male 2009
## 333 Chinstrap Dream 45.2 16.6 191 3250 female 2009
## 334 Chinstrap Dream 49.3 19.9 203 4050 male 2009
## 335 Chinstrap Dream 50.2 18.8 202 3800 male 2009
## 336 Chinstrap Dream 45.6 19.4 194 3525 female 2009
## 337 Chinstrap Dream 51.9 19.5 206 3950 male 2009
## 338 Chinstrap Dream 46.8 16.5 189 3650 female 2009
## 339 Chinstrap Dream 45.7 17.0 195 3650 female 2009
## 340 Chinstrap Dream 55.8 19.8 207 4000 male 2009
## 341 Chinstrap Dream 43.5 18.1 202 3400 female 2009
## 342 Chinstrap Dream 49.6 18.2 193 3775 male 2009
## 343 Chinstrap Dream 50.8 19.0 210 4100 male 2009
## 344 Chinstrap Dream 50.2 18.7 198 3775 female 2009
## island_fct yeni_kategori
## 1 Torgersen (39,45.9]
## 2 Torgersen (39,45.9]
## 3 Torgersen (39,45.9]
## 4 Torgersen <NA>
## 5 Torgersen (32.1,39]
## 6 Torgersen (39,45.9]
## 7 Torgersen (32.1,39]
## 8 Torgersen (39,45.9]
## 9 Torgersen (32.1,39]
## 10 Torgersen (39,45.9]
## 11 Torgersen (32.1,39]
## 12 Torgersen (32.1,39]
## 13 Torgersen (39,45.9]
## 14 Torgersen (32.1,39]
## 15 Torgersen (32.1,39]
## 16 Torgersen (32.1,39]
## 17 Torgersen (32.1,39]
## 18 Torgersen (39,45.9]
## 19 Torgersen (32.1,39]
## 20 Torgersen (45.9,52.7]
## 21 Biscoe (32.1,39]
## 22 Biscoe (32.1,39]
## 23 Biscoe (32.1,39]
## 24 Biscoe (32.1,39]
## 25 Biscoe (32.1,39]
## 26 Biscoe (32.1,39]
## 27 Biscoe (39,45.9]
## 28 Biscoe (39,45.9]
## 29 Biscoe (32.1,39]
## 30 Biscoe (39,45.9]
## 31 Dream (39,45.9]
## 32 Dream (32.1,39]
## 33 Dream (39,45.9]
## 34 Dream (39,45.9]
## 35 Dream (32.1,39]
## 36 Dream (39,45.9]
## 37 Dream (32.1,39]
## 38 Dream (39,45.9]
## 39 Dream (32.1,39]
## 40 Dream (39,45.9]
## 41 Dream (32.1,39]
## 42 Dream (39,45.9]
## 43 Dream (32.1,39]
## 44 Dream (39,45.9]
## 45 Dream (32.1,39]
## 46 Dream (39,45.9]
## 47 Dream (39,45.9]
## 48 Dream (32.1,39]
## 49 Dream (32.1,39]
## 50 Dream (39,45.9]
## 51 Biscoe (39,45.9]
## 52 Biscoe (39,45.9]
## 53 Biscoe (32.1,39]
## 54 Biscoe (39,45.9]
## 55 Biscoe (32.1,39]
## 56 Biscoe (39,45.9]
## 57 Biscoe (39,45.9]
## 58 Biscoe (39,45.9]
## 59 Biscoe (32.1,39]
## 60 Biscoe (32.1,39]
## 61 Biscoe (32.1,39]
## 62 Biscoe (39,45.9]
## 63 Biscoe (32.1,39]
## 64 Biscoe (39,45.9]
## 65 Biscoe (32.1,39]
## 66 Biscoe (39,45.9]
## 67 Biscoe (32.1,39]
## 68 Biscoe (39,45.9]
## 69 Torgersen (32.1,39]
## 70 Torgersen (39,45.9]
## 71 Torgersen (32.1,39]
## 72 Torgersen (39,45.9]
## 73 Torgersen (39,45.9]
## 74 Torgersen (39,45.9]
## 75 Torgersen (32.1,39]
## 76 Torgersen (39,45.9]
## 77 Torgersen (39,45.9]
## 78 Torgersen (32.1,39]
## 79 Torgersen (32.1,39]
## 80 Torgersen (39,45.9]
## 81 Torgersen (32.1,39]
## 82 Torgersen (39,45.9]
## 83 Torgersen (32.1,39]
## 84 Torgersen (32.1,39]
## 85 Dream (32.1,39]
## 86 Dream (39,45.9]
## 87 Dream (32.1,39]
## 88 Dream (32.1,39]
## 89 Dream (32.1,39]
## 90 Dream (32.1,39]
## 91 Dream (32.1,39]
## 92 Dream (39,45.9]
## 93 Dream (32.1,39]
## 94 Dream (39,45.9]
## 95 Dream (32.1,39]
## 96 Dream (39,45.9]
## 97 Dream (32.1,39]
## 98 Dream (39,45.9]
## 99 Dream (32.1,39]
## 100 Dream (39,45.9]
## 101 Biscoe (32.1,39]
## 102 Biscoe (39,45.9]
## 103 Biscoe (32.1,39]
## 104 Biscoe (32.1,39]
## 105 Biscoe (32.1,39]
## 106 Biscoe (39,45.9]
## 107 Biscoe (32.1,39]
## 108 Biscoe (32.1,39]
## 109 Biscoe (32.1,39]
## 110 Biscoe (39,45.9]
## 111 Biscoe (32.1,39]
## 112 Biscoe (39,45.9]
## 113 Biscoe (39,45.9]
## 114 Biscoe (39,45.9]
## 115 Biscoe (39,45.9]
## 116 Biscoe (39,45.9]
## 117 Torgersen (32.1,39]
## 118 Torgersen (32.1,39]
## 119 Torgersen (32.1,39]
## 120 Torgersen (39,45.9]
## 121 Torgersen (32.1,39]
## 122 Torgersen (32.1,39]
## 123 Torgersen (39,45.9]
## 124 Torgersen (39,45.9]
## 125 Torgersen (32.1,39]
## 126 Torgersen (39,45.9]
## 127 Torgersen (32.1,39]
## 128 Torgersen (39,45.9]
## 129 Torgersen (39,45.9]
## 130 Torgersen (39,45.9]
## 131 Torgersen (32.1,39]
## 132 Torgersen (39,45.9]
## 133 Dream (32.1,39]
## 134 Dream (32.1,39]
## 135 Dream (32.1,39]
## 136 Dream (39,45.9]
## 137 Dream (32.1,39]
## 138 Dream (39,45.9]
## 139 Dream (32.1,39]
## 140 Dream (39,45.9]
## 141 Dream (39,45.9]
## 142 Dream (39,45.9]
## 143 Dream (32.1,39]
## 144 Dream (39,45.9]
## 145 Dream (32.1,39]
## 146 Dream (39,45.9]
## 147 Dream (39,45.9]
## 148 Dream (32.1,39]
## 149 Dream (32.1,39]
## 150 Dream (32.1,39]
## 151 Dream (32.1,39]
## 152 Dream (39,45.9]
## 153 Biscoe (45.9,52.7]
## 154 Biscoe (45.9,52.7]
## 155 Biscoe (45.9,52.7]
## 156 Biscoe (45.9,52.7]
## 157 Biscoe (45.9,52.7]
## 158 Biscoe (45.9,52.7]
## 159 Biscoe (39,45.9]
## 160 Biscoe (45.9,52.7]
## 161 Biscoe (39,45.9]
## 162 Biscoe (45.9,52.7]
## 163 Biscoe (39,45.9]
## 164 Biscoe (45.9,52.7]
## 165 Biscoe (39,45.9]
## 166 Biscoe (45.9,52.7]
## 167 Biscoe (39,45.9]
## 168 Biscoe (45.9,52.7]
## 169 Biscoe (39,45.9]
## 170 Biscoe (45.9,52.7]
## 171 Biscoe (45.9,52.7]
## 172 Biscoe (45.9,52.7]
## 173 Biscoe (45.9,52.7]
## 174 Biscoe (39,45.9]
## 175 Biscoe (45.9,52.7]
## 176 Biscoe (45.9,52.7]
## 177 Biscoe (39,45.9]
## 178 Biscoe (45.9,52.7]
## 179 Biscoe (39,45.9]
## 180 Biscoe (45.9,52.7]
## 181 Biscoe (45.9,52.7]
## 182 Biscoe (45.9,52.7]
## 183 Biscoe (45.9,52.7]
## 184 Biscoe (39,45.9]
## 185 Biscoe (39,45.9]
## 186 Biscoe (52.7,59.6]
## 187 Biscoe (45.9,52.7]
## 188 Biscoe (45.9,52.7]
## 189 Biscoe (39,45.9]
## 190 Biscoe (39,45.9]
## 191 Biscoe (39,45.9]
## 192 Biscoe (45.9,52.7]
## 193 Biscoe (39,45.9]
## 194 Biscoe (45.9,52.7]
## 195 Biscoe (39,45.9]
## 196 Biscoe (45.9,52.7]
## 197 Biscoe (45.9,52.7]
## 198 Biscoe (39,45.9]
## 199 Biscoe (39,45.9]
## 200 Biscoe (45.9,52.7]
## 201 Biscoe (39,45.9]
## 202 Biscoe (39,45.9]
## 203 Biscoe (45.9,52.7]
## 204 Biscoe (45.9,52.7]
## 205 Biscoe (39,45.9]
## 206 Biscoe (45.9,52.7]
## 207 Biscoe (45.9,52.7]
## 208 Biscoe (39,45.9]
## 209 Biscoe (39,45.9]
## 210 Biscoe (39,45.9]
## 211 Biscoe (39,45.9]
## 212 Biscoe (45.9,52.7]
## 213 Biscoe (39,45.9]
## 214 Biscoe (45.9,52.7]
## 215 Biscoe (39,45.9]
## 216 Biscoe (52.7,59.6]
## 217 Biscoe (39,45.9]
## 218 Biscoe (45.9,52.7]
## 219 Biscoe (45.9,52.7]
## 220 Biscoe (45.9,52.7]
## 221 Biscoe (39,45.9]
## 222 Biscoe (45.9,52.7]
## 223 Biscoe (45.9,52.7]
## 224 Biscoe (45.9,52.7]
## 225 Biscoe (45.9,52.7]
## 226 Biscoe (45.9,52.7]
## 227 Biscoe (45.9,52.7]
## 228 Biscoe (45.9,52.7]
## 229 Biscoe (45.9,52.7]
## 230 Biscoe (45.9,52.7]
## 231 Biscoe (39,45.9]
## 232 Biscoe (39,45.9]
## 233 Biscoe (45.9,52.7]
## 234 Biscoe (45.9,52.7]
## 235 Biscoe (45.9,52.7]
## 236 Biscoe (45.9,52.7]
## 237 Biscoe (39,45.9]
## 238 Biscoe (45.9,52.7]
## 239 Biscoe (39,45.9]
## 240 Biscoe (45.9,52.7]
## 241 Biscoe (45.9,52.7]
## 242 Biscoe (45.9,52.7]
## 243 Biscoe (45.9,52.7]
## 244 Biscoe (45.9,52.7]
## 245 Biscoe (39,45.9]
## 246 Biscoe (45.9,52.7]
## 247 Biscoe (39,45.9]
## 248 Biscoe (45.9,52.7]
## 249 Biscoe (45.9,52.7]
## 250 Biscoe (45.9,52.7]
## 251 Biscoe (45.9,52.7]
## 252 Biscoe (45.9,52.7]
## 253 Biscoe (45.9,52.7]
## 254 Biscoe (52.7,59.6]
## 255 Biscoe (45.9,52.7]
## 256 Biscoe (45.9,52.7]
## 257 Biscoe (45.9,52.7]
## 258 Biscoe (45.9,52.7]
## 259 Biscoe (39,45.9]
## 260 Biscoe (52.7,59.6]
## 261 Biscoe (39,45.9]
## 262 Biscoe (45.9,52.7]
## 263 Biscoe (45.9,52.7]
## 264 Biscoe (45.9,52.7]
## 265 Biscoe (39,45.9]
## 266 Biscoe (45.9,52.7]
## 267 Biscoe (45.9,52.7]
## 268 Biscoe (52.7,59.6]
## 269 Biscoe (39,45.9]
## 270 Biscoe (45.9,52.7]
## 271 Biscoe (45.9,52.7]
## 272 Biscoe <NA>
## 273 Biscoe (45.9,52.7]
## 274 Biscoe (45.9,52.7]
## 275 Biscoe (39,45.9]
## 276 Biscoe (45.9,52.7]
## 277 Dream (45.9,52.7]
## 278 Dream (45.9,52.7]
## 279 Dream (45.9,52.7]
## 280 Dream (39,45.9]
## 281 Dream (45.9,52.7]
## 282 Dream (39,45.9]
## 283 Dream (45.9,52.7]
## 284 Dream (45.9,52.7]
## 285 Dream (45.9,52.7]
## 286 Dream (45.9,52.7]
## 287 Dream (45.9,52.7]
## 288 Dream (45.9,52.7]
## 289 Dream (45.9,52.7]
## 290 Dream (45.9,52.7]
## 291 Dream (45.9,52.7]
## 292 Dream (45.9,52.7]
## 293 Dream (45.9,52.7]
## 294 Dream (52.7,59.6]
## 295 Dream (45.9,52.7]
## 296 Dream (45.9,52.7]
## 297 Dream (39,45.9]
## 298 Dream (45.9,52.7]
## 299 Dream (39,45.9]
## 300 Dream (45.9,52.7]
## 301 Dream (45.9,52.7]
## 302 Dream (45.9,52.7]
## 303 Dream (45.9,52.7]
## 304 Dream (45.9,52.7]
## 305 Dream (45.9,52.7]
## 306 Dream (52.7,59.6]
## 307 Dream (39,45.9]
## 308 Dream (52.7,59.6]
## 309 Dream (39,45.9]
## 310 Dream (45.9,52.7]
## 311 Dream (45.9,52.7]
## 312 Dream (45.9,52.7]
## 313 Dream (45.9,52.7]
## 314 Dream (45.9,52.7]
## 315 Dream (45.9,52.7]
## 316 Dream (52.7,59.6]
## 317 Dream (45.9,52.7]
## 318 Dream (45.9,52.7]
## 319 Dream (45.9,52.7]
## 320 Dream (39,45.9]
## 321 Dream (45.9,52.7]
## 322 Dream (45.9,52.7]
## 323 Dream (45.9,52.7]
## 324 Dream (45.9,52.7]
## 325 Dream (45.9,52.7]
## 326 Dream (45.9,52.7]
## 327 Dream (45.9,52.7]
## 328 Dream (45.9,52.7]
## 329 Dream (39,45.9]
## 330 Dream (45.9,52.7]
## 331 Dream (39,45.9]
## 332 Dream (45.9,52.7]
## 333 Dream (39,45.9]
## 334 Dream (45.9,52.7]
## 335 Dream (45.9,52.7]
## 336 Dream (39,45.9]
## 337 Dream (45.9,52.7]
## 338 Dream (45.9,52.7]
## 339 Dream (39,45.9]
## 340 Dream (52.7,59.6]
## 341 Dream (39,45.9]
## 342 Dream (45.9,52.7]
## 343 Dream (45.9,52.7]
## 344 Dream (45.9,52.7]
ggplot(penguenler, aes(x=species,y=body_mass))+
geom_boxplot(outlier.alpha = 0)+
geom_jitter(alpha=0.5)
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_boxplot()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
penguenler %>%
summarise(corr = cor(bill_len, body_mass, use = "pairwise.complete.obs"))
## corr
## 1 0.5951098
num_data <- penguenler %>%
select(where(is.numeric))
r<- cor(num_data,use = "pairwise.complete.obs")
r
## bill_len bill_dep flipper_len body_mass year
## bill_len 1.00000000 -0.23505287 0.6561813 0.59510982 0.05454458
## bill_dep -0.23505287 1.00000000 -0.5838512 -0.47191562 -0.06035364
## flipper_len 0.65618134 -0.58385122 1.0000000 0.87120177 0.16967511
## body_mass 0.59510982 -0.47191562 0.8712018 1.00000000 0.04220939
## year 0.05454458 -0.06035364 0.1696751 0.04220939 1.00000000
library(ggcorrplot)
ggcorrplot(r,title="korelasyon",lab=TRUE,lab_size = 0.5,hc.order=TRUE)
## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## ℹ The deprecated feature was likely used in the ggcorrplot package.
## Please report the issue at <https://github.com/kassambara/ggcorrplot/issues>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
library(GGally)
##
## Attaching package: 'GGally'
## The following object is masked from 'package:openintro':
##
## tips
library(GGally)
ggpairs(
num_data,
title = "Korelasyon",
upper = list(continuous = wrap("cor")), # 'continious' → continuous
lower = list(continuous = wrap("smooth")),
diag = list(continuous = wrap("densityDiag"))
)
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_density()`).
## Warning: Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_density()`).
## Warning: Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_density()`).
## Warning: Removed 2 rows containing missing values
## Removed 2 rows containing missing values
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_density()`).
## Warning: Removed 2 rows containing missing values
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
library(ggpubr)
ggplot(penguenler,aes(x=body_mass,y=bill_len))+
geom_boxplot()+
geom_jitter()+
geom_smooth(method="lm",se=FALSE)+
stat_regline_equation()+
stat_cor(method="pearson",cor.coef.name = "R",label.x.npc = "bottom",label.y.npc = "left")
## Warning: Continuous x aesthetic
## ℹ did you forget `aes(group = ...)`?
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`stat_boxplot()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_regline_equation()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_cor()`).
## Warning: Computation failed in `stat_cor()`.
## Caused by error in `.check_npc_coord()`:
## ! '*.npc coord for x axis should be either a numeric value in [0-1] or a character strings including one of right, left, center, centre, middle
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggscatter(penguenler,x= "bill_len", y= "body_mass",add ="reg.line", orders= "hclust",cor.coef = TRUE,conf.int = TRUE,cor.method = "pearson")
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_cor()`).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
library(Hmisc)
##
## Attaching package: 'Hmisc'
## The following objects are masked from 'package:dplyr':
##
## src, summarize
## The following objects are masked from 'package:base':
##
## format.pval, units
num_data2 <- penguenler[, sapply(penguenler, is.numeric)]
num_data2 <- na.omit(num_data2)
corr_res <- rcorr(as.matrix(num_data))
r <- corr_res$r
p <- corr_res$p
r
## bill_len bill_dep flipper_len body_mass year
## bill_len 1.00000000 -0.23505287 0.6561813 0.59510982 0.05454458
## bill_dep -0.23505287 1.00000000 -0.5838512 -0.47191562 -0.06035364
## flipper_len 0.65618134 -0.58385122 1.0000000 0.87120177 0.16967511
## body_mass 0.59510982 -0.47191562 0.8712018 1.00000000 0.04220939
## year 0.05454458 -0.06035364 0.1696751 0.04220939 1.00000000
p
## NULL
library(broom)
## Warning: package 'broom' was built under R version 4.5.2
rcorr <- cor(penguenler$bill_len,penguenler$body_mass, use= "pairwise.complete.obs")
rcorr
## [1] 0.5951098
lmpeng<- lm(body_mass ~bill_len,data=penguenler)
sdBILL <- sd(penguenler$bill_len,na.rm=TRUE)
sdBODY <- sd(penguenler$body_mass,na.rm=TRUE)
meBILL <- mean(penguenler$bill_len,na.rm=TRUE)
meBODY <- mean(penguenler$body_mass,na.rm=TRUE)
sdBILL
## [1] 5.459584
sdBODY
## [1] 801.9545
meBILL
## [1] 43.92193
meBODY
## [1] 4201.754
b1 <- rcorr*(sdBODY/sdBILL)
b1
## [1] 87.41528
b0 <- meBODY-(b1*meBILL)
b0
## [1] 362.3067
residuals(lmpeng)
## 1 2 3 5 6 7
## -30.244054 -15.210165 -635.142387 -120.447389 -147.727110 -137.760999
## 8 9 10 11 12 13
## 886.014418 131.832331 216.251642 -366.604194 33.395806 -755.074609
## 14 15 16 17 18 19
## 63.463584 1013.124692 138.294138 -295.277944 422.544004 -44.392252
## 20 21 22 23 24 25
## -183.409466 -266.604194 -57.862667 299.484832 248.429695 45.980529
## 26 27 28 29 30 31
## 351.933998 -361.366970 -702.625442 -525.345722 47.374558 -565.210165
## 32 33 34 35 36 37
## 285.844972 -515.210165 -37.591553 -219.222806 361.014418 195.980529
## 38 39 40 41 42 43
## -501.231413 -349.121139 808.565252 -402.964334 -28.850025 -409.256696
## 44 45 46 47 48 49
## 182.679560 -596.671973 776.048307 -530.074609 -665.379611 -59.256696
## 50 51 52 53 54 55
## 90.027059 -323.951693 432.340669 28.158581 16.251642 -478.133780
## 56 57 58 59 60 61
## -281.299192 -221.502527 -111.366970 -702.964334 100.878861 -333.032112
## 62 63 64 65 66 67
## 427.442336 -49.121139 94.925391 -694.222806 -48.782247 -115.549057
## 68 69 70 71 72 73
## 144.925391 -450.515168 433.734698 309.281497 67.306779 -273.951693
## 74 75 76 77 78 79
## -215.926411 234.450943 146.319420 -237.591553 285.844972 23.260249
## 80 81 82 83 84 85
## -42.489886 -186.875308 587.577893 229.552611 769.417054 -272.896556
## 86 87 88 89 90 91
## -422.557664 264.518721 -87.930445 239.688167 -162.760999 66.967888
## 92 93 94 95 96 97
## 344.925391 65.573859 626.048307 -226.739751 371.149975 7.171223
## 98 99 100 101 102 103
## 464.857613 -355.752392 -38.646690 303.158581 778.666919 -582.862667
## 104 105 106 107 108 109
## 583.395806 -750.345722 -282.693221 13.463584 198.429695 -517.828777
## 110 111 112 113 114 115
## 636.353310 132.171223 251.556645 -632.693221 223.768587 76.048307
## 116 117 118 119 120 121
## -19.939052 -836.536416 152.103444 -133.032112 -630.074609 -376.739751
## 122 123 124 125 126 127
## -157.862667 -426.400859 -106.299192 -389.324474 88.633030 -479.019471
## 128 129 130 131 132 133
## 309.959281 -721.502527 -217.320440 -402.794888 -629.905163 -79.188917
## 134 135 136 137 138 139
## 834.620389 -267.828777 -55.074609 -299.290585 98.599141 -196.671973
## 140 141 142 143 144 145
## 417.306779 -476.400859 -436.366970 -118.337115 -195.108498 -622.896556
## 146 147 148 149 150 151
## -121.502527 461.014418 -86.705862 -59.256696 83.395806 190.743304
## 152 153 154 155 156 157
## 9.959281 107.849006 966.929426 -169.430714 966.929426 876.726091
## 158 159 160 161 162 163
## 122.882895 469.039700 755.399840 252.611782 696.658312 712.408447
## 164 165 166 167 168 169
## 904.344703 310.298172 1256.793869 -165.926411 1178.120120 116.251642
## 170 171 172 173 174 175
## 1636.861647 399.107479 730.569286 949.446370 695.264283 -27.117105
## 176 177 178 179 180 181
## 640.365951 887.577893 707.849006 -152.286551 1109.243035 24.276924
## 182 183 184 185 186 187
## 816.929426 752.950674 596.319420 745.264283 477.742766 495.603175
## 188 189 190 191 192 193
## 806.793869 863.802476 1006.454977 141.421088 730.569286 -144.939052
## 194 195 196 197 198 199
## 1001.895537 -22.218772 51.895537 773.221787 726.387199 -139.701828
## 200 201 202 203 204 205
## 623.221787 812.747339 986.522756 414.141368 698.052341 95.264283
## 206 207 208 209 210 211
## 258.187898 472.882895 754.005811 108.904143 660.298172 311.353310
## 212 213 214 215 216 217
## 781.963315 -122.218772 899.107479 42.815117 541.043734 334.073589
## 218 219 220 221 222 223
## 984.412481 249.107479 1110.637064 535.128727 755.738732 217.984563
## 224 225 226 227 228 229
## 581.624423 524.276924 772.882895 281.624423 1189.310814 85.467618
## 230 231 232 233 234 235
## 1170.772621 436.522756 1636.522756 -29.396825 498.391233 219.209146
## 236 237 238 239 240 241
## 616.929426 462.747339 796.997204 443.870254 453.289566 360.467618
## 242 243 244 245 246 247
## 633.357344 435.467618 474.615816 410.298172 960.637064 597.713449
## 248 249 250 251 252 253
## 396.997204 244.378592 412.916785 31.793869 420.772621 248.052341
## 254 255 256 257 258 259
## 351.179291 486.692201 845.603175 227.950674 1046.658312 692.476225
## 260 261 262 263 264 265
## 469.717484 427.611782 933.018452 223.221787 1234.412481 485.128727
## 266 267 268 269 270 271
## 635.806510 -25.892521 671.111513 622.713449 1371.827758 436.692201
## 273 274 275 276 277 278
## 396.658312 981.963315 886.522756 675.670953 -927.117105 -833.070574
## 279 280 281 282 283 284
## -1196.710434 -805.960300 -1244.091822 -363.477244 -1142.150994 -1096.710434
## 285 286 287 288 289 290
## -233.409466 -1146.710434 -635.858632 -1106.676545 -770.824743 -857.901128
## 291 292 293 294 295 296
## -799.667938 -726.778213 -1459.295157 -1732.392791 -968.375577 -263.138353
## 297 298 299 300 301 302
## -468.714469 -1201.947659 -1238.646690 -985.519741 -1144.600160 -757.901128
## 303 304 305 306 307 308
## -1376.778213 -889.362936 -718.375577 -427.833350 -737.591553 -800.214738
## 309 310 311 312 313 314
## -727.455996 -720.485851 -1106.845991 -614.532382 -673.273909 -107.901128
## 315 316 317 318 319 320
## -1762.083215 -539.024044 -695.655297 -750.892521 -1261.744324 -839.701828
## 321 322 323 324 325 326
## -1136.744324 -353.002796 -1341.812102 -345.655297 -1614.193490 -1040.587519
## 327 328 329 330 331 332
## -1241.981548 -905.451962 -757.184883 -744.261268 -727.455996 -1475.384184
## 333 334 335 336 337 338
## -1063.477244 -621.879880 -950.553630 -823.443355 -949.159601 -803.341688
## 339 340 341 342 343 344
## -707.184883 -1240.079181 -764.871273 -923.104463 -703.002796 -975.553630
fitted.values(lmpeng)
## 1 2 3 5 6 7 8 9
## 3780.244 3815.210 3885.142 3570.447 3797.727 3762.761 3788.986 3343.168
## 10 11 12 13 14 15 16 17
## 4033.748 3666.604 3666.604 3955.075 3736.536 3386.875 3561.706 3745.278
## 18 19 20 21 22 23 24 25
## 4077.456 3369.392 4383.409 3666.604 3657.863 3500.515 3701.570 3754.019
## 26 27 28 29 30 31 32 33
## 3448.066 3911.367 3902.625 3675.346 3902.625 3815.210 3614.155 3815.210
## 34 35 36 37 38 39 40 41
## 3937.592 3544.223 3788.986 3754.019 4051.231 3649.121 3841.435 3552.964
## 42 43 44 45 46 47 48 49
## 3928.850 3509.257 4217.320 3596.672 3823.952 3955.075 3640.380 3509.257
## 50 51 52 53 54 55 56 57
## 4059.973 3823.952 3867.659 3421.841 4033.748 3378.134 3981.299 3771.503
## 58 59 60 61 62 63 64 65
## 3911.367 3552.964 3649.121 3483.032 3972.558 3649.121 3955.075 3544.223
## 66 67 68 69 70 71 72 73
## 3998.782 3465.549 3955.075 3500.515 4016.265 3290.719 3832.693 3823.952
## 74 75 76 77 78 79 80 81
## 4365.926 3465.549 4103.681 3937.592 3614.155 3526.740 4042.490 3386.875
## 82 83 84 85 86 87 88 89
## 4112.422 3570.447 3430.583 3622.897 3972.558 3535.481 3587.930 3710.312
## 90 91 92 93 94 95 96 97
## 3762.761 3483.032 3955.075 3334.426 3823.952 3526.740 3928.850 3692.829
## 98 99 100 101 102 103 104 105
## 3885.142 3255.752 4138.647 3421.841 3946.333 3657.863 3666.604 3675.346
## 106 107 108 109 110 111 112 113
## 3832.693 3736.536 3701.570 3692.829 4138.647 3692.829 4348.443 3832.693
## 114 115 116 117 118 119 120 121
## 4051.231 3823.952 4094.939 3736.536 3622.897 3483.032 3955.075 3526.740
## 122 123 124 125 126 127 128 129
## 3657.863 3876.401 3981.299 3439.324 3911.367 3754.019 3990.041 3771.503
## 130 131 132 133 134 135 136 137
## 4217.320 3727.795 4129.905 3579.189 3640.380 3692.829 3955.075 3474.291
## 138 139 140 141 142 143 144 145
## 3876.401 3596.672 3832.693 3876.401 3911.367 3168.337 3920.108 3622.897
## 146 147 148 149 150 151 152 153
## 3771.503 3788.986 3561.706 3509.257 3666.604 3509.257 3990.041 4392.151
## 154 155 156 157 158 159 160 161
## 4733.071 4619.431 4733.071 4523.274 4427.117 4330.960 4444.600 4147.388
## 162 163 164 165 166 167 168 169
## 4453.342 3937.592 4645.655 4339.702 4593.206 4365.926 4671.880 4033.748
## 170 171 172 173 174 175 176 177
## 4663.138 4400.893 4619.431 4750.554 4304.736 4427.117 4409.634 4112.422
## 178 179 180 181 182 183 184 185
## 4392.151 4252.287 4540.757 4575.723 4733.071 4497.049 4103.681 4304.736
## 186 187 188 189 190 191 192 193
## 5572.257 4654.397 4593.206 4086.198 4243.545 4208.579 4619.431 4094.939
## 194 195 196 197 198 199 200 201
## 4698.104 4322.219 4698.104 4776.778 4173.613 4339.702 4776.778 4287.253
## 202 203 204 205 206 207 208 209
## 4313.477 4435.859 4601.948 4304.736 4741.812 4427.117 4295.994 4191.096
## 210 211 212 213 214 215 216 217
## 4339.702 4138.647 4768.037 4322.219 4400.893 4357.185 5108.956 4365.926
## 218 219 220 221 222 223 224 225
## 4715.588 4400.893 4689.363 4164.871 4794.261 4532.015 4418.376 4575.723
## 226 227 228 229 230 231 232 233
## 4427.117 4418.376 4610.689 4514.532 4829.227 4313.477 4313.477 4654.397
## 234 235 236 237 238 239 240 241
## 4951.609 4505.791 4733.071 4287.253 4803.003 4156.130 4846.710 4514.532
## 242 243 244 245 246 247 248 249
## 4916.643 4514.532 4925.384 4339.702 4689.363 4252.287 4803.003 4680.621
## 250 251 252 253 254 255 256 257
## 4462.083 4593.206 4829.227 4601.948 5248.821 4488.308 4654.397 4497.049
## 258 259 260 261 262 263 264 265
## 4453.342 4007.524 5030.283 4147.388 4566.982 4776.778 4715.588 4164.871
## 266 267 268 269 270 271 273 274
## 4864.193 4400.893 5178.888 4252.287 4628.172 4488.308 4453.342 4768.037
## 275 276 277 278 279 280 281 282
## 4313.477 4724.329 4427.117 4733.071 4846.710 4330.960 4969.092 4313.477
## 283 284 285 286 287 288 289 290
## 4392.151 4846.710 4383.409 4846.710 4435.859 4881.677 4470.825 4907.901
## 291 292 293 294 295 296 297 298
## 4374.668 4776.778 4759.295 5432.393 4418.376 4663.138 4068.714 4601.948
## 299 300 301 302 303 304 305 306
## 4138.647 4785.520 4444.600 4907.901 4776.778 4689.363 4418.376 4977.833
## 307 308 309 310 311 312 313 314
## 3937.592 5100.215 4077.456 4820.486 4706.846 4514.532 4523.274 4907.901
## 315 316 317 318 319 320 321 322
## 4462.083 5039.024 4645.655 4400.893 4811.744 4339.702 4811.744 4803.003
## 323 324 325 326 327 328 329 330
## 4741.812 4645.655 4864.193 4715.588 4566.982 4855.452 4357.185 4794.261
## 331 332 333 334 335 336 337 338
## 4077.456 4925.384 4313.477 4671.880 4750.554 4348.443 4899.160 4453.342
## 339 340 341 342 343 344
## 4357.185 5240.079 4164.871 4698.104 4803.003 4750.554
summary(lmpeng)
##
## Call:
## lm(formula = body_mass ~ bill_len, data = penguenler)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1762.08 -446.98 32.59 462.31 1636.86
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 362.307 283.345 1.279 0.202
## bill_len 87.415 6.402 13.654 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 645.4 on 340 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.3542, Adjusted R-squared: 0.3523
## F-statistic: 186.4 on 1 and 340 DF, p-value: < 2.2e-16
mean(residuals(lmpeng), na.rm = TRUE)
## [1] 7.972213e-14
augment(lmpeng)
## # A tibble: 342 × 9
## .rownames body_mass bill_len .fitted .resid .hat .sigma .cooksd .std.resid
## <chr> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 3750 39.1 3780. -30.2 0.00521 646. 5.78e-6 -0.0470
## 2 2 3800 39.5 3815. -15.2 0.00485 646. 1.36e-6 -0.0236
## 3 3 3250 40.3 3885. -635. 0.00421 645. 2.06e-3 -0.986
## 4 5 3450 36.7 3570. -120. 0.00806 646. 1.43e-4 -0.187
## 5 6 3650 39.3 3798. -148. 0.00503 646. 1.33e-4 -0.229
## 6 7 3625 38.9 3763. -138. 0.00541 646. 1.24e-4 -0.214
## 7 8 4675 39.2 3789. 886. 0.00512 645. 4.87e-3 1.38
## 8 9 3475 34.1 3343. 132. 0.0124 646. 2.66e-4 0.206
## 9 10 4250 42 4034. 216. 0.00329 646. 1.86e-4 0.336
## 10 11 3300 37.8 3667. -367. 0.00661 646. 1.08e-3 -0.570
## # ℹ 332 more rows
bos_model <- lm(body_mass ~ 1, data = penguenler)
rst <- bos_model %>%
augment() %>%
summarise(SSE = sum(.resid^2, na.rm = TRUE))
sst <- sum((penguenler$body_mass - mean(penguenler$body_mass, na.rm = TRUE))^2, na.rm = TRUE)
rst
## # A tibble: 1 × 1
## SSE
## <dbl>
## 1 219307697.
sst
## [1] 219307697
r2 <- 1-rst/sst
r2
## SSE
## 1 0
runif(n=10,min=15,max=30)
## [1] 15.33818 20.09337 18.49866 28.33119 24.08142 26.12008 21.59295 17.77380
## [9] 19.91637 23.78107
legge <- lm(body_mass ~ bill_len,data=penguenler)
intercept <- coef(legge)[1]
slope <- coef(legge)[2]
ggplot(penguenler,aes(x=bill_len,y=body_mass))+
geom_point()+
geom_abline(intercept = intercept,slope = slope,color="red")+
theme_minimal()
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
hata <- sqrt((sum(penguenler$body_mass^2,na.rm = TRUE)-b0*sum(penguenler$bill_len,na.rm = TRUE)-b1*(sum(penguenler$body_mass*penguenler$bill_len,na.rm = TRUE)))/344)
hata
## [1] 1381.808
glance(legge)
## # A tibble: 1 × 12
## r.squared adj.r.squared sigma statistic p.value df logLik AIC BIC
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0.354 0.352 645. 186. 3.81e-34 1 -2697. 5400. 5411.
## # ℹ 3 more variables: deviance <dbl>, df.residual <int>, nobs <int>
tidy(legge)
## # A tibble: 2 × 5
## term estimate std.error statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 362. 283. 1.28 2.02e- 1
## 2 bill_len 87.4 6.40 13.7 3.81e-34
library(scales)
legge2 <- lm(body_mass~ bill_len+flipper_len,data=penguenler)
legge2
##
## Call:
## lm(formula = body_mass ~ bill_len + flipper_len, data = penguenler)
##
## Coefficients:
## (Intercept) bill_len flipper_len
## -5736.897 6.047 48.145
legge2 %>%
augment() %>%
mutate(z= scale(.resid))
## # A tibble: 342 × 11
## .rownames body_mass bill_len flipper_len .fitted .resid .hat .sigma
## <chr> <int> <dbl> <int> <dbl> <dbl> <dbl> <dbl>
## 1 1 3750 39.1 181 3214. 536. 0.00882 394.
## 2 2 3800 39.5 186 3457. 343. 0.00629 394.
## 3 3 3250 40.3 195 3895. -645. 0.00422 393.
## 4 5 3450 36.7 193 3777. -327. 0.00853 394.
## 5 6 3650 39.3 190 3648. 1.71 0.00528 395.
## 6 7 3625 38.9 181 3213. 412. 0.00881 394.
## 7 8 4675 39.2 195 3888. 787. 0.00523 392.
## 8 9 3475 34.1 193 3761. -286. 0.0144 394.
## 9 10 4250 42 190 3665. 585. 0.00482 393.
## 10 11 3300 37.8 186 3447. -147. 0.00715 395.
## # ℹ 332 more rows
## # ℹ 3 more variables: .cooksd <dbl>, .std.resid <dbl>, z <dbl[,1]>
library(scatterplot3d)
## Warning: package 'scatterplot3d' was built under R version 4.5.2
scatterplot3d(x=penguenler$bill_len,y=penguenler$flipper_len,z=penguenler$body_mass, pch= 15,color="red",angle=45)
library(rgl)
## Warning: package 'rgl' was built under R version 4.5.2
plot3d(x=penguenler$bill_len,y=penguenler$flipper_len,z=penguenler$body_mass,xlab="bill",ylab="flip",zlab="body",size= 5)
lm1<-lm(body_mass ~ bill_len,data=penguenler)$residuals
lm2<-lm(flipper_len ~ bill_len,data=penguenler)$residuals
library(knitr)
lm(lm2 ~ lm1,data= data.frame(lm1,lm2))$coefficients%>% kable(digit=3)
| (Intercept) |
0.000 |
| lm1 |
0.013 |
regresyon_sabit<- mean(penguenler$body_mass,na.rm=TRUE)-legge2$coefficients[2]*mean(penguenler$bill_len,na.rm=TRUE)-legge2$coefficients[3]*mean(penguenler$flipper_len,na.rm=TRUE)
regresyon_sabit
## bill_len
## -5736.897
library(QuantPsyc)
## Warning: package 'QuantPsyc' was built under R version 4.5.2
## Loading required package: boot
##
## Attaching package: 'boot'
## The following object is masked from 'package:openintro':
##
## salinity
## Loading required package: MASS
##
## Attaching package: 'MASS'
## The following objects are masked from 'package:openintro':
##
## housing, mammals
## The following object is masked from 'package:dplyr':
##
## select
##
## Attaching package: 'QuantPsyc'
## The following object is masked from 'package:base':
##
## norm
lm.beta(legge2)
## bill_len flipper_len
## 0.04117037 0.84418654