class: center, inverse, middle # Do you know the [{janitor}](https://github.com/sfirke/janitor) package? -- # and `janitor::tabyl()`? -- ## 'A fully-featured alternative to table()'? --- class: center, inverse middle # Let's have a look at how to produce some report-ready tables! --- count: false .panel1-cars_multi-auto[ ```r *library(tidyverse) ``` ] .panel2-cars_multi-auto[ ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) *datasets::Titanic ``` ] .panel2-cars_multi-auto[ ``` , , Age = Child, Survived = No Sex Class Male Female 1st 0 0 2nd 0 0 3rd 35 17 Crew 0 0 , , Age = Adult, Survived = No Sex Class Male Female 1st 118 4 2nd 154 13 3rd 387 89 Crew 670 3 , , Age = Child, Survived = Yes Sex Class Male Female 1st 5 1 2nd 11 13 3rd 13 14 Crew 0 0 , , Age = Adult, Survived = Yes Sex Class Male Female 1st 57 140 2nd 14 80 3rd 75 76 Crew 192 20 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% * data.frame() ``` ] .panel2-cars_multi-auto[ ``` Class Sex Age Survived Freq 1 1st Male Child No 0 2 2nd Male Child No 0 3 3rd Male Child No 35 4 Crew Male Child No 0 5 1st Female Child No 0 6 2nd Female Child No 0 7 3rd Female Child No 17 8 Crew Female Child No 0 9 1st Male Adult No 118 10 2nd Male Adult No 154 11 3rd Male Adult No 387 12 Crew Male Adult No 670 13 1st Female Adult No 4 14 2nd Female Adult No 13 15 3rd Female Adult No 89 16 Crew Female Adult No 3 17 1st Male Child Yes 5 18 2nd Male Child Yes 11 19 3rd Male Child Yes 13 20 Crew Male Child Yes 0 21 1st Female Child Yes 1 22 2nd Female Child Yes 13 23 3rd Female Child Yes 14 24 Crew Female Child Yes 0 25 1st Male Adult Yes 57 26 2nd Male Adult Yes 14 27 3rd Male Adult Yes 75 28 Crew Male Adult Yes 192 29 1st Female Adult Yes 140 30 2nd Female Adult Yes 80 31 3rd Female Adult Yes 76 32 Crew Female Adult Yes 20 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% * janitor::clean_names() ``` ] .panel2-cars_multi-auto[ ``` class sex age survived freq 1 1st Male Child No 0 2 2nd Male Child No 0 3 3rd Male Child No 35 4 Crew Male Child No 0 5 1st Female Child No 0 6 2nd Female Child No 0 7 3rd Female Child No 17 8 Crew Female Child No 0 9 1st Male Adult No 118 10 2nd Male Adult No 154 11 3rd Male Adult No 387 12 Crew Male Adult No 670 13 1st Female Adult No 4 14 2nd Female Adult No 13 15 3rd Female Adult No 89 16 Crew Female Adult No 3 17 1st Male Child Yes 5 18 2nd Male Child Yes 11 19 3rd Male Child Yes 13 20 Crew Male Child Yes 0 21 1st Female Child Yes 1 22 2nd Female Child Yes 13 23 3rd Female Child Yes 14 24 Crew Female Child Yes 0 25 1st Male Adult Yes 57 26 2nd Male Adult Yes 14 27 3rd Male Adult Yes 75 28 Crew Male Adult Yes 192 29 1st Female Adult Yes 140 30 2nd Female Adult Yes 80 31 3rd Female Adult Yes 76 32 Crew Female Adult Yes 20 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% * tidyr::uncount(weights = freq) ``` ] .panel2-cars_multi-auto[ ``` class sex age survived 3 3rd Male Child No 3.1 3rd Male Child No 3.2 3rd Male Child No 3.3 3rd Male Child No 3.4 3rd Male Child No 3.5 3rd Male Child No 3.6 3rd Male Child No 3.7 3rd Male Child No 3.8 3rd Male Child No 3.9 3rd Male Child No 3.10 3rd Male Child No 3.11 3rd Male Child No 3.12 3rd Male Child No 3.13 3rd Male Child No 3.14 3rd Male Child No 3.15 3rd Male Child No 3.16 3rd Male Child No 3.17 3rd Male Child No 3.18 3rd Male Child No 3.19 3rd Male Child No 3.20 3rd Male Child No 3.21 3rd Male Child No 3.22 3rd Male Child No 3.23 3rd Male Child No 3.24 3rd Male Child No 3.25 3rd Male Child No 3.26 3rd Male Child No 3.27 3rd Male Child No 3.28 3rd Male Child No 3.29 3rd Male Child No 3.30 3rd Male Child No 3.31 3rd Male Child No 3.32 3rd Male Child No 3.33 3rd Male Child No 3.34 3rd Male Child No 7 3rd Female Child No 7.1 3rd Female Child No 7.2 3rd Female Child No 7.3 3rd Female Child No 7.4 3rd Female Child No 7.5 3rd Female Child No 7.6 3rd Female Child No 7.7 3rd Female Child No 7.8 3rd Female Child No 7.9 3rd Female Child No 7.10 3rd Female Child No 7.11 3rd Female Child No 7.12 3rd Female Child No 7.13 3rd Female Child No 7.14 3rd Female Child No 7.15 3rd Female Child No 7.16 3rd Female Child No 9 1st Male Adult No 9.1 1st Male Adult No 9.2 1st Male Adult No 9.3 1st Male Adult No 9.4 1st Male Adult No 9.5 1st Male Adult No 9.6 1st Male Adult No 9.7 1st Male Adult No 9.8 1st Male Adult No 9.9 1st Male Adult No 9.10 1st Male Adult No 9.11 1st Male Adult No 9.12 1st Male Adult No 9.13 1st Male Adult No 9.14 1st Male Adult No 9.15 1st Male Adult No 9.16 1st Male Adult No 9.17 1st Male Adult No 9.18 1st Male Adult No 9.19 1st Male Adult No 9.20 1st Male Adult No 9.21 1st Male Adult No 9.22 1st Male Adult No 9.23 1st Male Adult No 9.24 1st Male Adult No 9.25 1st Male Adult No 9.26 1st Male Adult No 9.27 1st Male Adult No 9.28 1st Male Adult No 9.29 1st Male Adult No 9.30 1st Male Adult No 9.31 1st Male Adult No 9.32 1st Male Adult No 9.33 1st Male Adult No 9.34 1st Male Adult No 9.35 1st Male Adult No 9.36 1st Male Adult No 9.37 1st Male Adult No 9.38 1st Male Adult No 9.39 1st Male Adult No 9.40 1st Male Adult No 9.41 1st Male Adult No 9.42 1st Male Adult No 9.43 1st Male Adult No 9.44 1st Male Adult No 9.45 1st Male Adult No 9.46 1st Male Adult No 9.47 1st Male Adult No 9.48 1st Male Adult No 9.49 1st Male Adult No 9.50 1st Male Adult No 9.51 1st Male Adult No 9.52 1st Male Adult No 9.53 1st Male Adult No 9.54 1st Male Adult No 9.55 1st Male Adult No 9.56 1st Male Adult No 9.57 1st Male Adult No 9.58 1st Male Adult No 9.59 1st Male Adult No 9.60 1st Male Adult No 9.61 1st Male Adult No 9.62 1st Male Adult No 9.63 1st Male Adult No 9.64 1st Male Adult No 9.65 1st Male Adult No 9.66 1st Male Adult No 9.67 1st Male Adult No 9.68 1st Male Adult No 9.69 1st Male Adult No 9.70 1st Male Adult No 9.71 1st Male Adult No 9.72 1st Male Adult No 9.73 1st Male Adult No 9.74 1st Male Adult No 9.75 1st Male Adult No 9.76 1st Male Adult No 9.77 1st Male Adult No 9.78 1st Male Adult No 9.79 1st Male Adult No 9.80 1st Male Adult No 9.81 1st Male Adult No 9.82 1st Male Adult No 9.83 1st Male Adult No 9.84 1st Male Adult No 9.85 1st Male Adult No 9.86 1st Male Adult No 9.87 1st Male Adult No 9.88 1st Male Adult No 9.89 1st Male Adult No 9.90 1st Male Adult No 9.91 1st Male Adult No 9.92 1st Male Adult No 9.93 1st Male Adult No 9.94 1st Male Adult No 9.95 1st Male Adult No 9.96 1st Male Adult No 9.97 1st Male Adult No 9.98 1st Male Adult No 9.99 1st Male Adult No 9.100 1st Male Adult No 9.101 1st Male Adult No 9.102 1st Male Adult No 9.103 1st Male Adult No 9.104 1st Male Adult No 9.105 1st Male Adult No 9.106 1st Male Adult No 9.107 1st Male Adult No 9.108 1st Male Adult No 9.109 1st Male Adult No 9.110 1st Male Adult No 9.111 1st Male Adult No 9.112 1st Male Adult No 9.113 1st Male Adult No 9.114 1st Male Adult No 9.115 1st Male Adult No 9.116 1st Male Adult No 9.117 1st Male Adult No 10 2nd Male Adult No 10.1 2nd Male Adult No 10.2 2nd Male Adult No 10.3 2nd Male Adult No 10.4 2nd Male Adult No 10.5 2nd Male Adult No 10.6 2nd Male Adult No 10.7 2nd Male Adult No 10.8 2nd Male Adult No 10.9 2nd Male Adult No 10.10 2nd Male Adult No 10.11 2nd Male Adult No 10.12 2nd Male Adult No 10.13 2nd Male Adult No 10.14 2nd Male Adult No 10.15 2nd Male Adult No 10.16 2nd Male Adult No 10.17 2nd Male Adult No 10.18 2nd Male Adult No 10.19 2nd Male Adult No 10.20 2nd Male Adult No 10.21 2nd Male Adult No 10.22 2nd Male Adult No 10.23 2nd Male Adult No 10.24 2nd Male Adult No 10.25 2nd Male Adult No 10.26 2nd Male Adult No 10.27 2nd Male Adult No 10.28 2nd Male Adult No 10.29 2nd Male Adult No 10.30 2nd Male Adult No 10.31 2nd Male Adult No 10.32 2nd Male Adult No 10.33 2nd Male Adult No 10.34 2nd Male Adult No 10.35 2nd Male Adult No 10.36 2nd Male Adult No 10.37 2nd Male Adult No 10.38 2nd Male Adult No 10.39 2nd Male Adult No 10.40 2nd Male Adult No 10.41 2nd Male Adult No 10.42 2nd Male Adult No 10.43 2nd Male Adult No 10.44 2nd Male Adult No 10.45 2nd Male Adult No 10.46 2nd Male Adult No 10.47 2nd Male Adult No 10.48 2nd Male Adult No 10.49 2nd Male Adult No 10.50 2nd Male Adult No 10.51 2nd Male Adult No 10.52 2nd Male Adult No 10.53 2nd Male Adult No 10.54 2nd Male Adult No 10.55 2nd Male Adult No 10.56 2nd Male Adult No 10.57 2nd Male Adult No 10.58 2nd Male Adult No 10.59 2nd Male Adult No 10.60 2nd Male Adult No 10.61 2nd Male Adult No 10.62 2nd Male Adult No 10.63 2nd Male Adult No 10.64 2nd Male Adult No 10.65 2nd Male Adult No 10.66 2nd Male Adult No 10.67 2nd Male Adult No 10.68 2nd Male Adult No 10.69 2nd Male Adult No 10.70 2nd Male Adult No 10.71 2nd Male Adult No 10.72 2nd Male Adult No 10.73 2nd Male Adult No 10.74 2nd Male Adult No 10.75 2nd Male Adult No 10.76 2nd Male Adult No 10.77 2nd Male Adult No 10.78 2nd Male Adult No 10.79 2nd Male Adult No 10.80 2nd Male Adult No 10.81 2nd Male Adult No 10.82 2nd Male Adult No 10.83 2nd Male Adult No 10.84 2nd Male Adult No 10.85 2nd Male Adult No 10.86 2nd Male Adult No 10.87 2nd Male Adult No 10.88 2nd Male Adult No 10.89 2nd Male Adult No 10.90 2nd Male Adult No 10.91 2nd Male Adult No 10.92 2nd Male Adult No 10.93 2nd Male Adult No 10.94 2nd Male Adult No 10.95 2nd Male Adult No 10.96 2nd Male Adult No 10.97 2nd Male Adult No 10.98 2nd Male Adult No 10.99 2nd Male Adult No 10.100 2nd Male Adult No 10.101 2nd Male Adult No 10.102 2nd Male Adult No 10.103 2nd Male Adult No 10.104 2nd Male Adult No 10.105 2nd Male Adult No 10.106 2nd Male Adult No 10.107 2nd Male Adult No 10.108 2nd Male Adult No 10.109 2nd Male Adult No 10.110 2nd Male Adult No 10.111 2nd Male Adult No 10.112 2nd Male Adult No 10.113 2nd Male Adult No 10.114 2nd Male Adult No 10.115 2nd Male Adult No 10.116 2nd Male Adult No 10.117 2nd Male Adult No 10.118 2nd Male Adult No 10.119 2nd Male Adult No 10.120 2nd Male Adult No 10.121 2nd Male Adult No 10.122 2nd Male Adult No 10.123 2nd Male Adult No 10.124 2nd Male Adult No 10.125 2nd Male Adult No 10.126 2nd Male Adult No 10.127 2nd Male Adult No 10.128 2nd Male Adult No 10.129 2nd Male Adult No 10.130 2nd Male Adult No 10.131 2nd Male Adult No 10.132 2nd Male Adult No 10.133 2nd Male Adult No 10.134 2nd Male Adult No 10.135 2nd Male Adult No 10.136 2nd Male Adult No 10.137 2nd Male Adult No 10.138 2nd Male Adult No 10.139 2nd Male Adult No 10.140 2nd Male Adult No 10.141 2nd Male Adult No 10.142 2nd Male Adult No 10.143 2nd Male Adult No 10.144 2nd Male Adult No 10.145 2nd Male Adult No 10.146 2nd Male Adult No 10.147 2nd Male Adult No 10.148 2nd Male Adult No 10.149 2nd Male Adult No 10.150 2nd Male Adult No 10.151 2nd Male Adult No 10.152 2nd Male Adult No 10.153 2nd Male Adult No 11 3rd Male Adult No 11.1 3rd Male Adult No 11.2 3rd Male Adult No 11.3 3rd Male Adult No 11.4 3rd Male Adult No 11.5 3rd Male Adult No 11.6 3rd Male Adult No 11.7 3rd Male Adult No 11.8 3rd Male Adult No 11.9 3rd Male Adult No 11.10 3rd Male Adult No 11.11 3rd Male Adult No 11.12 3rd Male Adult No 11.13 3rd Male Adult No 11.14 3rd Male Adult No 11.15 3rd Male Adult No 11.16 3rd Male Adult No 11.17 3rd Male Adult No 11.18 3rd Male Adult No 11.19 3rd Male Adult No 11.20 3rd Male Adult No 11.21 3rd Male Adult No 11.22 3rd Male Adult No 11.23 3rd Male Adult No 11.24 3rd Male Adult No 11.25 3rd Male Adult No 11.26 3rd Male Adult No 11.27 3rd Male Adult No 11.28 3rd Male Adult No 11.29 3rd Male Adult No 11.30 3rd Male Adult No 11.31 3rd Male Adult No 11.32 3rd Male Adult No 11.33 3rd Male Adult No 11.34 3rd Male Adult No 11.35 3rd Male Adult No 11.36 3rd Male Adult No 11.37 3rd Male Adult No 11.38 3rd Male Adult No 11.39 3rd Male Adult No 11.40 3rd Male Adult No 11.41 3rd Male Adult No 11.42 3rd Male Adult No 11.43 3rd Male Adult No 11.44 3rd Male Adult No 11.45 3rd Male Adult No 11.46 3rd Male Adult No 11.47 3rd Male Adult No 11.48 3rd Male Adult No 11.49 3rd Male Adult No 11.50 3rd Male Adult No 11.51 3rd Male Adult No 11.52 3rd Male Adult No 11.53 3rd Male Adult No 11.54 3rd Male Adult No 11.55 3rd Male Adult No 11.56 3rd Male Adult No 11.57 3rd Male Adult No 11.58 3rd Male Adult No 11.59 3rd Male Adult No 11.60 3rd Male Adult No 11.61 3rd Male Adult No 11.62 3rd Male Adult No 11.63 3rd Male Adult No 11.64 3rd Male Adult No 11.65 3rd Male Adult No 11.66 3rd Male Adult No 11.67 3rd Male Adult No 11.68 3rd Male Adult No 11.69 3rd Male Adult No 11.70 3rd Male Adult No 11.71 3rd Male Adult No 11.72 3rd Male Adult No 11.73 3rd Male Adult No 11.74 3rd Male Adult No 11.75 3rd Male Adult No 11.76 3rd Male Adult No 11.77 3rd Male Adult No 11.78 3rd Male Adult No 11.79 3rd Male Adult No 11.80 3rd Male Adult No 11.81 3rd Male Adult No 11.82 3rd Male Adult No 11.83 3rd Male Adult No 11.84 3rd Male Adult No 11.85 3rd Male Adult No 11.86 3rd Male Adult No 11.87 3rd Male Adult No 11.88 3rd Male Adult No 11.89 3rd Male Adult No 11.90 3rd Male Adult No 11.91 3rd Male Adult No 11.92 3rd Male Adult No 11.93 3rd Male Adult No 11.94 3rd Male Adult No 11.95 3rd Male Adult No 11.96 3rd Male Adult No 11.97 3rd Male Adult No 11.98 3rd Male Adult No 11.99 3rd Male Adult No 11.100 3rd Male Adult No 11.101 3rd Male Adult No 11.102 3rd Male Adult No 11.103 3rd Male Adult No 11.104 3rd Male Adult No 11.105 3rd Male Adult No 11.106 3rd Male Adult No 11.107 3rd Male Adult No 11.108 3rd Male Adult No 11.109 3rd Male Adult No 11.110 3rd Male Adult No 11.111 3rd Male Adult No 11.112 3rd Male Adult No 11.113 3rd Male Adult No 11.114 3rd Male Adult No 11.115 3rd Male Adult No 11.116 3rd Male Adult No 11.117 3rd Male Adult No 11.118 3rd Male Adult No 11.119 3rd Male Adult No 11.120 3rd Male Adult No 11.121 3rd Male Adult No 11.122 3rd Male Adult No 11.123 3rd Male Adult No 11.124 3rd Male Adult No 11.125 3rd Male Adult No 11.126 3rd Male Adult No 11.127 3rd Male Adult No 11.128 3rd Male Adult No 11.129 3rd Male Adult No 11.130 3rd Male Adult No 11.131 3rd Male Adult No 11.132 3rd Male Adult No 11.133 3rd Male Adult No 11.134 3rd Male Adult No 11.135 3rd Male Adult No 11.136 3rd Male Adult No 11.137 3rd Male Adult No 11.138 3rd Male Adult No 11.139 3rd Male Adult No 11.140 3rd Male Adult No 11.141 3rd Male Adult No 11.142 3rd Male Adult No 11.143 3rd Male Adult No 11.144 3rd Male Adult No 11.145 3rd Male Adult No 11.146 3rd Male Adult No 11.147 3rd Male Adult No 11.148 3rd Male Adult No 11.149 3rd Male Adult No 11.150 3rd Male Adult No 11.151 3rd Male Adult No 11.152 3rd Male Adult No 11.153 3rd Male Adult No 11.154 3rd Male Adult No 11.155 3rd Male Adult No 11.156 3rd Male Adult No 11.157 3rd Male Adult No 11.158 3rd Male Adult No 11.159 3rd Male Adult No 11.160 3rd Male Adult No 11.161 3rd Male Adult No 11.162 3rd Male Adult No 11.163 3rd Male Adult No 11.164 3rd Male Adult No 11.165 3rd Male Adult No 11.166 3rd Male Adult No 11.167 3rd Male Adult No 11.168 3rd Male Adult No 11.169 3rd Male Adult No 11.170 3rd Male Adult No 11.171 3rd Male Adult No 11.172 3rd Male Adult No 11.173 3rd Male Adult No 11.174 3rd Male Adult No 11.175 3rd Male Adult No 11.176 3rd Male Adult No 11.177 3rd Male Adult No 11.178 3rd Male Adult No 11.179 3rd Male Adult No 11.180 3rd Male Adult No 11.181 3rd Male Adult No 11.182 3rd Male Adult No 11.183 3rd Male Adult No 11.184 3rd Male Adult No 11.185 3rd Male Adult No 11.186 3rd Male Adult No 11.187 3rd Male Adult No 11.188 3rd Male Adult No 11.189 3rd Male Adult No 11.190 3rd Male Adult No 11.191 3rd Male Adult No 11.192 3rd Male Adult No 11.193 3rd Male Adult No 11.194 3rd Male Adult No 11.195 3rd Male Adult No 11.196 3rd Male Adult No 11.197 3rd Male Adult No 11.198 3rd Male Adult No 11.199 3rd Male Adult No 11.200 3rd Male Adult No 11.201 3rd Male Adult No 11.202 3rd Male Adult No 11.203 3rd Male Adult No 11.204 3rd Male Adult No 11.205 3rd Male Adult No 11.206 3rd Male Adult No 11.207 3rd Male Adult No 11.208 3rd Male Adult No 11.209 3rd Male Adult No 11.210 3rd Male Adult No 11.211 3rd Male Adult No 11.212 3rd Male Adult No 11.213 3rd Male Adult No 11.214 3rd Male Adult No 11.215 3rd Male Adult No 11.216 3rd Male Adult No 11.217 3rd Male Adult No 11.218 3rd Male Adult No 11.219 3rd Male Adult No 11.220 3rd Male Adult No 11.221 3rd Male Adult No 11.222 3rd Male Adult No 11.223 3rd Male Adult No 11.224 3rd Male Adult No 11.225 3rd Male Adult No 11.226 3rd Male Adult No 11.227 3rd Male Adult No 11.228 3rd Male Adult No 11.229 3rd Male Adult No 11.230 3rd Male Adult No 11.231 3rd Male Adult No 11.232 3rd Male Adult No 11.233 3rd Male Adult No 11.234 3rd Male Adult No 11.235 3rd Male Adult No 11.236 3rd Male Adult No 11.237 3rd Male Adult No 11.238 3rd Male Adult No 11.239 3rd Male Adult No 11.240 3rd Male Adult No 11.241 3rd Male Adult No 11.242 3rd Male Adult No 11.243 3rd Male Adult No 11.244 3rd Male Adult No 11.245 3rd Male Adult No 11.246 3rd Male Adult No 11.247 3rd Male Adult No 11.248 3rd Male Adult No 11.249 3rd Male Adult No 11.250 3rd Male Adult No 11.251 3rd Male Adult No 11.252 3rd Male Adult No 11.253 3rd Male Adult No 11.254 3rd Male Adult No 11.255 3rd Male Adult No 11.256 3rd Male Adult No 11.257 3rd Male Adult No 11.258 3rd Male Adult No 11.259 3rd Male Adult No 11.260 3rd Male Adult No 11.261 3rd Male Adult No 11.262 3rd Male Adult No 11.263 3rd Male Adult No 11.264 3rd Male Adult No 11.265 3rd Male Adult No 11.266 3rd Male Adult No 11.267 3rd Male Adult No 11.268 3rd Male Adult No 11.269 3rd Male Adult No 11.270 3rd Male Adult No 11.271 3rd Male Adult No 11.272 3rd Male Adult No 11.273 3rd Male Adult No 11.274 3rd Male Adult No 11.275 3rd Male Adult No 11.276 3rd Male Adult No 11.277 3rd Male Adult No 11.278 3rd Male Adult No 11.279 3rd Male Adult No 11.280 3rd Male Adult No 11.281 3rd Male Adult No 11.282 3rd Male Adult No 11.283 3rd Male Adult No 11.284 3rd Male Adult No 11.285 3rd Male Adult No 11.286 3rd Male Adult No 11.287 3rd Male Adult No 11.288 3rd Male Adult No 11.289 3rd Male Adult No 11.290 3rd Male Adult No 11.291 3rd Male Adult No 11.292 3rd Male Adult No 11.293 3rd Male Adult No 11.294 3rd Male Adult No 11.295 3rd Male Adult No 11.296 3rd Male Adult No 11.297 3rd Male Adult No 11.298 3rd Male Adult No 11.299 3rd Male Adult No 11.300 3rd Male Adult No 11.301 3rd Male Adult No 11.302 3rd Male Adult No 11.303 3rd Male Adult No 11.304 3rd Male Adult No 11.305 3rd Male Adult No 11.306 3rd Male Adult No 11.307 3rd Male Adult No 11.308 3rd Male Adult No 11.309 3rd Male Adult No 11.310 3rd Male Adult No 11.311 3rd Male Adult No 11.312 3rd Male Adult No 11.313 3rd Male Adult No 11.314 3rd Male Adult No 11.315 3rd Male Adult No 11.316 3rd Male Adult No 11.317 3rd Male Adult No 11.318 3rd Male Adult No 11.319 3rd Male Adult No 11.320 3rd Male Adult No 11.321 3rd Male Adult No 11.322 3rd Male Adult No 11.323 3rd Male Adult No 11.324 3rd Male Adult No 11.325 3rd Male Adult No 11.326 3rd Male Adult No 11.327 3rd Male Adult No 11.328 3rd Male Adult No 11.329 3rd Male Adult No 11.330 3rd Male Adult No 11.331 3rd Male Adult No 11.332 3rd Male Adult No 11.333 3rd Male Adult No 11.334 3rd Male Adult No 11.335 3rd Male Adult No 11.336 3rd Male Adult No 11.337 3rd Male Adult No 11.338 3rd Male Adult No 11.339 3rd Male Adult No 11.340 3rd Male Adult No 11.341 3rd Male Adult No 11.342 3rd Male Adult No 11.343 3rd Male Adult No 11.344 3rd Male Adult No 11.345 3rd Male Adult No 11.346 3rd Male Adult No 11.347 3rd Male Adult No 11.348 3rd Male Adult No 11.349 3rd Male Adult No 11.350 3rd Male Adult No 11.351 3rd Male Adult No 11.352 3rd Male Adult No 11.353 3rd Male Adult No 11.354 3rd Male Adult No 11.355 3rd Male Adult No 11.356 3rd Male Adult No 11.357 3rd Male Adult No 11.358 3rd Male Adult No 11.359 3rd Male Adult No 11.360 3rd Male Adult No 11.361 3rd Male Adult No 11.362 3rd Male Adult No 11.363 3rd Male Adult No 11.364 3rd Male Adult No 11.365 3rd Male Adult No 11.366 3rd Male Adult No 11.367 3rd Male Adult No 11.368 3rd Male Adult No 11.369 3rd Male Adult No 11.370 3rd Male Adult No 11.371 3rd Male Adult No 11.372 3rd Male Adult No 11.373 3rd Male Adult No 11.374 3rd Male Adult No 11.375 3rd Male Adult No 11.376 3rd Male Adult No 11.377 3rd Male Adult No 11.378 3rd Male Adult No 11.379 3rd Male Adult No 11.380 3rd Male Adult No 11.381 3rd Male Adult No 11.382 3rd Male Adult No 11.383 3rd Male Adult No 11.384 3rd Male Adult No 11.385 3rd Male Adult No 11.386 3rd Male Adult No 12 Crew Male Adult No 12.1 Crew Male Adult No 12.2 Crew Male Adult No 12.3 Crew Male Adult No 12.4 Crew Male Adult No 12.5 Crew Male Adult No 12.6 Crew Male Adult No 12.7 Crew Male Adult No 12.8 Crew Male Adult No 12.9 Crew Male Adult No 12.10 Crew Male Adult No 12.11 Crew Male Adult No 12.12 Crew Male Adult No 12.13 Crew Male Adult No 12.14 Crew Male Adult No 12.15 Crew Male Adult No 12.16 Crew Male Adult No 12.17 Crew Male Adult No 12.18 Crew Male Adult No 12.19 Crew Male Adult No 12.20 Crew Male Adult No 12.21 Crew Male Adult No 12.22 Crew Male Adult No 12.23 Crew Male Adult No 12.24 Crew Male Adult No 12.25 Crew Male Adult No 12.26 Crew Male Adult No 12.27 Crew Male Adult No 12.28 Crew Male Adult No 12.29 Crew Male Adult No 12.30 Crew Male Adult No 12.31 Crew Male Adult No 12.32 Crew Male Adult No 12.33 Crew Male Adult No 12.34 Crew Male Adult No 12.35 Crew Male Adult No 12.36 Crew Male Adult No 12.37 Crew Male Adult No 12.38 Crew Male Adult No 12.39 Crew Male Adult No 12.40 Crew Male Adult No 12.41 Crew Male Adult No 12.42 Crew Male Adult No 12.43 Crew Male Adult No 12.44 Crew Male Adult No 12.45 Crew Male Adult No 12.46 Crew Male Adult No 12.47 Crew Male Adult No 12.48 Crew Male Adult No 12.49 Crew Male Adult No 12.50 Crew Male Adult No 12.51 Crew Male Adult No 12.52 Crew Male Adult No 12.53 Crew Male Adult No 12.54 Crew Male Adult No 12.55 Crew Male Adult No 12.56 Crew Male Adult No 12.57 Crew Male Adult No 12.58 Crew Male Adult No 12.59 Crew Male Adult No 12.60 Crew Male Adult No 12.61 Crew Male Adult No 12.62 Crew Male Adult No 12.63 Crew Male Adult No 12.64 Crew Male Adult No 12.65 Crew Male Adult No 12.66 Crew Male Adult No 12.67 Crew Male Adult No 12.68 Crew Male Adult No 12.69 Crew Male Adult No 12.70 Crew Male Adult No 12.71 Crew Male Adult No 12.72 Crew Male Adult No 12.73 Crew Male Adult No 12.74 Crew Male Adult No 12.75 Crew Male Adult No 12.76 Crew Male Adult No 12.77 Crew Male Adult No 12.78 Crew Male Adult No 12.79 Crew Male Adult No 12.80 Crew Male Adult No 12.81 Crew Male Adult No 12.82 Crew Male Adult No 12.83 Crew Male Adult No 12.84 Crew Male Adult No 12.85 Crew Male Adult No 12.86 Crew Male Adult No 12.87 Crew Male Adult No 12.88 Crew Male Adult No 12.89 Crew Male Adult No 12.90 Crew Male Adult No 12.91 Crew Male Adult No 12.92 Crew Male Adult No 12.93 Crew Male Adult No 12.94 Crew Male Adult No 12.95 Crew Male Adult No 12.96 Crew Male Adult No 12.97 Crew Male Adult No 12.98 Crew Male Adult No 12.99 Crew Male Adult No 12.100 Crew Male Adult No 12.101 Crew Male Adult No 12.102 Crew Male Adult No 12.103 Crew Male Adult No 12.104 Crew Male Adult No 12.105 Crew Male Adult No 12.106 Crew Male Adult No 12.107 Crew Male Adult No 12.108 Crew Male Adult No 12.109 Crew Male Adult No 12.110 Crew Male Adult No 12.111 Crew Male Adult No 12.112 Crew Male Adult No 12.113 Crew Male Adult No 12.114 Crew Male Adult No 12.115 Crew Male Adult No 12.116 Crew Male Adult No 12.117 Crew Male Adult No 12.118 Crew Male Adult No 12.119 Crew Male Adult No 12.120 Crew Male Adult No 12.121 Crew Male Adult No 12.122 Crew Male Adult No 12.123 Crew Male Adult No 12.124 Crew Male Adult No 12.125 Crew Male Adult No 12.126 Crew Male Adult No 12.127 Crew Male Adult No 12.128 Crew Male Adult No 12.129 Crew Male Adult No 12.130 Crew Male Adult No 12.131 Crew Male Adult No 12.132 Crew Male Adult No 12.133 Crew Male Adult No 12.134 Crew Male Adult No 12.135 Crew Male Adult No 12.136 Crew Male Adult No 12.137 Crew Male Adult No 12.138 Crew Male Adult No 12.139 Crew Male Adult No 12.140 Crew Male Adult No 12.141 Crew Male Adult No 12.142 Crew Male Adult No 12.143 Crew Male Adult No 12.144 Crew Male Adult No 12.145 Crew Male Adult No 12.146 Crew Male Adult No 12.147 Crew Male Adult No 12.148 Crew Male Adult No 12.149 Crew Male Adult No 12.150 Crew Male Adult No 12.151 Crew Male Adult No 12.152 Crew Male Adult No 12.153 Crew Male Adult No 12.154 Crew Male Adult No 12.155 Crew Male Adult No 12.156 Crew Male Adult No 12.157 Crew Male Adult No 12.158 Crew Male Adult No 12.159 Crew Male Adult No 12.160 Crew Male Adult No 12.161 Crew Male Adult No 12.162 Crew Male Adult No 12.163 Crew Male Adult No 12.164 Crew Male Adult No 12.165 Crew Male Adult No 12.166 Crew Male Adult No 12.167 Crew Male Adult No 12.168 Crew Male Adult No 12.169 Crew Male Adult No 12.170 Crew Male Adult No 12.171 Crew Male Adult No 12.172 Crew Male Adult No 12.173 Crew Male Adult No 12.174 Crew Male Adult No 12.175 Crew Male Adult No 12.176 Crew Male Adult No 12.177 Crew Male Adult No 12.178 Crew Male Adult No 12.179 Crew Male Adult No 12.180 Crew Male Adult No 12.181 Crew Male Adult No 12.182 Crew Male Adult No 12.183 Crew Male Adult No 12.184 Crew Male Adult No 12.185 Crew Male Adult No 12.186 Crew Male Adult No 12.187 Crew Male Adult No 12.188 Crew Male Adult No 12.189 Crew Male Adult No 12.190 Crew Male Adult No 12.191 Crew Male Adult No 12.192 Crew Male Adult No 12.193 Crew Male Adult No 12.194 Crew Male Adult No 12.195 Crew Male Adult No 12.196 Crew Male Adult No 12.197 Crew Male Adult No 12.198 Crew Male Adult No 12.199 Crew Male Adult No 12.200 Crew Male Adult No 12.201 Crew Male Adult No 12.202 Crew Male Adult No 12.203 Crew Male Adult No 12.204 Crew Male Adult No 12.205 Crew Male Adult No 12.206 Crew Male Adult No 12.207 Crew Male Adult No 12.208 Crew Male Adult No 12.209 Crew Male Adult No 12.210 Crew Male Adult No 12.211 Crew Male Adult No 12.212 Crew Male Adult No 12.213 Crew Male Adult No 12.214 Crew Male Adult No 12.215 Crew Male Adult No 12.216 Crew Male Adult No 12.217 Crew Male Adult No 12.218 Crew Male Adult No 12.219 Crew Male Adult No 12.220 Crew Male Adult No 12.221 Crew Male Adult No 12.222 Crew Male Adult No 12.223 Crew Male Adult No 12.224 Crew Male Adult No 12.225 Crew Male Adult No 12.226 Crew Male Adult No 12.227 Crew Male Adult No 12.228 Crew Male Adult No 12.229 Crew Male Adult No 12.230 Crew Male Adult No 12.231 Crew Male Adult No 12.232 Crew Male Adult No 12.233 Crew Male Adult No 12.234 Crew Male Adult No 12.235 Crew Male Adult No 12.236 Crew Male Adult No 12.237 Crew Male Adult No 12.238 Crew Male Adult No 12.239 Crew Male Adult No 12.240 Crew Male Adult No 12.241 Crew Male Adult No 12.242 Crew Male Adult No 12.243 Crew Male Adult No 12.244 Crew Male Adult No 12.245 Crew Male Adult No 12.246 Crew Male Adult No 12.247 Crew Male Adult No 12.248 Crew Male Adult No 12.249 Crew Male Adult No 12.250 Crew Male Adult No 12.251 Crew Male Adult No 12.252 Crew Male Adult No 12.253 Crew Male Adult No 12.254 Crew Male Adult No 12.255 Crew Male Adult No 12.256 Crew Male Adult No 12.257 Crew Male Adult No 12.258 Crew Male Adult No 12.259 Crew Male Adult No 12.260 Crew Male Adult No 12.261 Crew Male Adult No 12.262 Crew Male Adult No 12.263 Crew Male Adult No 12.264 Crew Male Adult No 12.265 Crew Male Adult No 12.266 Crew Male Adult No 12.267 Crew Male Adult No 12.268 Crew Male Adult No 12.269 Crew Male Adult No 12.270 Crew Male Adult No 12.271 Crew Male Adult No 12.272 Crew Male Adult No 12.273 Crew Male Adult No 12.274 Crew Male Adult No 12.275 Crew Male Adult No 12.276 Crew Male Adult No 12.277 Crew Male Adult No 12.278 Crew Male Adult No 12.279 Crew Male Adult No 12.280 Crew Male Adult No 12.281 Crew Male Adult No 12.282 Crew Male Adult No 12.283 Crew Male Adult No 12.284 Crew Male Adult No 12.285 Crew Male Adult No 12.286 Crew Male Adult No 12.287 Crew Male Adult No 12.288 Crew Male Adult No 12.289 Crew Male Adult No 12.290 Crew Male Adult No 12.291 Crew Male Adult No 12.292 Crew Male Adult No 12.293 Crew Male Adult No 12.294 Crew Male Adult No 12.295 Crew Male Adult No 12.296 Crew Male Adult No 12.297 Crew Male Adult No 12.298 Crew Male Adult No 12.299 Crew Male Adult No 12.300 Crew Male Adult No 12.301 Crew Male Adult No 12.302 Crew Male Adult No 12.303 Crew Male Adult No 12.304 Crew Male Adult No 12.305 Crew Male Adult No 12.306 Crew Male Adult No 12.307 Crew Male Adult No 12.308 Crew Male Adult No 12.309 Crew Male Adult No 12.310 Crew Male Adult No 12.311 Crew Male Adult No 12.312 Crew Male Adult No 12.313 Crew Male Adult No 12.314 Crew Male Adult No 12.315 Crew Male Adult No 12.316 Crew Male Adult No 12.317 Crew Male Adult No 12.318 Crew Male Adult No 12.319 Crew Male Adult No 12.320 Crew Male Adult No 12.321 Crew Male Adult No 12.322 Crew Male Adult No 12.323 Crew Male Adult No 12.324 Crew Male Adult No 12.325 Crew Male Adult No 12.326 Crew Male Adult No 12.327 Crew Male Adult No 12.328 Crew Male Adult No 12.329 Crew Male Adult No 12.330 Crew Male Adult No 12.331 Crew Male Adult No 12.332 Crew Male Adult No 12.333 Crew Male Adult No 12.334 Crew Male Adult No 12.335 Crew Male Adult No 12.336 Crew Male Adult No 12.337 Crew Male Adult No 12.338 Crew Male Adult No 12.339 Crew Male Adult No 12.340 Crew Male Adult No 12.341 Crew Male Adult No 12.342 Crew Male Adult No 12.343 Crew Male Adult No 12.344 Crew Male Adult No 12.345 Crew Male Adult No 12.346 Crew Male Adult No 12.347 Crew Male Adult No 12.348 Crew Male Adult No 12.349 Crew Male Adult No 12.350 Crew Male Adult No 12.351 Crew Male Adult No 12.352 Crew Male Adult No 12.353 Crew Male Adult No 12.354 Crew Male Adult No 12.355 Crew Male Adult No 12.356 Crew Male Adult No 12.357 Crew Male Adult No 12.358 Crew Male Adult No 12.359 Crew Male Adult No 12.360 Crew Male Adult No 12.361 Crew Male Adult No 12.362 Crew Male Adult No 12.363 Crew Male Adult No 12.364 Crew Male Adult No 12.365 Crew Male Adult No 12.366 Crew Male Adult No 12.367 Crew Male Adult No 12.368 Crew Male Adult No 12.369 Crew Male Adult No 12.370 Crew Male Adult No 12.371 Crew Male Adult No 12.372 Crew Male Adult No 12.373 Crew Male Adult No 12.374 Crew Male Adult No 12.375 Crew Male Adult No 12.376 Crew Male Adult No 12.377 Crew Male Adult No 12.378 Crew Male Adult No 12.379 Crew Male Adult No 12.380 Crew Male Adult No 12.381 Crew Male Adult No 12.382 Crew Male Adult No 12.383 Crew Male Adult No 12.384 Crew Male Adult No 12.385 Crew Male Adult No 12.386 Crew Male Adult No 12.387 Crew Male Adult No 12.388 Crew Male Adult No 12.389 Crew Male Adult No 12.390 Crew Male Adult No 12.391 Crew Male Adult No 12.392 Crew Male Adult No 12.393 Crew Male Adult No 12.394 Crew Male Adult No 12.395 Crew Male Adult No 12.396 Crew Male Adult No 12.397 Crew Male Adult No 12.398 Crew Male Adult No 12.399 Crew Male Adult No 12.400 Crew Male Adult No 12.401 Crew Male Adult No 12.402 Crew Male Adult No 12.403 Crew Male Adult No 12.404 Crew Male Adult No 12.405 Crew Male Adult No 12.406 Crew Male Adult No 12.407 Crew Male Adult No 12.408 Crew Male Adult No 12.409 Crew Male Adult No 12.410 Crew Male Adult No 12.411 Crew Male Adult No 12.412 Crew Male Adult No 12.413 Crew Male Adult No 12.414 Crew Male Adult No 12.415 Crew Male Adult No 12.416 Crew Male Adult No 12.417 Crew Male Adult No 12.418 Crew Male Adult No 12.419 Crew Male Adult No 12.420 Crew Male Adult No 12.421 Crew Male Adult No 12.422 Crew Male Adult No 12.423 Crew Male Adult No 12.424 Crew Male Adult No 12.425 Crew Male Adult No 12.426 Crew Male Adult No 12.427 Crew Male Adult No 12.428 Crew Male Adult No 12.429 Crew Male Adult No 12.430 Crew Male Adult No 12.431 Crew Male Adult No 12.432 Crew Male Adult No 12.433 Crew Male Adult No 12.434 Crew Male Adult No 12.435 Crew Male Adult No 12.436 Crew Male Adult No 12.437 Crew Male Adult No 12.438 Crew Male Adult No 12.439 Crew Male Adult No 12.440 Crew Male Adult No 12.441 Crew Male Adult No 12.442 Crew Male Adult No 12.443 Crew Male Adult No 12.444 Crew Male Adult No 12.445 Crew Male Adult No 12.446 Crew Male Adult No 12.447 Crew Male Adult No 12.448 Crew Male Adult No 12.449 Crew Male Adult No 12.450 Crew Male Adult No 12.451 Crew Male Adult No 12.452 Crew Male Adult No 12.453 Crew Male Adult No 12.454 Crew Male Adult No 12.455 Crew Male Adult No 12.456 Crew Male Adult No 12.457 Crew Male Adult No 12.458 Crew Male Adult No 12.459 Crew Male Adult No 12.460 Crew Male Adult No 12.461 Crew Male Adult No 12.462 Crew Male Adult No 12.463 Crew Male Adult No 12.464 Crew Male Adult No 12.465 Crew Male Adult No 12.466 Crew Male Adult No 12.467 Crew Male Adult No 12.468 Crew Male Adult No 12.469 Crew Male Adult No 12.470 Crew Male Adult No 12.471 Crew Male Adult No 12.472 Crew Male Adult No 12.473 Crew Male Adult No 12.474 Crew Male Adult No 12.475 Crew Male Adult No 12.476 Crew Male Adult No 12.477 Crew Male Adult No 12.478 Crew Male Adult No 12.479 Crew Male Adult No 12.480 Crew Male Adult No 12.481 Crew Male Adult No 12.482 Crew Male Adult No 12.483 Crew Male Adult No 12.484 Crew Male Adult No 12.485 Crew Male Adult No 12.486 Crew Male Adult No 12.487 Crew Male Adult No 12.488 Crew Male Adult No 12.489 Crew Male Adult No 12.490 Crew Male Adult No 12.491 Crew Male Adult No 12.492 Crew Male Adult No 12.493 Crew Male Adult No 12.494 Crew Male Adult No 12.495 Crew Male Adult No 12.496 Crew Male Adult No 12.497 Crew Male Adult No 12.498 Crew Male Adult No 12.499 Crew Male Adult No 12.500 Crew Male Adult No 12.501 Crew Male Adult No 12.502 Crew Male Adult No 12.503 Crew Male Adult No 12.504 Crew Male Adult No 12.505 Crew Male Adult No 12.506 Crew Male Adult No 12.507 Crew Male Adult No 12.508 Crew Male Adult No 12.509 Crew Male Adult No 12.510 Crew Male Adult No 12.511 Crew Male Adult No 12.512 Crew Male Adult No 12.513 Crew Male Adult No 12.514 Crew Male Adult No 12.515 Crew Male Adult No 12.516 Crew Male Adult No 12.517 Crew Male Adult No 12.518 Crew Male Adult No 12.519 Crew Male Adult No 12.520 Crew Male Adult No 12.521 Crew Male Adult No 12.522 Crew Male Adult No 12.523 Crew Male Adult No 12.524 Crew Male Adult No 12.525 Crew Male Adult No 12.526 Crew Male Adult No 12.527 Crew Male Adult No 12.528 Crew Male Adult No 12.529 Crew Male Adult No 12.530 Crew Male Adult No 12.531 Crew Male Adult No 12.532 Crew Male Adult No 12.533 Crew Male Adult No 12.534 Crew Male Adult No 12.535 Crew Male Adult No 12.536 Crew Male Adult No 12.537 Crew Male Adult No 12.538 Crew Male Adult No 12.539 Crew Male Adult No 12.540 Crew Male Adult No 12.541 Crew Male Adult No 12.542 Crew Male Adult No 12.543 Crew Male Adult No 12.544 Crew Male Adult No 12.545 Crew Male Adult No 12.546 Crew Male Adult No 12.547 Crew Male Adult No 12.548 Crew Male Adult No 12.549 Crew Male Adult No 12.550 Crew Male Adult No 12.551 Crew Male Adult No 12.552 Crew Male Adult No 12.553 Crew Male Adult No 12.554 Crew Male Adult No 12.555 Crew Male Adult No 12.556 Crew Male Adult No 12.557 Crew Male Adult No 12.558 Crew Male Adult No 12.559 Crew Male Adult No 12.560 Crew Male Adult No 12.561 Crew Male Adult No 12.562 Crew Male Adult No 12.563 Crew Male Adult No 12.564 Crew Male Adult No 12.565 Crew Male Adult No 12.566 Crew Male Adult No 12.567 Crew Male Adult No 12.568 Crew Male Adult No 12.569 Crew Male Adult No 12.570 Crew Male Adult No 12.571 Crew Male Adult No 12.572 Crew Male Adult No 12.573 Crew Male Adult No 12.574 Crew Male Adult No 12.575 Crew Male Adult No 12.576 Crew Male Adult No 12.577 Crew Male Adult No 12.578 Crew Male Adult No 12.579 Crew Male Adult No 12.580 Crew Male Adult No 12.581 Crew Male Adult No 12.582 Crew Male Adult No 12.583 Crew Male Adult No 12.584 Crew Male Adult No 12.585 Crew Male Adult No 12.586 Crew Male Adult No 12.587 Crew Male Adult No 12.588 Crew Male Adult No 12.589 Crew Male Adult No 12.590 Crew Male Adult No 12.591 Crew Male Adult No 12.592 Crew Male Adult No 12.593 Crew Male Adult No 12.594 Crew Male Adult No 12.595 Crew Male Adult No 12.596 Crew Male Adult No 12.597 Crew Male Adult No 12.598 Crew Male Adult No 12.599 Crew Male Adult No 12.600 Crew Male Adult No 12.601 Crew Male Adult No 12.602 Crew Male Adult No 12.603 Crew Male Adult No 12.604 Crew Male Adult No 12.605 Crew Male Adult No 12.606 Crew Male Adult No 12.607 Crew Male Adult No 12.608 Crew Male Adult No 12.609 Crew Male Adult No 12.610 Crew Male Adult No 12.611 Crew Male Adult No 12.612 Crew Male Adult No 12.613 Crew Male Adult No 12.614 Crew Male Adult No 12.615 Crew Male Adult No 12.616 Crew Male Adult No 12.617 Crew Male Adult No 12.618 Crew Male Adult No 12.619 Crew Male Adult No 12.620 Crew Male Adult No 12.621 Crew Male Adult No 12.622 Crew Male Adult No 12.623 Crew Male Adult No 12.624 Crew Male Adult No 12.625 Crew Male Adult No 12.626 Crew Male Adult No 12.627 Crew Male Adult No 12.628 Crew Male Adult No 12.629 Crew Male Adult No 12.630 Crew Male Adult No 12.631 Crew Male Adult No 12.632 Crew Male Adult No 12.633 Crew Male Adult No 12.634 Crew Male Adult No 12.635 Crew Male Adult No 12.636 Crew Male Adult No 12.637 Crew Male Adult No 12.638 Crew Male Adult No 12.639 Crew Male Adult No 12.640 Crew Male Adult No 12.641 Crew Male Adult No 12.642 Crew Male Adult No 12.643 Crew Male Adult No 12.644 Crew Male Adult No 12.645 Crew Male Adult No 12.646 Crew Male Adult No 12.647 Crew Male Adult No 12.648 Crew Male Adult No 12.649 Crew Male Adult No 12.650 Crew Male Adult No 12.651 Crew Male Adult No 12.652 Crew Male Adult No 12.653 Crew Male Adult No 12.654 Crew Male Adult No 12.655 Crew Male Adult No 12.656 Crew Male Adult No 12.657 Crew Male Adult No 12.658 Crew Male Adult No 12.659 Crew Male Adult No 12.660 Crew Male Adult No 12.661 Crew Male Adult No 12.662 Crew Male Adult No 12.663 Crew Male Adult No 12.664 Crew Male Adult No 12.665 Crew Male Adult No 12.666 Crew Male Adult No 12.667 Crew Male Adult No 12.668 Crew Male Adult No 12.669 Crew Male Adult No 13 1st Female Adult No 13.1 1st Female Adult No 13.2 1st Female Adult No 13.3 1st Female Adult No 14 2nd Female Adult No 14.1 2nd Female Adult No 14.2 2nd Female Adult No 14.3 2nd Female Adult No 14.4 2nd Female Adult No 14.5 2nd Female Adult No 14.6 2nd Female Adult No 14.7 2nd Female Adult No 14.8 2nd Female Adult No 14.9 2nd Female Adult No 14.10 2nd Female Adult No 14.11 2nd Female Adult No 14.12 2nd Female Adult No 15 3rd Female Adult No 15.1 3rd Female Adult No 15.2 3rd Female Adult No 15.3 3rd Female Adult No 15.4 3rd Female Adult No 15.5 3rd Female Adult No 15.6 3rd Female Adult No 15.7 3rd Female Adult No 15.8 3rd Female Adult No 15.9 3rd Female Adult No 15.10 3rd Female Adult No 15.11 3rd Female Adult No 15.12 3rd Female Adult No 15.13 3rd Female Adult No 15.14 3rd Female Adult No 15.15 3rd Female Adult No 15.16 3rd Female Adult No 15.17 3rd Female Adult No 15.18 3rd Female Adult No 15.19 3rd Female Adult No 15.20 3rd Female Adult No 15.21 3rd Female Adult No 15.22 3rd Female Adult No 15.23 3rd Female Adult No 15.24 3rd Female Adult No 15.25 3rd Female Adult No 15.26 3rd Female Adult No 15.27 3rd Female Adult No 15.28 3rd Female Adult No 15.29 3rd Female Adult No 15.30 3rd Female Adult No 15.31 3rd Female Adult No 15.32 3rd Female Adult No 15.33 3rd Female Adult No 15.34 3rd Female Adult No 15.35 3rd Female Adult No 15.36 3rd Female Adult No 15.37 3rd Female Adult No 15.38 3rd Female Adult No 15.39 3rd Female Adult No 15.40 3rd Female Adult No 15.41 3rd Female Adult No 15.42 3rd Female Adult No 15.43 3rd Female Adult No 15.44 3rd Female Adult No 15.45 3rd Female Adult No 15.46 3rd Female Adult No 15.47 3rd Female Adult No 15.48 3rd Female Adult No 15.49 3rd Female Adult No 15.50 3rd Female Adult No 15.51 3rd Female Adult No 15.52 3rd Female Adult No 15.53 3rd Female Adult No 15.54 3rd Female Adult No 15.55 3rd Female Adult No 15.56 3rd Female Adult No 15.57 3rd Female Adult No 15.58 3rd Female Adult No 15.59 3rd Female Adult No 15.60 3rd Female Adult No 15.61 3rd Female Adult No 15.62 3rd Female Adult No 15.63 3rd Female Adult No 15.64 3rd Female Adult No 15.65 3rd Female Adult No 15.66 3rd Female Adult No 15.67 3rd Female Adult No 15.68 3rd Female Adult No 15.69 3rd Female Adult No 15.70 3rd Female Adult No 15.71 3rd Female Adult No 15.72 3rd Female Adult No 15.73 3rd Female Adult No 15.74 3rd Female Adult No 15.75 3rd Female Adult No 15.76 3rd Female Adult No 15.77 3rd Female Adult No 15.78 3rd Female Adult No 15.79 3rd Female Adult No 15.80 3rd Female Adult No 15.81 3rd Female Adult No 15.82 3rd Female Adult No 15.83 3rd Female Adult No 15.84 3rd Female Adult No 15.85 3rd Female Adult No 15.86 3rd Female Adult No 15.87 3rd Female Adult No 15.88 3rd Female Adult No 16 Crew Female Adult No 16.1 Crew Female Adult No 16.2 Crew Female Adult No 17 1st Male Child Yes 17.1 1st Male Child Yes 17.2 1st Male Child Yes 17.3 1st Male Child Yes 17.4 1st Male Child Yes 18 2nd Male Child Yes 18.1 2nd Male Child Yes 18.2 2nd Male Child Yes 18.3 2nd Male Child Yes 18.4 2nd Male Child Yes 18.5 2nd Male Child Yes 18.6 2nd Male Child Yes 18.7 2nd Male Child Yes 18.8 2nd Male Child Yes 18.9 2nd Male Child Yes 18.10 2nd Male Child Yes 19 3rd Male Child Yes 19.1 3rd Male Child Yes 19.2 3rd Male Child Yes 19.3 3rd Male Child Yes 19.4 3rd Male Child Yes 19.5 3rd Male Child Yes 19.6 3rd Male Child Yes 19.7 3rd Male Child Yes 19.8 3rd Male Child Yes 19.9 3rd Male Child Yes 19.10 3rd Male Child Yes 19.11 3rd Male Child Yes 19.12 3rd Male Child Yes 21 1st Female Child Yes 22 2nd Female Child Yes 22.1 2nd Female Child Yes 22.2 2nd Female Child Yes 22.3 2nd Female Child Yes 22.4 2nd Female Child Yes 22.5 2nd Female Child Yes 22.6 2nd Female Child Yes 22.7 2nd Female Child Yes 22.8 2nd Female Child Yes 22.9 2nd Female Child Yes 22.10 2nd Female Child Yes 22.11 2nd Female Child Yes 22.12 2nd Female Child Yes 23 3rd Female Child Yes 23.1 3rd Female Child Yes 23.2 3rd Female Child Yes 23.3 3rd Female Child Yes 23.4 3rd Female Child Yes 23.5 3rd Female Child Yes 23.6 3rd Female Child Yes 23.7 3rd Female Child Yes 23.8 3rd Female Child Yes 23.9 3rd Female Child Yes 23.10 3rd Female Child Yes 23.11 3rd Female Child Yes 23.12 3rd Female Child Yes 23.13 3rd Female Child Yes 25 1st Male Adult Yes 25.1 1st Male Adult Yes 25.2 1st Male Adult Yes 25.3 1st Male Adult Yes 25.4 1st Male Adult Yes 25.5 1st Male Adult Yes 25.6 1st Male Adult Yes 25.7 1st Male Adult Yes 25.8 1st Male Adult Yes 25.9 1st Male Adult Yes 25.10 1st Male Adult Yes 25.11 1st Male Adult Yes 25.12 1st Male Adult Yes 25.13 1st Male Adult Yes 25.14 1st Male Adult Yes 25.15 1st Male Adult Yes 25.16 1st Male Adult Yes 25.17 1st Male Adult Yes 25.18 1st Male Adult Yes 25.19 1st Male Adult Yes 25.20 1st Male Adult Yes 25.21 1st Male Adult Yes 25.22 1st Male Adult Yes 25.23 1st Male Adult Yes 25.24 1st Male Adult Yes 25.25 1st Male Adult Yes 25.26 1st Male Adult Yes 25.27 1st Male Adult Yes 25.28 1st Male Adult Yes 25.29 1st Male Adult Yes 25.30 1st Male Adult Yes 25.31 1st Male Adult Yes 25.32 1st Male Adult Yes 25.33 1st Male Adult Yes 25.34 1st Male Adult Yes 25.35 1st Male Adult Yes 25.36 1st Male Adult Yes 25.37 1st Male Adult Yes 25.38 1st Male Adult Yes 25.39 1st Male Adult Yes 25.40 1st Male Adult Yes 25.41 1st Male Adult Yes 25.42 1st Male Adult Yes 25.43 1st Male Adult Yes 25.44 1st Male Adult Yes 25.45 1st Male Adult Yes 25.46 1st Male Adult Yes 25.47 1st Male Adult Yes 25.48 1st Male Adult Yes 25.49 1st Male Adult Yes 25.50 1st Male Adult Yes 25.51 1st Male Adult Yes 25.52 1st Male Adult Yes 25.53 1st Male Adult Yes 25.54 1st Male Adult Yes 25.55 1st Male Adult Yes 25.56 1st Male Adult Yes 26 2nd Male Adult Yes 26.1 2nd Male Adult Yes 26.2 2nd Male Adult Yes 26.3 2nd Male Adult Yes 26.4 2nd Male Adult Yes 26.5 2nd Male Adult Yes 26.6 2nd Male Adult Yes 26.7 2nd Male Adult Yes 26.8 2nd Male Adult Yes 26.9 2nd Male Adult Yes 26.10 2nd Male Adult Yes 26.11 2nd Male Adult Yes 26.12 2nd Male Adult Yes 26.13 2nd Male Adult Yes 27 3rd Male Adult Yes 27.1 3rd Male Adult Yes 27.2 3rd Male Adult Yes 27.3 3rd Male Adult Yes 27.4 3rd Male Adult Yes 27.5 3rd Male Adult Yes 27.6 3rd Male Adult Yes 27.7 3rd Male Adult Yes 27.8 3rd Male Adult Yes 27.9 3rd Male Adult Yes 27.10 3rd Male Adult Yes 27.11 3rd Male Adult Yes 27.12 3rd Male Adult Yes 27.13 3rd Male Adult Yes 27.14 3rd Male Adult Yes 27.15 3rd Male Adult Yes 27.16 3rd Male Adult Yes 27.17 3rd Male Adult Yes 27.18 3rd Male Adult Yes 27.19 3rd Male Adult Yes 27.20 3rd Male Adult Yes 27.21 3rd Male Adult Yes 27.22 3rd Male Adult Yes 27.23 3rd Male Adult Yes 27.24 3rd Male Adult Yes 27.25 3rd Male Adult Yes 27.26 3rd Male Adult Yes 27.27 3rd Male Adult Yes 27.28 3rd Male Adult Yes 27.29 3rd Male Adult Yes 27.30 3rd Male Adult Yes 27.31 3rd Male Adult Yes 27.32 3rd Male Adult Yes 27.33 3rd Male Adult Yes 27.34 3rd Male Adult Yes 27.35 3rd Male Adult Yes 27.36 3rd Male Adult Yes 27.37 3rd Male Adult Yes 27.38 3rd Male Adult Yes 27.39 3rd Male Adult Yes 27.40 3rd Male Adult Yes 27.41 3rd Male Adult Yes 27.42 3rd Male Adult Yes 27.43 3rd Male Adult Yes 27.44 3rd Male Adult Yes 27.45 3rd Male Adult Yes 27.46 3rd Male Adult Yes 27.47 3rd Male Adult Yes 27.48 3rd Male Adult Yes 27.49 3rd Male Adult Yes 27.50 3rd Male Adult Yes 27.51 3rd Male Adult Yes 27.52 3rd Male Adult Yes 27.53 3rd Male Adult Yes 27.54 3rd Male Adult Yes 27.55 3rd Male Adult Yes 27.56 3rd Male Adult Yes 27.57 3rd Male Adult Yes 27.58 3rd Male Adult Yes 27.59 3rd Male Adult Yes 27.60 3rd Male Adult Yes 27.61 3rd Male Adult Yes 27.62 3rd Male Adult Yes 27.63 3rd Male Adult Yes 27.64 3rd Male Adult Yes 27.65 3rd Male Adult Yes 27.66 3rd Male Adult Yes 27.67 3rd Male Adult Yes 27.68 3rd Male Adult Yes 27.69 3rd Male Adult Yes 27.70 3rd Male Adult Yes 27.71 3rd Male Adult Yes 27.72 3rd Male Adult Yes 27.73 3rd Male Adult Yes 27.74 3rd Male Adult Yes 28 Crew Male Adult Yes 28.1 Crew Male Adult Yes 28.2 Crew Male Adult Yes 28.3 Crew Male Adult Yes 28.4 Crew Male Adult Yes 28.5 Crew Male Adult Yes 28.6 Crew Male Adult Yes 28.7 Crew Male Adult Yes 28.8 Crew Male Adult Yes 28.9 Crew Male Adult Yes 28.10 Crew Male Adult Yes 28.11 Crew Male Adult Yes 28.12 Crew Male Adult Yes 28.13 Crew Male Adult Yes 28.14 Crew Male Adult Yes 28.15 Crew Male Adult Yes 28.16 Crew Male Adult Yes 28.17 Crew Male Adult Yes 28.18 Crew Male Adult Yes 28.19 Crew Male Adult Yes 28.20 Crew Male Adult Yes 28.21 Crew Male Adult Yes 28.22 Crew Male Adult Yes 28.23 Crew Male Adult Yes 28.24 Crew Male Adult Yes 28.25 Crew Male Adult Yes 28.26 Crew Male Adult Yes 28.27 Crew Male Adult Yes 28.28 Crew Male Adult Yes 28.29 Crew Male Adult Yes 28.30 Crew Male Adult Yes 28.31 Crew Male Adult Yes 28.32 Crew Male Adult Yes 28.33 Crew Male Adult Yes 28.34 Crew Male Adult Yes 28.35 Crew Male Adult Yes 28.36 Crew Male Adult Yes 28.37 Crew Male Adult Yes 28.38 Crew Male Adult Yes 28.39 Crew Male Adult Yes 28.40 Crew Male Adult Yes 28.41 Crew Male Adult Yes 28.42 Crew Male Adult Yes 28.43 Crew Male Adult Yes 28.44 Crew Male Adult Yes 28.45 Crew Male Adult Yes 28.46 Crew Male Adult Yes 28.47 Crew Male Adult Yes 28.48 Crew Male Adult Yes 28.49 Crew Male Adult Yes 28.50 Crew Male Adult Yes 28.51 Crew Male Adult Yes 28.52 Crew Male Adult Yes 28.53 Crew Male Adult Yes 28.54 Crew Male Adult Yes 28.55 Crew Male Adult Yes 28.56 Crew Male Adult Yes 28.57 Crew Male Adult Yes 28.58 Crew Male Adult Yes 28.59 Crew Male Adult Yes 28.60 Crew Male Adult Yes 28.61 Crew Male Adult Yes 28.62 Crew Male Adult Yes 28.63 Crew Male Adult Yes 28.64 Crew Male Adult Yes 28.65 Crew Male Adult Yes 28.66 Crew Male Adult Yes 28.67 Crew Male Adult Yes 28.68 Crew Male Adult Yes 28.69 Crew Male Adult Yes 28.70 Crew Male Adult Yes 28.71 Crew Male Adult Yes 28.72 Crew Male Adult Yes 28.73 Crew Male Adult Yes 28.74 Crew Male Adult Yes 28.75 Crew Male Adult Yes 28.76 Crew Male Adult Yes 28.77 Crew Male Adult Yes 28.78 Crew Male Adult Yes 28.79 Crew Male Adult Yes 28.80 Crew Male Adult Yes 28.81 Crew Male Adult Yes 28.82 Crew Male Adult Yes 28.83 Crew Male Adult Yes 28.84 Crew Male Adult Yes 28.85 Crew Male Adult Yes 28.86 Crew Male Adult Yes 28.87 Crew Male Adult Yes 28.88 Crew Male Adult Yes 28.89 Crew Male Adult Yes 28.90 Crew Male Adult Yes 28.91 Crew Male Adult Yes 28.92 Crew Male Adult Yes 28.93 Crew Male Adult Yes 28.94 Crew Male Adult Yes 28.95 Crew Male Adult Yes 28.96 Crew Male Adult Yes 28.97 Crew Male Adult Yes 28.98 Crew Male Adult Yes 28.99 Crew Male Adult Yes 28.100 Crew Male Adult Yes 28.101 Crew Male Adult Yes 28.102 Crew Male Adult Yes 28.103 Crew Male Adult Yes 28.104 Crew Male Adult Yes 28.105 Crew Male Adult Yes 28.106 Crew Male Adult Yes 28.107 Crew Male Adult Yes 28.108 Crew Male Adult Yes 28.109 Crew Male Adult Yes 28.110 Crew Male Adult Yes 28.111 Crew Male Adult Yes 28.112 Crew Male Adult Yes 28.113 Crew Male Adult Yes 28.114 Crew Male Adult Yes 28.115 Crew Male Adult Yes 28.116 Crew Male Adult Yes 28.117 Crew Male Adult Yes 28.118 Crew Male Adult Yes 28.119 Crew Male Adult Yes 28.120 Crew Male Adult Yes 28.121 Crew Male Adult Yes 28.122 Crew Male Adult Yes 28.123 Crew Male Adult Yes 28.124 Crew Male Adult Yes 28.125 Crew Male Adult Yes 28.126 Crew Male Adult Yes 28.127 Crew Male Adult Yes 28.128 Crew Male Adult Yes 28.129 Crew Male Adult Yes 28.130 Crew Male Adult Yes 28.131 Crew Male Adult Yes 28.132 Crew Male Adult Yes 28.133 Crew Male Adult Yes 28.134 Crew Male Adult Yes 28.135 Crew Male Adult Yes 28.136 Crew Male Adult Yes 28.137 Crew Male Adult Yes 28.138 Crew Male Adult Yes 28.139 Crew Male Adult Yes 28.140 Crew Male Adult Yes 28.141 Crew Male Adult Yes 28.142 Crew Male Adult Yes 28.143 Crew Male Adult Yes 28.144 Crew Male Adult Yes 28.145 Crew Male Adult Yes 28.146 Crew Male Adult Yes 28.147 Crew Male Adult Yes 28.148 Crew Male Adult Yes 28.149 Crew Male Adult Yes 28.150 Crew Male Adult Yes 28.151 Crew Male Adult Yes 28.152 Crew Male Adult Yes 28.153 Crew Male Adult Yes 28.154 Crew Male Adult Yes 28.155 Crew Male Adult Yes 28.156 Crew Male Adult Yes 28.157 Crew Male Adult Yes 28.158 Crew Male Adult Yes 28.159 Crew Male Adult Yes 28.160 Crew Male Adult Yes 28.161 Crew Male Adult Yes 28.162 Crew Male Adult Yes 28.163 Crew Male Adult Yes 28.164 Crew Male Adult Yes 28.165 Crew Male Adult Yes 28.166 Crew Male Adult Yes 28.167 Crew Male Adult Yes 28.168 Crew Male Adult Yes 28.169 Crew Male Adult Yes 28.170 Crew Male Adult Yes 28.171 Crew Male Adult Yes 28.172 Crew Male Adult Yes 28.173 Crew Male Adult Yes 28.174 Crew Male Adult Yes 28.175 Crew Male Adult Yes 28.176 Crew Male Adult Yes 28.177 Crew Male Adult Yes 28.178 Crew Male Adult Yes 28.179 Crew Male Adult Yes 28.180 Crew Male Adult Yes 28.181 Crew Male Adult Yes 28.182 Crew Male Adult Yes 28.183 Crew Male Adult Yes 28.184 Crew Male Adult Yes 28.185 Crew Male Adult Yes 28.186 Crew Male Adult Yes 28.187 Crew Male Adult Yes 28.188 Crew Male Adult Yes 28.189 Crew Male Adult Yes 28.190 Crew Male Adult Yes 28.191 Crew Male Adult Yes 29 1st Female Adult Yes 29.1 1st Female Adult Yes 29.2 1st Female Adult Yes 29.3 1st Female Adult Yes 29.4 1st Female Adult Yes 29.5 1st Female Adult Yes 29.6 1st Female Adult Yes 29.7 1st Female Adult Yes 29.8 1st Female Adult Yes 29.9 1st Female Adult Yes 29.10 1st Female Adult Yes 29.11 1st Female Adult Yes 29.12 1st Female Adult Yes 29.13 1st Female Adult Yes 29.14 1st Female Adult Yes 29.15 1st Female Adult Yes 29.16 1st Female Adult Yes 29.17 1st Female Adult Yes 29.18 1st Female Adult Yes 29.19 1st Female Adult Yes 29.20 1st Female Adult Yes 29.21 1st Female Adult Yes 29.22 1st Female Adult Yes 29.23 1st Female Adult Yes 29.24 1st Female Adult Yes 29.25 1st Female Adult Yes 29.26 1st Female Adult Yes 29.27 1st Female Adult Yes 29.28 1st Female Adult Yes 29.29 1st Female Adult Yes 29.30 1st Female Adult Yes 29.31 1st Female Adult Yes 29.32 1st Female Adult Yes 29.33 1st Female Adult Yes 29.34 1st Female Adult Yes 29.35 1st Female Adult Yes 29.36 1st Female Adult Yes 29.37 1st Female Adult Yes 29.38 1st Female Adult Yes 29.39 1st Female Adult Yes 29.40 1st Female Adult Yes 29.41 1st Female Adult Yes 29.42 1st Female Adult Yes 29.43 1st Female Adult Yes 29.44 1st Female Adult Yes 29.45 1st Female Adult Yes 29.46 1st Female Adult Yes 29.47 1st Female Adult Yes 29.48 1st Female Adult Yes 29.49 1st Female Adult Yes 29.50 1st Female Adult Yes 29.51 1st Female Adult Yes 29.52 1st Female Adult Yes 29.53 1st Female Adult Yes 29.54 1st Female Adult Yes 29.55 1st Female Adult Yes 29.56 1st Female Adult Yes 29.57 1st Female Adult Yes 29.58 1st Female Adult Yes 29.59 1st Female Adult Yes 29.60 1st Female Adult Yes 29.61 1st Female Adult Yes 29.62 1st Female Adult Yes 29.63 1st Female Adult Yes 29.64 1st Female Adult Yes 29.65 1st Female Adult Yes 29.66 1st Female Adult Yes 29.67 1st Female Adult Yes 29.68 1st Female Adult Yes 29.69 1st Female Adult Yes 29.70 1st Female Adult Yes 29.71 1st Female Adult Yes 29.72 1st Female Adult Yes 29.73 1st Female Adult Yes 29.74 1st Female Adult Yes 29.75 1st Female Adult Yes 29.76 1st Female Adult Yes 29.77 1st Female Adult Yes 29.78 1st Female Adult Yes 29.79 1st Female Adult Yes 29.80 1st Female Adult Yes 29.81 1st Female Adult Yes 29.82 1st Female Adult Yes 29.83 1st Female Adult Yes 29.84 1st Female Adult Yes 29.85 1st Female Adult Yes 29.86 1st Female Adult Yes 29.87 1st Female Adult Yes 29.88 1st Female Adult Yes 29.89 1st Female Adult Yes 29.90 1st Female Adult Yes 29.91 1st Female Adult Yes 29.92 1st Female Adult Yes 29.93 1st Female Adult Yes 29.94 1st Female Adult Yes 29.95 1st Female Adult Yes 29.96 1st Female Adult Yes 29.97 1st Female Adult Yes 29.98 1st Female Adult Yes 29.99 1st Female Adult Yes 29.100 1st Female Adult Yes 29.101 1st Female Adult Yes 29.102 1st Female Adult Yes 29.103 1st Female Adult Yes 29.104 1st Female Adult Yes 29.105 1st Female Adult Yes 29.106 1st Female Adult Yes 29.107 1st Female Adult Yes 29.108 1st Female Adult Yes 29.109 1st Female Adult Yes 29.110 1st Female Adult Yes 29.111 1st Female Adult Yes 29.112 1st Female Adult Yes 29.113 1st Female Adult Yes 29.114 1st Female Adult Yes 29.115 1st Female Adult Yes 29.116 1st Female Adult Yes 29.117 1st Female Adult Yes 29.118 1st Female Adult Yes 29.119 1st Female Adult Yes 29.120 1st Female Adult Yes 29.121 1st Female Adult Yes 29.122 1st Female Adult Yes 29.123 1st Female Adult Yes 29.124 1st Female Adult Yes 29.125 1st Female Adult Yes 29.126 1st Female Adult Yes 29.127 1st Female Adult Yes 29.128 1st Female Adult Yes 29.129 1st Female Adult Yes 29.130 1st Female Adult Yes 29.131 1st Female Adult Yes 29.132 1st Female Adult Yes 29.133 1st Female Adult Yes 29.134 1st Female Adult Yes 29.135 1st Female Adult Yes 29.136 1st Female Adult Yes 29.137 1st Female Adult Yes 29.138 1st Female Adult Yes 29.139 1st Female Adult Yes 30 2nd Female Adult Yes 30.1 2nd Female Adult Yes 30.2 2nd Female Adult Yes 30.3 2nd Female Adult Yes 30.4 2nd Female Adult Yes 30.5 2nd Female Adult Yes 30.6 2nd Female Adult Yes 30.7 2nd Female Adult Yes 30.8 2nd Female Adult Yes 30.9 2nd Female Adult Yes 30.10 2nd Female Adult Yes 30.11 2nd Female Adult Yes 30.12 2nd Female Adult Yes 30.13 2nd Female Adult Yes 30.14 2nd Female Adult Yes 30.15 2nd Female Adult Yes 30.16 2nd Female Adult Yes 30.17 2nd Female Adult Yes 30.18 2nd Female Adult Yes 30.19 2nd Female Adult Yes 30.20 2nd Female Adult Yes 30.21 2nd Female Adult Yes 30.22 2nd Female Adult Yes 30.23 2nd Female Adult Yes 30.24 2nd Female Adult Yes 30.25 2nd Female Adult Yes 30.26 2nd Female Adult Yes 30.27 2nd Female Adult Yes 30.28 2nd Female Adult Yes 30.29 2nd Female Adult Yes 30.30 2nd Female Adult Yes 30.31 2nd Female Adult Yes 30.32 2nd Female Adult Yes 30.33 2nd Female Adult Yes 30.34 2nd Female Adult Yes 30.35 2nd Female Adult Yes 30.36 2nd Female Adult Yes 30.37 2nd Female Adult Yes 30.38 2nd Female Adult Yes 30.39 2nd Female Adult Yes 30.40 2nd Female Adult Yes 30.41 2nd Female Adult Yes 30.42 2nd Female Adult Yes 30.43 2nd Female Adult Yes 30.44 2nd Female Adult Yes 30.45 2nd Female Adult Yes 30.46 2nd Female Adult Yes 30.47 2nd Female Adult Yes 30.48 2nd Female Adult Yes 30.49 2nd Female Adult Yes 30.50 2nd Female Adult Yes 30.51 2nd Female Adult Yes 30.52 2nd Female Adult Yes 30.53 2nd Female Adult Yes 30.54 2nd Female Adult Yes 30.55 2nd Female Adult Yes 30.56 2nd Female Adult Yes 30.57 2nd Female Adult Yes 30.58 2nd Female Adult Yes 30.59 2nd Female Adult Yes 30.60 2nd Female Adult Yes 30.61 2nd Female Adult Yes 30.62 2nd Female Adult Yes 30.63 2nd Female Adult Yes 30.64 2nd Female Adult Yes 30.65 2nd Female Adult Yes 30.66 2nd Female Adult Yes 30.67 2nd Female Adult Yes 30.68 2nd Female Adult Yes 30.69 2nd Female Adult Yes 30.70 2nd Female Adult Yes 30.71 2nd Female Adult Yes 30.72 2nd Female Adult Yes 30.73 2nd Female Adult Yes 30.74 2nd Female Adult Yes 30.75 2nd Female Adult Yes 30.76 2nd Female Adult Yes 30.77 2nd Female Adult Yes 30.78 2nd Female Adult Yes 30.79 2nd Female Adult Yes 31 3rd Female Adult Yes 31.1 3rd Female Adult Yes 31.2 3rd Female Adult Yes 31.3 3rd Female Adult Yes 31.4 3rd Female Adult Yes 31.5 3rd Female Adult Yes 31.6 3rd Female Adult Yes 31.7 3rd Female Adult Yes 31.8 3rd Female Adult Yes 31.9 3rd Female Adult Yes 31.10 3rd Female Adult Yes 31.11 3rd Female Adult Yes 31.12 3rd Female Adult Yes 31.13 3rd Female Adult Yes 31.14 3rd Female Adult Yes 31.15 3rd Female Adult Yes 31.16 3rd Female Adult Yes 31.17 3rd Female Adult Yes 31.18 3rd Female Adult Yes 31.19 3rd Female Adult Yes 31.20 3rd Female Adult Yes 31.21 3rd Female Adult Yes 31.22 3rd Female Adult Yes 31.23 3rd Female Adult Yes 31.24 3rd Female Adult Yes 31.25 3rd Female Adult Yes 31.26 3rd Female Adult Yes 31.27 3rd Female Adult Yes 31.28 3rd Female Adult Yes 31.29 3rd Female Adult Yes 31.30 3rd Female Adult Yes 31.31 3rd Female Adult Yes 31.32 3rd Female Adult Yes 31.33 3rd Female Adult Yes 31.34 3rd Female Adult Yes 31.35 3rd Female Adult Yes 31.36 3rd Female Adult Yes 31.37 3rd Female Adult Yes 31.38 3rd Female Adult Yes 31.39 3rd Female Adult Yes 31.40 3rd Female Adult Yes 31.41 3rd Female Adult Yes 31.42 3rd Female Adult Yes 31.43 3rd Female Adult Yes 31.44 3rd Female Adult Yes 31.45 3rd Female Adult Yes 31.46 3rd Female Adult Yes 31.47 3rd Female Adult Yes 31.48 3rd Female Adult Yes 31.49 3rd Female Adult Yes 31.50 3rd Female Adult Yes 31.51 3rd Female Adult Yes 31.52 3rd Female Adult Yes 31.53 3rd Female Adult Yes 31.54 3rd Female Adult Yes 31.55 3rd Female Adult Yes 31.56 3rd Female Adult Yes 31.57 3rd Female Adult Yes 31.58 3rd Female Adult Yes 31.59 3rd Female Adult Yes 31.60 3rd Female Adult Yes 31.61 3rd Female Adult Yes 31.62 3rd Female Adult Yes 31.63 3rd Female Adult Yes 31.64 3rd Female Adult Yes 31.65 3rd Female Adult Yes 31.66 3rd Female Adult Yes 31.67 3rd Female Adult Yes 31.68 3rd Female Adult Yes 31.69 3rd Female Adult Yes 31.70 3rd Female Adult Yes 31.71 3rd Female Adult Yes 31.72 3rd Female Adult Yes 31.73 3rd Female Adult Yes 31.74 3rd Female Adult Yes 31.75 3rd Female Adult Yes 32 Crew Female Adult Yes 32.1 Crew Female Adult Yes 32.2 Crew Female Adult Yes 32.3 Crew Female Adult Yes 32.4 Crew Female Adult Yes 32.5 Crew Female Adult Yes 32.6 Crew Female Adult Yes 32.7 Crew Female Adult Yes 32.8 Crew Female Adult Yes 32.9 Crew Female Adult Yes 32.10 Crew Female Adult Yes 32.11 Crew Female Adult Yes 32.12 Crew Female Adult Yes 32.13 Crew Female Adult Yes 32.14 Crew Female Adult Yes 32.15 Crew Female Adult Yes 32.16 Crew Female Adult Yes 32.17 Crew Female Adult Yes 32.18 Crew Female Adult Yes 32.19 Crew Female Adult Yes ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% * janitor::tabyl(survived, class) ``` ] .panel2-cars_multi-auto[ ``` survived 1st 2nd 3rd Crew No 122 167 528 673 Yes 203 118 178 212 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% * janitor::adorn_totals(c("row", "col")) ``` ] .panel2-cars_multi-auto[ ``` survived 1st 2nd 3rd Crew Total No 122 167 528 673 1490 Yes 203 118 178 212 711 Total 325 285 706 885 2201 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% * janitor::adorn_percentages(denominator = "col") ``` ] .panel2-cars_multi-auto[ ``` survived 1st 2nd 3rd Crew Total No 0.3753846 0.5859649 0.7478754 0.760452 0.676965 Yes 0.6246154 0.4140351 0.2521246 0.239548 0.323035 Total 1.0000000 1.0000000 1.0000000 1.000000 1.000000 ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% * janitor::adorn_pct_formatting() ``` ] .panel2-cars_multi-auto[ ``` survived 1st 2nd 3rd Crew Total No 37.5% 58.6% 74.8% 76.0% 67.7% Yes 62.5% 41.4% 25.2% 24.0% 32.3% Total 100.0% 100.0% 100.0% 100.0% 100.0% ``` ] --- count: false .panel1-cars_multi-auto[ ```r library(tidyverse) datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% janitor::adorn_pct_formatting() %>% # add Ns also known as counts * janitor::adorn_ns(position = "front") ``` ] .panel2-cars_multi-auto[ ``` survived 1st 2nd 3rd Crew Total No 122 (37.5%) 167 (58.6%) 528 (74.8%) 673 (76.0%) 1490 (67.7%) Yes 203 (62.5%) 118 (41.4%) 178 (25.2%) 212 (24.0%) 711 (32.3%) Total 325 (100.0%) 285 (100.0%) 706 (100.0%) 885 (100.0%) 2201 (100.0%) ``` ] <style> .panel1-cars_multi-auto { color: black; width: 38.6060606060606%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel2-cars_multi-auto { color: black; width: 59.3939393939394%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel3-cars_multi-auto { color: black; width: NA%; hight: 33%; float: left; padding-left: 1%; font-size: 80% } </style> --- count: false .panel1-cars_multi2-2[ ```r datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% * janitor::tabyl(survived, class, sex) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% janitor::adorn_pct_formatting() %>% janitor::adorn_ns(position = "front") ``` ] .panel2-cars_multi2-2[ ``` $Male survived 1st 2nd 3rd Crew Total No 118 (65.6%) 154 (86.0%) 422 (82.7%) 670 (77.7%) 1364 (78.8%) Yes 62 (34.4%) 25 (14.0%) 88 (17.3%) 192 (22.3%) 367 (21.2%) Total 180 (100.0%) 179 (100.0%) 510 (100.0%) 862 (100.0%) 1731 (100.0%) $Female survived 1st 2nd 3rd Crew Total No 4 (2.8%) 13 (12.3%) 106 (54.1%) 3 (13.0%) 126 (26.8%) Yes 141 (97.2%) 93 (87.7%) 90 (45.9%) 20 (87.0%) 344 (73.2%) Total 145 (100.0%) 106 (100.0%) 196 (100.0%) 23 (100.0%) 470 (100.0%) ``` ] --- count: false .panel1-cars_multi2-2[ ```r datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% * janitor::tabyl(survived, class, sex) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% janitor::adorn_pct_formatting() %>% janitor::adorn_ns(position = "front") ``` ] .panel2-cars_multi2-2[ ``` $Male survived 1st 2nd 3rd Crew Total No 118 (65.6%) 154 (86.0%) 422 (82.7%) 670 (77.7%) 1364 (78.8%) Yes 62 (34.4%) 25 (14.0%) 88 (17.3%) 192 (22.3%) 367 (21.2%) Total 180 (100.0%) 179 (100.0%) 510 (100.0%) 862 (100.0%) 1731 (100.0%) $Female survived 1st 2nd 3rd Crew Total No 4 (2.8%) 13 (12.3%) 106 (54.1%) 3 (13.0%) 126 (26.8%) Yes 141 (97.2%) 93 (87.7%) 90 (45.9%) 20 (87.0%) 344 (73.2%) Total 145 (100.0%) 106 (100.0%) 196 (100.0%) 23 (100.0%) 470 (100.0%) ``` ] <style> .panel1-cars_multi2-2 { color: black; width: 38.6060606060606%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel2-cars_multi2-2 { color: black; width: 59.3939393939394%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel3-cars_multi2-2 { color: black; width: NA%; hight: 33%; float: left; padding-left: 1%; font-size: 80% } </style> --- class: inverse, middle, center # A bit more about how it works. -- ## Let's see tabyl carrying along the raw counts as meta data using `str()` on each step in the same pipeline. -- ## This allows tabyl() to calculate other quantities of interest, like percentages and percentages on totals wtih its adorn_*() functions. --- count: false .panel1-cars_multi3-auto[ ```r *output <- datasets::Titanic output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` 'table' num [1:4, 1:2, 1:2, 1:2] 0 0 35 0 0 0 17 0 118 154 ... - attr(*, "dimnames")=List of 4 ..$ Class : chr [1:4] "1st" "2nd" "3rd" "Crew" ..$ Sex : chr [1:2] "Male" "Female" ..$ Age : chr [1:2] "Child" "Adult" ..$ Survived: chr [1:2] "No" "Yes" ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% * data.frame() output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` 'data.frame': 32 obs. of 5 variables: $ Class : Factor w/ 4 levels "1st","2nd","3rd",..: 1 2 3 4 1 2 3 4 1 2 ... $ Sex : Factor w/ 2 levels "Male","Female": 1 1 1 1 2 2 2 2 1 1 ... $ Age : Factor w/ 2 levels "Child","Adult": 1 1 1 1 1 1 1 1 2 2 ... $ Survived: Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ... $ Freq : num 0 0 35 0 0 0 17 0 118 154 ... ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% * janitor::clean_names() output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` 'data.frame': 32 obs. of 5 variables: $ class : Factor w/ 4 levels "1st","2nd","3rd",..: 1 2 3 4 1 2 3 4 1 2 ... $ sex : Factor w/ 2 levels "Male","Female": 1 1 1 1 2 2 2 2 1 1 ... $ age : Factor w/ 2 levels "Child","Adult": 1 1 1 1 1 1 1 1 2 2 ... $ survived: Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ... $ freq : num 0 0 35 0 0 0 17 0 118 154 ... ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% * tidyr::uncount(weights = freq) output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` 'data.frame': 2201 obs. of 4 variables: $ class : Factor w/ 4 levels "1st","2nd","3rd",..: 3 3 3 3 3 3 3 3 3 3 ... $ sex : Factor w/ 2 levels "Male","Female": 1 1 1 1 1 1 1 1 1 1 ... $ age : Factor w/ 2 levels "Child","Adult": 1 1 1 1 1 1 1 1 1 1 ... $ survived: Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ... ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% * janitor::tabyl(survived, class) output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` Classes 'tabyl' and 'data.frame': 2 obs. of 5 variables: $ survived: Factor w/ 2 levels "No","Yes": 1 2 $ 1st : num 122 203 $ 2nd : num 167 118 $ 3rd : num 528 178 $ Crew : num 673 212 - attr(*, "core")='data.frame': 2 obs. of 5 variables: ..$ survived: Factor w/ 2 levels "No","Yes": 1 2 ..$ 1st : num 122 203 ..$ 2nd : num 167 118 ..$ 3rd : num 528 178 ..$ Crew : num 673 212 - attr(*, "tabyl_type")= chr "two_way" - attr(*, "var_names")=List of 2 ..$ row: chr "survived" ..$ col: chr "class" ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% * janitor::adorn_totals(c("row", "col")) output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` Classes 'tabyl' and 'data.frame': 3 obs. of 6 variables: $ survived: chr "No" "Yes" "Total" $ 1st : num 122 203 325 $ 2nd : num 167 118 285 $ 3rd : num 528 178 706 $ Crew : num 673 212 885 $ Total : num 1490 711 2201 - attr(*, "core")='data.frame': 2 obs. of 5 variables: ..$ survived: Factor w/ 2 levels "No","Yes": 1 2 ..$ 1st : num 122 203 ..$ 2nd : num 167 118 ..$ 3rd : num 528 178 ..$ Crew : num 673 212 - attr(*, "tabyl_type")= chr "two_way" - attr(*, "var_names")=List of 2 ..$ row: chr "survived" ..$ col: chr "class" - attr(*, "totals")= chr "row" "col" ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% * janitor::adorn_percentages(denominator = "col") output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` Classes 'tabyl' and 'data.frame': 3 obs. of 6 variables: $ survived: chr "No" "Yes" "Total" $ 1st : num 0.375 0.625 1 $ 2nd : num 0.586 0.414 1 $ 3rd : num 0.748 0.252 1 $ Crew : num 0.76 0.24 1 $ Total : num 0.677 0.323 1 - attr(*, "core")='data.frame': 2 obs. of 5 variables: ..$ survived: Factor w/ 2 levels "No","Yes": 1 2 ..$ 1st : num 122 203 ..$ 2nd : num 167 118 ..$ 3rd : num 528 178 ..$ Crew : num 673 212 - attr(*, "tabyl_type")= chr "two_way" - attr(*, "var_names")=List of 2 ..$ row: chr "survived" ..$ col: chr "class" - attr(*, "totals")= chr "row" "col" ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% * janitor::adorn_pct_formatting() output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` Classes 'tabyl' and 'data.frame': 3 obs. of 6 variables: $ survived: chr "No" "Yes" "Total" $ 1st : chr "37.5%" "62.5%" "100.0%" $ 2nd : chr "58.6%" "41.4%" "100.0%" $ 3rd : chr "74.8%" "25.2%" "100.0%" $ Crew : chr "76.0%" "24.0%" "100.0%" $ Total : chr "67.7%" "32.3%" "100.0%" - attr(*, "core")='data.frame': 2 obs. of 5 variables: ..$ survived: Factor w/ 2 levels "No","Yes": 1 2 ..$ 1st : num 122 203 ..$ 2nd : num 167 118 ..$ 3rd : num 528 178 ..$ Crew : num 673 212 - attr(*, "tabyl_type")= chr "two_way" - attr(*, "var_names")=List of 2 ..$ row: chr "survived" ..$ col: chr "class" - attr(*, "totals")= chr "row" "col" ``` ] --- count: false .panel1-cars_multi3-auto[ ```r output <- datasets::Titanic %>% data.frame() %>% janitor::clean_names() %>% tidyr::uncount(weights = freq) %>% janitor::tabyl(survived, class) %>% janitor::adorn_totals(c("row", "col")) %>% janitor::adorn_percentages(denominator = "col") %>% janitor::adorn_pct_formatting() %>% * janitor::adorn_ns(position = "front") output %>% str() ``` ] .panel2-cars_multi3-auto[ ``` Classes 'tabyl' and 'data.frame': 3 obs. of 6 variables: $ survived: chr "No" "Yes" "Total" $ 1st : chr "122 (37.5%)" "203 (62.5%)" "325 (100.0%)" $ 2nd : chr "167 (58.6%)" "118 (41.4%)" "285 (100.0%)" $ 3rd : chr "528 (74.8%)" "178 (25.2%)" "706 (100.0%)" $ Crew : chr "673 (76.0%)" "212 (24.0%)" "885 (100.0%)" $ Total : chr "1490 (67.7%)" " 711 (32.3%)" "2201 (100.0%)" - attr(*, "core")='data.frame': 2 obs. of 5 variables: ..$ survived: Factor w/ 2 levels "No","Yes": 1 2 ..$ 1st : num 122 203 ..$ 2nd : num 167 118 ..$ 3rd : num 528 178 ..$ Crew : num 673 212 - attr(*, "tabyl_type")= chr "two_way" - attr(*, "var_names")=List of 2 ..$ row: chr "survived" ..$ col: chr "class" - attr(*, "totals")= chr "row" "col" ``` ] <style> .panel1-cars_multi3-auto { color: black; width: 38.6060606060606%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel2-cars_multi3-auto { color: black; width: 59.3939393939394%; hight: 32%; float: left; padding-left: 1%; font-size: 80% } .panel3-cars_multi3-auto { color: black; width: NA%; hight: 33%; float: left; padding-left: 1%; font-size: 80% } </style> --- <style type="text/css"> .remark-code{line-height: 1.5; font-size: 80%} @media print { .has-continuation { display: block; } } code.r.hljs.remark-code{ position: relative; overflow-x: hidden; } code.r.hljs.remark-code:hover{ overflow-x:visible; width: 500px; border-style: solid; } </style> --- class: center, middle # [https://github.com/sfirke/janitor](https://github.com/sfirke/janitor) ---