PROBLEMA #5
kendal gonzalez
12/22/2021
PROBLEMA 5
Una base de datos es una recopilación organizada de información o datos estructurados, que normalmente se almacena de forma electrónica en un sistema informático. Normalmente, una base de datos está controlada por un sistema de gestión de bases de datos (DBMS). En conjunto, los datos y el DBMS, junto con las aplicaciones asociadas a ellos, reciben el nombre de sistema de bases de datos, abreviado normalmente a simplemente base de datos.
Instalación de la librería “tidyverse”
library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.6 v dplyr 1.0.7
## v tidyr 1.1.4 v stringr 1.4.0
## v readr 2.1.1 v forcats 0.5.1## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()Creación de dataframe, a partir de un repositorio en Github
df<- read.csv("https://raw.githubusercontent.com/mcfrank/tidyverse-tutorial/master/data/ws.csv")
print(df)## data_id age comprehension production language form birth_order ethnicity
## 1 51699 27 497 497 English WS Fourth Hispanic
## 2 51700 21 369 369 English WS Second White
## 3 51701 26 190 190 English WS Fourth White
## 4 51702 27 264 264 English WS Second White
## 5 51703 19 159 159 English WS Second Other
## 6 51704 30 513 513 English WS Second Other
## 7 51705 25 444 444 English WS Second Other
## 8 51706 24 582 582 English WS Second White
## 9 51707 28 558 558 English WS Second Black
## 10 51708 18 7 7 English WS Fourth Other
## 11 51709 29 526 526 English WS Second Other
## 12 51710 26 190 190 English WS Fifth Other
## 13 51711 18 32 32 English WS Fourth Other
## 14 51712 24 126 126 English WS Second Hispanic
## 15 51713 28 199 199 English WS Second Other
## 16 51714 24 330 330 English WS Second Other
## 17 51715 26 181 181 English WS Second Other
## 18 51716 16 16 16 English WS Third Hispanic
## 19 51717 17 166 166 English WS Sixth White
## 20 51718 30 643 643 English WS Third Other
## 21 51719 19 143 143 English WS Second Black
## 22 51720 28 644 644 English WS Second White
## 23 51721 26 379 379 English WS Second Other
## 24 51722 29 462 462 English WS Second Other
## 25 51723 22 208 208 English WS Third Black
## 26 51724 23 251 251 English WS Second Hispanic
## 27 51725 29 569 569 English WS Second White
## 28 51726 24 514 514 English WS First Other
## 29 51727 25 672 672 English WS Third Other
## 30 51728 17 60 60 English WS Third White
## 31 51729 24 292 292 English WS Third Other
## 32 51730 25 234 234 English WS Second White
## 33 51731 24 181 181 English WS Fourth Other
## 34 51732 25 65 65 English WS Second Other
## 35 51733 16 57 57 English WS Fifth Other
## 36 51734 19 22 22 English WS Second Asian
## 37 51735 18 4 4 English WS Eighth Black
## 38 51736 17 8 8 English WS Third White
## 39 51737 18 47 47 English WS Third Hispanic
## 40 51738 19 27 27 English WS Fourth Black
## 41 51739 23 397 397 English WS Fourth Other
## 42 51740 16 25 25 English WS Second Black
## 43 51741 23 117 117 English WS Second Hispanic
## 44 51742 20 97 97 English WS Second Other
## 45 51743 28 215 215 English WS Second Hispanic
## 46 51744 22 323 323 English WS Sixth Black
## 47 51745 30 316 316 English WS Second Other
## 48 51746 25 141 141 English WS Second Hispanic
## 49 51747 23 237 237 English WS Fourth Other
## 50 51748 21 206 206 English WS Third Black
## 51 51749 23 91 91 English WS Fourth Other
## 52 51750 24 266 266 English WS Third Hispanic
## 53 51751 23 66 66 English WS Second Hispanic
## 54 51752 19 72 72 English WS Second Hispanic
## 55 51753 27 183 183 English WS Second Other
## 56 51754 28 212 212 English WS Second Hispanic
## 57 51755 28 226 226 English WS Second Hispanic
## 58 51756 27 289 289 English WS Second Black
## 59 51757 17 39 39 English WS Fifth Hispanic
## 60 51758 27 65 65 English WS Fourth Hispanic
## 61 51759 28 301 301 English WS Fourth Hispanic
## 62 51760 18 45 45 English WS Second Hispanic
## 63 51761 30 530 530 English WS Third Black
## 64 51762 29 603 603 English WS Second Black
## 65 51763 29 201 201 English WS Third Hispanic
## 66 51764 23 25 25 English WS Third Other
## 67 51765 18 11 11 English WS Second Hispanic
## 68 51766 24 219 219 English WS Seventh Other
## 69 51767 29 338 338 English WS Third Hispanic
## 70 51768 25 220 220 English WS Second Black
## 71 51769 30 643 643 English WS Third Black
## 72 51770 25 229 229 English WS Second Hispanic
## 73 51771 21 264 264 English WS Second Black
## 74 51772 24 165 165 English WS Second Other
## 75 51773 28 320 320 English WS Second Other
## 76 51774 26 532 532 English WS Fourth Other
## 77 51775 29 44 44 English WS Third White
## 78 51776 21 13 13 English WS Second White
## 79 51777 23 535 535 English WS Second Other
## 80 51778 27 132 132 English WS Third Black
## 81 51779 25 671 671 English WS Second White
## 82 51780 20 20 20 English WS Second Asian
## 83 51781 28 193 193 English WS Third Other
## 84 51782 22 362 362 English WS Third White
## 85 51783 29 462 462 English WS Second Other
## 86 51784 28 414 414 English WS Second Black
## 87 51785 21 149 149 English WS Third Other
## 88 51786 27 224 224 English WS Second Hispanic
## 89 51787 25 296 296 English WS Second Black
## 90 51788 17 319 319 English WS Second Black
## 91 51789 25 407 407 English WS Second Other
## 92 51790 30 514 514 English WS Second Other
## 93 51791 26 270 270 English WS Fourth Black
## 94 51792 25 395 395 English WS Second Hispanic
## 95 51793 24 517 517 English WS Second Black
## 96 51794 18 293 293 English WS Second Hispanic
## 97 51795 18 1 1 English WS Fifth Hispanic
## 98 51796 21 183 183 English WS Second Hispanic
## 99 51797 22 31 31 English WS Third Hispanic
## 100 51798 27 150 150 English WS Second Hispanic
## 101 51799 21 139 139 English WS Second Hispanic
## 102 51800 20 118 118 English WS Third Other
## 103 51801 24 371 371 English WS Second Other
## 104 51802 29 611 611 English WS Fourth Hispanic
## 105 51803 25 144 144 English WS Second Other
## 106 51804 19 225 225 English WS Fourth Black
## 107 51805 27 144 144 English WS Second Other
## 108 51806 24 177 177 English WS Second Other
## 109 51807 27 228 228 English WS Fifth Black
## 110 51808 29 286 286 English WS Second Black
## 111 51809 20 141 141 English WS Fourth Other
## 112 51810 27 124 124 English WS Third Other
## 113 51811 22 272 272 English WS Third Other
## 114 51812 17 67 67 English WS Third White
## 115 51813 27 555 555 English WS Second White
## 116 51814 19 32 32 English WS Second White
## 117 51815 28 189 189 English WS Second Hispanic
## 118 51816 25 321 321 English WS Fifth Black
## 119 51817 23 233 233 English WS Fourth Hispanic
## 120 51818 22 21 21 English WS Third White
## 121 51819 29 186 186 English WS Second White
## 122 51820 20 173 173 English WS Second Other
## 123 51821 22 121 121 English WS Third Hispanic
## 124 51822 20 62 62 English WS Third Other
## 125 51823 27 457 457 English WS Fourth Hispanic
## 126 51824 21 18 18 English WS Third White
## 127 51825 28 361 361 English WS Third Other
## 128 51826 21 3 3 English WS Third Other
## 129 51827 23 175 175 English WS Third Black
## 130 51828 20 59 59 English WS Fourth Hispanic
## 131 51829 29 182 182 English WS Fifth White
## 132 51830 26 458 458 English WS Second Hispanic
## 133 51831 17 11 11 English WS Second Hispanic
## 134 51832 25 87 87 English WS Second White
## 135 51833 17 55 55 English WS Second Black
## 136 51834 16 72 72 English WS Third Other
## 137 51835 16 16 16 English WS Third Hispanic
## 138 51836 29 63 63 English WS Second Hispanic
## 139 51837 20 148 148 English WS Sixth White
## 140 51838 21 131 131 English WS Fourth Hispanic
## 141 51839 22 52 52 English WS Second White
## 142 51840 28 370 370 English WS Fourth Hispanic
## 143 51841 17 226 226 English WS Fourth Other
## 144 51842 26 456 456 English WS Third Asian
## 145 51843 17 22 22 English WS Fourth Hispanic
## 146 51844 16 36 36 English WS Third Other
## 147 51845 19 92 92 English WS Third Hispanic
## 148 51846 21 32 32 English WS Second Hispanic
## 149 51847 16 9 9 English WS Second Black
## 150 51848 26 54 54 English WS Second Other
## 151 51849 22 327 327 English WS Third White
## 152 51850 29 369 369 English WS Second Hispanic
## 153 51851 24 34 34 English WS Second White
## 154 51852 23 66 66 English WS Second White
## 155 51853 28 386 386 English WS Second Other
## 156 51854 20 190 190 English WS Second Other
## 157 51855 19 23 23 English WS Second Black
## 158 51856 29 297 297 English WS Second Hispanic
## 159 51857 21 73 73 English WS Third Other
## 160 51858 25 138 138 English WS Second Hispanic
## 161 51859 29 496 496 English WS Third White
## 162 51860 24 92 92 English WS Second Other
## 163 51861 18 59 59 English WS Third White
## 164 51862 20 156 156 English WS Second Black
## 165 51863 27 570 570 English WS Second White
## 166 51864 28 350 350 English WS Fourth Black
## 167 51865 22 28 28 English WS Second White
## 168 51866 29 315 315 English WS Third Other
## 169 51867 25 41 41 English WS Third Hispanic
## 170 51868 26 502 502 English WS Second Other
## 171 51869 25 415 415 English WS Third White
## 172 51870 21 68 68 English WS Second White
## 173 51871 23 109 109 English WS Second White
## 174 51872 17 17 17 English WS Second Hispanic
## 175 51873 23 145 145 English WS Second Other
## 176 51874 21 86 86 English WS Third White
## 177 51875 21 151 151 English WS Third Other
## 178 51876 21 160 160 English WS Second Other
## 179 51877 27 584 584 English WS Third Other
## 180 51878 26 466 466 English WS Third Other
## 181 51879 24 148 148 English WS Second Other
## 182 51880 20 219 219 English WS Third White
## 183 51881 28 540 540 English WS Fourth Hispanic
## 184 51882 23 160 160 English WS Fourth Black
## 185 51883 20 23 23 English WS Third Other
## 186 51884 26 247 247 English WS Second White
## 187 51885 30 117 117 English WS Third Hispanic
## 188 51886 28 387 387 English WS Sixth White
## 189 51887 29 375 375 English WS Fourth Black
## 190 51888 25 564 564 English WS Fourth Other
## 191 51889 27 300 300 English WS Sixth White
## 192 51890 19 111 111 English WS Second Other
## 193 51891 25 178 178 English WS Second Other
## 194 51892 22 44 44 English WS Second White
## 195 51893 20 296 296 English WS Second Hispanic
## 196 51894 26 183 183 English WS Third White
## 197 51895 30 451 451 English WS Second White
## 198 51896 22 385 385 English WS Second Other
## 199 51897 23 169 169 English WS Fourth White
## 200 51898 25 551 551 English WS Third Black
## 201 51899 22 49 49 English WS Second White
## 202 51900 27 262 262 English WS Fifth Black
## 203 51901 18 23 23 English WS Third Black
## 204 51902 20 4 4 English WS Third Hispanic
## 205 51903 18 99 99 English WS Third Other
## 206 51904 20 104 104 English WS Third Hispanic
## 207 51905 23 259 259 English WS Third White
## 208 51906 26 131 131 English WS Second White
## 209 51907 27 503 503 English WS Fourth White
## 210 51908 27 522 522 English WS First White
## 211 51909 26 547 547 English WS Fourth White
## 212 51910 21 476 476 English WS Third White
## 213 51911 28 451 451 English WS First White
## 214 51912 26 47 47 English WS Third White
## 215 51913 26 570 570 English WS Second White
## 216 51914 29 75 75 English WS Second White
## 217 51915 25 541 541 English WS Second White
## 218 51916 30 603 603 English WS Second White
## 219 51917 25 139 139 English WS First White
## 220 51918 27 215 215 English WS First White
## 221 51919 27 677 677 English WS First White
## 222 51920 25 23 23 English WS Third White
## 223 51921 28 414 414 English WS Third White
## 224 51922 27 134 134 English WS Fourth White
## 225 51923 25 163 163 English WS Third White
## 226 51924 25 479 479 English WS First White
## 227 51925 27 366 366 English WS Second White
## 228 51926 28 433 433 English WS Second White
## 229 51927 27 29 29 English WS Fourth White
## 230 51928 27 424 424 English WS First White
## 231 51929 27 295 295 English WS Third White
## 232 51930 30 324 324 English WS Second Black
## 233 51931 19 60 60 English WS Fourth Black
## 234 51932 25 45 45 English WS Fourth Other
## 235 51933 25 38 38 English WS First Black
## 236 51934 27 307 307 English WS Second Black
## 237 51935 24 172 172 English WS First Black
## 238 51936 21 554 554 English WS First Black
## 239 51937 19 580 580 English WS First Black
## 240 51938 28 106 106 English WS First Black
## 241 51939 22 327 327 English WS Third Black
## 242 51940 16 83 83 English WS First Black
## 243 51941 27 374 374 English WS Third Black
## 244 51942 21 152 152 English WS Third Black
## 245 51943 30 357 357 English WS Third Black
## 246 51944 18 42 42 English WS Second Black
## 247 51945 17 21 21 English WS Second Black
## 248 51946 27 235 235 English WS Second Other
## 249 51947 18 127 127 English WS Fourth Black
## 250 51948 22 425 425 English WS Third Black
## 251 51949 22 179 179 English WS First Black
## 252 51950 19 29 29 English WS First Black
## 253 51951 28 516 516 English WS Third Black
## 254 51952 17 111 111 English WS First Black
## 255 51953 18 76 76 English WS First Black
## 256 51954 29 173 173 English WS First Black
## 257 51955 22 76 76 English WS First Black
## 258 51956 16 83 83 English WS First Black
## 259 51957 26 657 657 English WS First Black
## 260 51958 20 137 137 English WS First Black
## 261 51959 28 276 276 English WS First Black
## 262 51960 28 362 362 English WS Third Black
## 263 51961 20 475 475 English WS First Black
## 264 51962 17 290 290 English WS First Black
## 265 51963 28 607 607 English WS First Black
## 266 51964 27 314 314 English WS Third Black
## 267 51965 20 226 226 English WS First Black
## 268 51966 30 337 337 English WS First Black
## 269 51967 30 566 566 English WS Second Black
## 270 51968 27 607 607 English WS Second Black
## 271 51969 26 354 354 English WS Fifth Black
## 272 51970 23 326 326 English WS First Black
## 273 51971 26 338 338 English WS First Black
## 274 51972 21 169 169 English WS First Black
## 275 51973 16 7 7 English WS Second Black
## 276 51974 17 25 25 English WS First Black
## 277 51975 19 52 52 English WS First Black
## 278 51976 19 434 434 English WS First Black
## 279 51977 21 10 10 English WS Third Black
## 280 51978 25 77 77 English WS Second Black
## 281 51979 25 457 457 English WS Fourth Black
## 282 51980 25 151 151 English WS First Black
## 283 51981 20 50 50 English WS Second Black
## 284 51982 29 381 381 English WS First Black
## 285 51983 26 212 212 English WS Third Black
## 286 51984 27 116 116 English WS Second Black
## 287 51985 24 245 245 English WS Third Black
## 288 51986 20 65 65 English WS First Black
## 289 51987 24 417 417 English WS First Black
## 290 51988 19 25 25 English WS First Black
## 291 51989 24 394 394 English WS First White
## 292 51990 19 85 85 English WS Third White
## 293 51991 27 111 111 English WS Second White
## 294 51992 25 199 199 English WS Second White
## 295 51993 20 370 370 English WS First White
## 296 51994 29 639 639 English WS First Hispanic
## 297 51995 21 312 312 English WS First White
## 298 51996 27 585 585 English WS Second White
## 299 51997 27 331 331 English WS First White
## 300 51998 19 103 103 English WS First White
## 301 51999 20 73 73 English WS Fourth White
## 302 52000 30 575 575 English WS First White
## 303 52001 23 551 551 English WS First White
## 304 52002 17 10 10 English WS First White
## 305 52003 28 253 253 English WS Fourth White
## 306 52004 18 156 156 English WS First White
## 307 52005 26 430 430 English WS Second White
## 308 52006 17 29 29 English WS Second White
## 309 52007 29 349 349 English WS <NA> White
## 310 52008 18 124 124 English WS Second White
## 311 52009 18 28 28 English WS First White
## 312 52010 22 302 302 English WS Second White
## 313 52011 29 560 560 English WS First Hispanic
## 314 52012 27 305 305 English WS Second White
## 315 52013 30 314 314 English WS Second White
## 316 52014 20 345 345 English WS First White
## 317 52015 21 317 317 English WS First White
## 318 52016 25 138 138 English WS Second White
## 319 52017 28 468 468 English WS Second White
## 320 52018 26 40 40 English WS Third White
## 321 52019 27 632 632 English WS Fourth White
## 322 52020 24 87 87 English WS Third White
## 323 52021 20 100 100 English WS First White
## 324 52022 29 656 656 English WS First White
## 325 52023 20 188 188 English WS First White
## 326 52024 26 273 273 English WS Third White
## 327 52025 17 90 90 English WS First White
## 328 52026 21 252 252 English WS First White
## 329 52027 18 34 34 English WS First White
## 330 52028 23 315 315 English WS First White
## 331 52029 27 429 429 English WS First Black
## 332 52030 23 76 76 English WS Second White
## 333 52031 23 405 405 English WS Second White
## 334 52032 24 41 41 English WS Second Other
## 335 52033 27 324 324 English WS Second White
## 336 52034 30 675 675 English WS First White
## 337 52035 27 267 267 English WS Second White
## 338 52036 30 386 386 English WS First White
## 339 52037 30 393 393 English WS First White
## 340 52038 20 211 211 English WS First White
## 341 52039 18 29 29 English WS First Hispanic
## 342 52040 21 483 483 English WS First White
## 343 52041 30 638 638 English WS Second White
## 344 52042 24 339 339 English WS First Hispanic
## 345 52043 26 72 72 English WS First Hispanic
## 346 52044 17 176 176 English WS First White
## 347 52045 30 449 449 English WS First Hispanic
## 348 52046 28 528 528 English WS Second White
## 349 52047 20 66 66 English WS First White
## 350 52048 22 154 154 English WS First Hispanic
## 351 52049 24 501 501 English WS First White
## 352 52050 25 448 448 English WS First White
## 353 52051 26 69 69 English WS First White
## 354 52052 20 84 84 English WS First White
## 355 52053 25 484 484 English WS Third White
## 356 52054 24 222 222 English WS Third White
## 357 52055 16 291 291 English WS Second Black
## 358 52056 16 58 58 English WS First White
## 359 52057 26 64 64 English WS Second Hispanic
## 360 52058 20 47 47 English WS First White
## 361 52059 24 150 150 English WS Second Hispanic
## 362 52060 20 99 99 English WS Second White
## 363 52061 23 379 379 English WS First White
## 364 52062 17 131 131 English WS First Other
## 365 52063 20 205 205 English WS First White
## 366 52064 26 610 610 English WS First White
## 367 52065 17 14 14 English WS Fourth White
## 368 52066 17 7 7 English WS Third Other
## 369 52067 22 410 410 English WS Second White
## 370 52068 27 612 612 English WS Third White
## 371 52069 25 66 66 English WS Second Other
## 372 52070 20 159 159 English WS First White
## 373 52071 22 100 100 English WS First White
## 374 52072 22 8 8 English WS First White
## 375 52073 24 218 218 English WS Second White
## 376 52074 20 5 5 English WS Second White
## 377 52075 21 59 59 English WS First Hispanic
## 378 52076 26 141 141 English WS First White
## 379 52077 18 119 119 English WS First White
## 380 52078 23 159 159 English WS First White
## 381 52079 25 473 473 English WS First White
## 382 52080 21 327 327 English WS First White
## 383 52081 30 629 629 English WS First Hispanic
## 384 52082 25 451 451 English WS First White
## 385 52083 22 67 67 English WS Second White
## 386 52084 30 644 644 English WS First White
## 387 52085 22 568 568 English WS First White
## 388 52086 26 243 243 English WS Second Black
## 389 52087 26 239 239 English WS Third Black
## 390 52088 29 640 640 English WS First White
## 391 52089 27 366 366 English WS First Hispanic
## 392 52090 20 65 65 English WS First White
## 393 52091 24 128 128 English WS Third White
## 394 52092 26 351 351 English WS First White
## 395 52093 25 301 301 English WS First White
## 396 52094 22 377 377 English WS Third White
## 397 52095 29 106 106 English WS Second White
## 398 52096 29 490 490 English WS First Asian
## 399 52097 30 581 581 English WS First Hispanic
## 400 52098 17 219 219 English WS First Hispanic
## 401 52099 24 94 94 English WS Second White
## 402 52100 19 219 219 English WS Second White
## 403 52101 21 409 409 English WS First White
## 404 52102 18 118 118 English WS Second White
## 405 52103 24 238 238 English WS First White
## 406 52104 25 528 528 English WS First White
## 407 52105 16 17 17 English WS Second White
## 408 52106 29 459 459 English WS First Black
## 409 52107 24 574 574 English WS Second White
## 410 52108 29 536 536 English WS First White
## 411 52109 16 103 103 English WS First White
## 412 52110 18 42 42 English WS Second White
## 413 52111 26 577 577 English WS First White
## 414 52112 19 237 237 English WS First White
## 415 52113 29 444 444 English WS Second White
## 416 52114 26 298 298 English WS First Asian
## 417 52115 18 11 11 English WS First White
## 418 52116 20 422 422 English WS First White
## 419 52117 18 147 147 English WS Second White
## 420 52118 20 311 311 English WS First Hispanic
## 421 52119 27 667 667 English WS First White
## 422 52120 22 164 164 English WS First White
## 423 52121 19 29 29 English WS First White
## 424 52122 20 481 481 English WS First White
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## 426 52124 20 67 67 English WS Second White
## 427 52125 30 553 553 English WS Third White
## 428 52126 18 128 128 English WS First Other
## 429 52127 30 480 480 English WS Second Black
## 430 52128 29 680 680 English WS First White
## 431 52129 25 526 526 English WS Third White
## 432 52130 24 203 203 English WS First Hispanic
## 433 52131 19 309 309 English WS First White
## 434 52132 19 313 313 English WS First White
## 435 52133 29 367 367 English WS First White
## 436 52134 30 508 508 English WS First White
## 437 52135 18 90 90 English WS First White
## 438 52136 25 126 126 English WS Second White
## 439 52137 21 289 289 English WS Third White
## 440 52138 21 246 246 English WS First White
## 441 52139 19 344 344 English WS Second White
## 442 52140 30 615 615 English WS First White
## 443 52141 17 488 488 English WS First White
## 444 52142 24 601 601 English WS First White
## 445 52143 28 298 298 English WS First Hispanic
## 446 52144 23 27 27 English WS Second Other
## 447 52145 18 31 31 English WS First White
## 448 52146 18 202 202 English WS First White
## 449 52147 16 42 42 English WS First White
## 450 52148 19 229 229 English WS First Asian
## 451 52149 30 595 595 English WS First White
## 452 52150 29 615 615 English WS First White
## 453 52151 20 3 3 English WS First White
## 454 52152 21 93 93 English WS Third White
## 455 52153 18 33 33 English WS Third White
## 456 52154 26 409 409 English WS First Hispanic
## 457 52155 24 242 242 English WS First Hispanic
## 458 52156 27 381 381 English WS First White
## 459 52157 18 26 26 English WS Second White
## 460 52158 30 627 627 English WS First White
## 461 52159 28 256 256 English WS First Black
## 462 52160 28 442 442 English WS First Other
## 463 52161 19 50 50 English WS First Black
## 464 52162 29 575 575 English WS First White
## 465 52163 30 584 584 English WS First White
## 466 52164 16 27 27 English WS First White
## 467 52165 22 20 20 English WS First White
## 468 52166 19 471 471 English WS First White
## 469 52167 19 22 22 English WS Second White
## 470 52168 17 100 100 English WS Fourth White
## 471 52169 19 26 26 English WS Third White
## 472 52170 26 562 562 English WS Second White
## 473 52171 16 49 49 English WS First White
## 474 52172 26 490 490 English WS First White
## 475 52173 29 584 584 English WS First Asian
## 476 52174 29 173 173 English WS First White
## 477 52175 28 585 585 English WS First White
## 478 52176 27 519 519 English WS First White
## 479 52177 16 182 182 English WS First White
## 480 52178 29 364 364 English WS Fourth White
## 481 52179 21 20 20 English WS First White
## 482 52180 26 229 229 English WS First White
## 483 52181 23 210 210 English WS Second White
## 484 52182 30 442 442 English WS Second White
## 485 52183 24 394 394 English WS First White
## 486 52184 21 102 102 English WS Second White
## 487 52185 18 183 183 English WS First White
## 488 52186 22 185 185 English WS First White
## 489 52187 17 124 124 English WS Second White
## 490 52188 27 508 508 English WS First Hispanic
## 491 52189 21 80 80 English WS Second White
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## 493 52191 26 404 404 English WS First White
## 494 52192 26 595 595 English WS First White
## 495 52193 28 198 198 English WS First White
## 496 52194 23 522 522 English WS Second White
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## 504 52202 28 513 513 English WS First White
## 505 52203 25 435 435 English WS First Asian
## 506 52204 21 398 398 English WS First White
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## 518 52216 18 8 8 English WS First White
## 519 52217 17 46 46 English WS First Hispanic
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## 523 52221 24 397 397 English WS Second Asian
## 524 52222 24 235 235 English WS First White
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## 527 52225 17 107 107 English WS First Hispanic
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## 531 52229 24 278 278 English WS Second Black
## 532 52230 22 175 175 English WS First Other
## 533 52231 30 373 373 English WS Third White
## 534 52232 24 306 306 English WS First White
## 535 52233 30 519 519 English WS First White
## 536 52234 19 63 63 English WS Second White
## 537 52235 24 275 275 English WS Second White
## 538 52236 23 327 327 English WS Second White
## 539 52237 26 541 541 English WS First White
## 540 52238 21 192 192 English WS <NA> White
## 541 52239 24 371 371 English WS Third White
## 542 52240 30 424 424 English WS Second Asian
## 543 52241 26 584 584 English WS First White
## 544 52242 30 588 588 English WS First White
## 545 52243 25 495 495 English WS First White
## 546 52244 26 490 490 English WS Second Hispanic
## 547 52245 25 89 89 English WS First Other
## 548 52246 24 494 494 English WS First White
## 549 52247 20 222 222 English WS First White
## 550 52248 20 63 63 English WS Fourth White
## 551 52249 27 549 549 English WS Second White
## 552 52250 21 232 232 English WS Second White
## 553 52251 22 127 127 English WS First Other
## 554 52252 24 478 478 English WS First Asian
## 555 52253 29 653 653 English WS First White
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## 557 52255 29 633 633 English WS First White
## 558 52256 30 663 663 English WS Second Hispanic
## 559 52257 27 170 170 English WS Second White
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## 561 52259 16 80 80 English WS First White
## 562 52260 27 650 650 English WS First White
## 563 52261 18 16 16 English WS First Hispanic
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## 566 52264 19 88 88 English WS First Hispanic
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## 570 52268 24 46 46 English WS First White
## 571 52269 23 450 450 English WS First White
## 572 52270 30 661 661 English WS Second Black
## 573 52271 24 400 400 English WS First White
## 574 52272 21 104 104 English WS First White
## 575 52273 19 142 142 English WS Third White
## 576 52274 25 344 344 English WS First White
## 577 52275 21 159 159 English WS Second White
## 578 52276 17 149 149 English WS First White
## 579 52277 18 163 163 English WS First White
## 580 52278 19 76 76 English WS First White
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## 582 52280 18 52 52 English WS First White
## 583 52281 22 95 95 English WS First White
## 584 52282 16 121 121 English WS First White
## 585 52283 24 352 352 English WS Second White
## 586 52284 17 21 21 English WS Second Other
## 587 52285 19 84 84 English WS First White
## 588 52286 21 423 423 English WS Second White
## 589 52287 22 296 296 English WS First White
## 590 52288 27 479 479 English WS First White
## 591 52289 28 20 20 English WS Second White
## 592 52290 23 480 480 English WS First White
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## 5189 57213 28 575 575 English WS <NA> <NA>
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## 5337 57361 28 634 634 English WS <NA> <NA>
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## 5340 57364 28 364 364 English WS <NA> <NA>
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## 5376 57400 28 555 555 English WS <NA> <NA>
## 5377 57401 28 663 663 English WS <NA> <NA>
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## 5402 57426 28 300 300 English WS <NA> <NA>
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## 5428 57452 28 620 620 English WS <NA> <NA>
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## 5448 57472 28 661 661 English WS <NA> <NA>
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## 5450 57474 28 549 549 English WS <NA> <NA>
## sex zygosity norming longitudinal source_name mom_ed
## 1 Female NA TRUE FALSE Marchman Some Secondary
## 2 Female NA TRUE FALSE Marchman Secondary
## 3 Female NA TRUE FALSE Marchman College
## 4 Male NA TRUE FALSE Marchman Secondary
## 5 Female NA TRUE FALSE Marchman Secondary
## 6 Female NA TRUE FALSE Marchman Secondary
## 7 Male NA TRUE FALSE Marchman Some College
## 8 Male NA TRUE FALSE Marchman Some College
## 9 Female NA TRUE FALSE Marchman Some Secondary
## 10 Female NA TRUE FALSE Marchman Secondary
## 11 Female NA TRUE FALSE Marchman Some College
## 12 Female NA TRUE FALSE Marchman Some Secondary
## 13 Male NA TRUE FALSE Marchman Some Secondary
## 14 Male NA TRUE FALSE Marchman Secondary
## 15 Male NA TRUE FALSE Marchman Some Secondary
## 16 Male NA TRUE FALSE Marchman Some Secondary
## 17 Male NA TRUE FALSE Marchman Secondary
## 18 Male NA TRUE FALSE Marchman Primary
## 19 Male NA TRUE FALSE Marchman Some College
## 20 Male NA TRUE FALSE Marchman Some Secondary
## 21 Female NA TRUE FALSE Marchman Secondary
## 22 Male NA TRUE FALSE Marchman Secondary
## 23 Male NA TRUE FALSE Marchman Some College
## 24 Male NA TRUE FALSE Marchman Some Secondary
## 25 Female NA TRUE FALSE Marchman Some College
## 26 Female NA TRUE FALSE Marchman Secondary
## 27 Female NA TRUE FALSE Marchman Secondary
## 28 Male NA TRUE FALSE Marchman Some College
## 29 Female NA TRUE FALSE Marchman Secondary
## 30 Female NA TRUE FALSE Marchman Secondary
## 31 Female NA TRUE FALSE Marchman Secondary
## 32 Female NA TRUE FALSE Marchman Secondary
## 33 Male NA TRUE FALSE Marchman Some College
## 34 Male NA TRUE FALSE Marchman Some Secondary
## 35 Female NA TRUE FALSE Marchman Secondary
## 36 Female NA TRUE FALSE Marchman Secondary
## 37 Male NA TRUE FALSE Marchman College
## 38 Male NA TRUE FALSE Marchman Secondary
## 39 Male NA TRUE FALSE Marchman Secondary
## 40 Female NA TRUE FALSE Marchman Secondary
## 41 Female NA TRUE FALSE Marchman Secondary
## 42 Male NA TRUE FALSE Marchman Secondary
## 43 Female NA TRUE FALSE Marchman Some College
## 44 Female NA TRUE FALSE Marchman Secondary
## 45 Male NA TRUE FALSE Marchman Secondary
## 46 Male NA TRUE FALSE Marchman Some Secondary
## 47 Male NA TRUE FALSE Marchman Some Secondary
## 48 Female NA TRUE FALSE Marchman Secondary
## 49 Male NA TRUE FALSE Marchman College
## 50 Male NA TRUE FALSE Marchman Secondary
## 51 Female NA TRUE FALSE Marchman Secondary
## 52 Female NA TRUE FALSE Marchman Some College
## 53 Female NA TRUE FALSE Marchman Some Secondary
## 54 Female NA TRUE FALSE Marchman Some Secondary
## 55 Male NA TRUE FALSE Marchman Secondary
## 56 Male NA TRUE FALSE Marchman Some Secondary
## 57 Female NA TRUE FALSE Marchman Secondary
## 58 Female NA TRUE FALSE Marchman Secondary
## 59 Female NA TRUE FALSE Marchman Some Secondary
## 60 Female NA TRUE FALSE Marchman Secondary
## 61 Male NA TRUE FALSE Marchman Secondary
## 62 Male NA TRUE FALSE Marchman Some Secondary
## 63 Male NA TRUE FALSE Marchman Some Secondary
## 64 Male NA TRUE FALSE Marchman Some College
## 65 Female NA TRUE FALSE Marchman Secondary
## 66 Female NA TRUE FALSE Marchman Some College
## 67 Male NA TRUE FALSE Marchman Some Secondary
## 68 Female NA TRUE FALSE Marchman Some College
## 69 Female NA TRUE FALSE Marchman Some College
## 70 Male NA TRUE FALSE Marchman Secondary
## 71 Male NA TRUE FALSE Marchman Some Secondary
## 72 Male NA TRUE FALSE Marchman Secondary
## 73 Female NA TRUE FALSE Marchman Some College
## 74 Female NA TRUE FALSE Marchman Some Secondary
## 75 Male NA TRUE FALSE Marchman Some Secondary
## 76 Male NA TRUE FALSE Marchman Secondary
## 77 Female NA TRUE FALSE Marchman Some Secondary
## 78 Male NA TRUE FALSE Marchman Secondary
## 79 Male NA TRUE FALSE Marchman Secondary
## 80 Male NA TRUE FALSE Marchman Some Secondary
## 81 Female NA TRUE FALSE Marchman Secondary
## 82 Female NA TRUE FALSE Marchman Some College
## 83 Male NA TRUE FALSE Marchman Some Secondary
## 84 Male NA TRUE FALSE Marchman Secondary
## 85 Male NA TRUE FALSE Marchman Some College
## 86 Female NA TRUE FALSE Marchman Secondary
## 87 Male NA TRUE FALSE Marchman Some College
## 88 Female NA TRUE FALSE Marchman Some Secondary
## 89 Male NA TRUE FALSE Marchman Some College
## 90 Male NA TRUE FALSE Marchman Secondary
## 91 Male NA TRUE FALSE Marchman Secondary
## 92 Female NA TRUE FALSE Marchman Secondary
## 93 Male NA TRUE FALSE Marchman Secondary
## 94 Female NA TRUE FALSE Marchman Some Secondary
## 95 Male NA TRUE FALSE Marchman Some College
## 96 Male NA TRUE FALSE Marchman Secondary
## 97 Male NA TRUE FALSE Marchman Some Secondary
## 98 Female NA TRUE FALSE Marchman Some Secondary
## 99 Male NA TRUE FALSE Marchman Secondary
## 100 Female NA TRUE FALSE Marchman Primary
## 101 Male NA TRUE FALSE Marchman Secondary
## 102 Female NA TRUE FALSE Marchman Some College
## 103 Female NA TRUE FALSE Marchman Some College
## 104 Female NA TRUE FALSE Marchman Some College
## 105 Female NA TRUE FALSE Marchman Secondary
## 106 Female NA TRUE FALSE Marchman Some College
## 107 Male NA TRUE FALSE Marchman Secondary
## 108 Male NA TRUE FALSE Marchman Some Secondary
## 109 Male NA TRUE FALSE Marchman Secondary
## 110 Male NA TRUE FALSE Marchman Some Secondary
## 111 Female NA TRUE FALSE Marchman Some College
## 112 Male NA TRUE FALSE Marchman Secondary
## 113 Male NA TRUE FALSE Marchman Some Secondary
## 114 Male NA TRUE FALSE Marchman Some College
## 115 Male NA TRUE FALSE Marchman Some Secondary
## 116 Male NA TRUE FALSE Marchman Secondary
## 117 Female NA TRUE FALSE Marchman Secondary
## 118 Female NA TRUE FALSE Marchman Some College
## 119 Female NA TRUE FALSE Marchman Secondary
## 120 Male NA TRUE FALSE Marchman Some College
## 121 Female NA TRUE FALSE Marchman Some College
## 122 Male NA TRUE FALSE Marchman Secondary
## 123 Male NA TRUE FALSE Marchman Some College
## 124 Male NA TRUE FALSE Marchman Some Secondary
## 125 Female NA TRUE FALSE Marchman Secondary
## 126 Female NA TRUE FALSE Marchman Some College
## 127 Female NA TRUE FALSE Marchman Some College
## 128 Female NA TRUE FALSE Marchman Primary
## 129 Male NA TRUE FALSE Marchman Secondary
## 130 Male NA TRUE FALSE Marchman Some Secondary
## 131 Female NA TRUE FALSE Marchman Some College
## 132 Male NA TRUE FALSE Marchman Some Secondary
## 133 Female NA TRUE FALSE Marchman Some College
## 134 Female NA TRUE FALSE Marchman Secondary
## 135 Male NA TRUE FALSE Marchman Secondary
## 136 Female NA TRUE FALSE Marchman College
## 137 Female NA TRUE FALSE Marchman Secondary
## 138 Male NA TRUE FALSE Marchman Secondary
## 139 Female NA TRUE FALSE Marchman Graduate
## 140 Male NA TRUE FALSE Marchman Secondary
## 141 Female NA TRUE FALSE Marchman Some College
## 142 Female NA TRUE FALSE Marchman Secondary
## 143 Male NA TRUE FALSE Marchman Secondary
## 144 Male NA TRUE FALSE Marchman Secondary
## 145 Male NA TRUE FALSE Marchman Some College
## 146 Male NA TRUE FALSE Marchman Secondary
## 147 Male NA TRUE FALSE Marchman Primary
## 148 Female NA TRUE FALSE Marchman Some Secondary
## 149 Male NA TRUE FALSE Marchman Some College
## 150 Male NA TRUE FALSE Marchman Some Secondary
## 151 Female NA TRUE FALSE Marchman Secondary
## 152 Male NA TRUE FALSE Marchman Secondary
## 153 Male NA TRUE FALSE Marchman Secondary
## 154 Female NA TRUE FALSE Marchman Some Secondary
## 155 Female NA TRUE FALSE Marchman Some Secondary
## 156 Female NA TRUE FALSE Marchman Secondary
## 157 Male NA TRUE FALSE Marchman Some College
## 158 Female NA TRUE FALSE Marchman Some Secondary
## 159 Male NA TRUE FALSE Marchman Secondary
## 160 Male NA TRUE FALSE Marchman Secondary
## 161 Male NA TRUE FALSE Marchman Secondary
## 162 Female NA TRUE FALSE Marchman College
## 163 Female NA TRUE FALSE Marchman Some College
## 164 Male NA TRUE FALSE Marchman Some College
## 165 Female NA TRUE FALSE Marchman Some College
## 166 Male NA TRUE FALSE Marchman Secondary
## 167 Male NA TRUE FALSE Marchman Some Secondary
## 168 Male NA TRUE FALSE Marchman Secondary
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## 865 Male NA TRUE FALSE Marchman Some Secondary
## 866 Male NA TRUE FALSE Marchman Some College
## 867 Female NA TRUE FALSE Marchman Secondary
## 868 Female NA TRUE FALSE Marchman Graduate
## 869 Female NA TRUE FALSE Marchman Graduate
## 870 Male NA TRUE FALSE Marchman Secondary
## 871 Female NA TRUE FALSE Marchman Secondary
## 872 Female NA TRUE FALSE Marchman Graduate
## 873 Male NA TRUE FALSE Marchman College
## 874 Female NA TRUE FALSE Marchman College
## 875 Female NA TRUE FALSE Marchman Graduate
## 876 Female NA TRUE FALSE Marchman Secondary
## 877 Female NA TRUE FALSE Marchman Graduate
## 878 Female NA TRUE FALSE Marchman Graduate
## 879 Female NA TRUE FALSE Marchman Some Graduate
## 880 Female NA TRUE FALSE Marchman College
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## 882 Male NA TRUE FALSE Marchman Graduate
## 883 Male NA TRUE FALSE Marchman College
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## 885 Female NA TRUE FALSE Marchman Some Secondary
## 886 Female NA TRUE FALSE Marchman Secondary
## 887 Female NA TRUE FALSE Marchman Secondary
## 888 Male NA TRUE FALSE Marchman Graduate
## 889 Female NA TRUE FALSE Marchman Graduate
## 890 Male NA TRUE FALSE Marchman Secondary
## 891 Female NA TRUE FALSE Marchman Graduate
## 892 Male NA TRUE FALSE Marchman Graduate
## 893 Female NA TRUE FALSE Marchman Secondary
## 894 Male NA TRUE FALSE Marchman Graduate
## 895 Female NA TRUE FALSE Marchman Some College
## 896 Female NA TRUE FALSE Marchman College
## 897 Female NA TRUE FALSE Marchman Some College
## 898 Female NA TRUE FALSE Marchman Secondary
## 899 Male NA TRUE FALSE Marchman Some College
## 900 Female NA TRUE FALSE Marchman College
## 901 Female NA TRUE FALSE Marchman College
## 902 Male NA TRUE FALSE Marchman College
## 903 Male NA TRUE FALSE Marchman Secondary
## 904 Female NA TRUE FALSE Marchman Some College
## 905 Female NA TRUE FALSE Marchman Graduate
## 906 Male NA TRUE FALSE Marchman Some College
## 907 Female NA TRUE FALSE Marchman Graduate
## 908 Female NA TRUE FALSE Marchman College
## 909 Female NA TRUE FALSE Marchman College
## 910 Male NA TRUE FALSE Marchman Secondary
## 911 Female NA TRUE FALSE Marchman Secondary
## 912 Female NA TRUE FALSE Marchman Secondary
## 913 Female NA TRUE FALSE Marchman Secondary
## 914 Male NA TRUE FALSE Marchman College
## 915 Male NA TRUE FALSE Marchman Secondary
## 916 Female NA TRUE FALSE Marchman College
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## 918 Female NA TRUE FALSE Marchman Graduate
## 919 Female NA TRUE FALSE Marchman Some College
## 920 Male NA TRUE FALSE Marchman College
## 921 Male NA TRUE FALSE Marchman College
## 922 Male NA TRUE FALSE Marchman Secondary
## 923 Male NA TRUE FALSE Marchman Secondary
## 924 Female NA TRUE FALSE Marchman Secondary
## 925 Female NA TRUE FALSE Marchman Secondary
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## 927 Male NA TRUE FALSE Marchman Some College
## 928 Male NA TRUE FALSE Marchman Graduate
## 929 Male NA TRUE FALSE Marchman Some Secondary
## 930 Male NA TRUE FALSE Marchman College
## 931 Female NA TRUE FALSE Marchman Secondary
## 932 Male NA TRUE FALSE Marchman Some College
## 933 Female NA TRUE FALSE Marchman Graduate
## 934 Female NA TRUE FALSE Marchman Some College
## 935 Male NA TRUE FALSE Marchman Some College
## 936 Female NA TRUE FALSE Marchman College
## 937 Female NA TRUE FALSE Marchman College
## 938 Female NA TRUE FALSE Marchman Some College
## 939 Female NA TRUE FALSE Marchman Some Graduate
## 940 Male NA TRUE FALSE Marchman Graduate
## 941 Female NA TRUE FALSE Marchman Some College
## 942 Female NA TRUE FALSE Marchman Secondary
## 943 Female NA TRUE FALSE Marchman Some College
## 944 Female NA TRUE FALSE Marchman Some College
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## 946 Female NA TRUE FALSE Marchman Secondary
## 947 Female NA TRUE FALSE Marchman Secondary
## 948 Female NA TRUE FALSE Marchman College
## 949 Female NA TRUE FALSE Marchman College
## 950 Male NA TRUE FALSE Marchman Secondary
## 951 Female NA TRUE FALSE Marchman College
## 952 Female NA TRUE FALSE Marchman College
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## 955 Female NA TRUE FALSE Marchman Some College
## 956 Female NA TRUE FALSE Marchman Graduate
## 957 Female NA TRUE FALSE Marchman Graduate
## 958 Male NA TRUE FALSE Marchman College
## 959 Male NA TRUE FALSE Marchman Secondary
## 960 Male NA TRUE FALSE Marchman College
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## 962 Male NA TRUE FALSE Marchman College
## 963 Female NA TRUE FALSE Marchman Some College
## 964 Male NA TRUE FALSE Marchman Some College
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## 966 Male NA TRUE FALSE Marchman College
## 967 Male NA TRUE FALSE Marchman College
## 968 Female NA TRUE FALSE Marchman Some College
## 969 Male NA TRUE FALSE Marchman College
## 970 Male NA TRUE FALSE Marchman Graduate
## 971 Female NA TRUE FALSE Marchman College
## 972 Female NA TRUE FALSE Marchman Some College
## 973 Female NA TRUE FALSE Marchman Secondary
## 974 Female NA TRUE FALSE Marchman Some College
## 975 Female NA TRUE FALSE Marchman Graduate
## 976 Male NA TRUE FALSE Marchman Secondary
## 977 Male NA TRUE FALSE Marchman Secondary
## 978 Female NA TRUE FALSE Marchman Some College
## 979 Male NA TRUE FALSE Marchman Secondary
## 980 Female NA TRUE FALSE Marchman College
## 981 Female NA TRUE FALSE Marchman Some Graduate
## 982 Male NA TRUE FALSE Marchman College
## 983 Male NA TRUE FALSE Marchman Secondary
## 984 Male NA TRUE FALSE Marchman Secondary
## 985 Male NA TRUE FALSE Marchman Some Graduate
## 986 Female NA TRUE FALSE Marchman Graduate
## 987 Female NA TRUE FALSE Marchman Graduate
## 988 Male NA TRUE FALSE Marchman Some College
## 989 Female NA TRUE FALSE Marchman College
## 990 Female NA TRUE FALSE Marchman Secondary
## 991 Male NA TRUE FALSE Marchman Some College
## 992 Male NA TRUE FALSE Marchman Graduate
## 993 Female NA TRUE FALSE Marchman Secondary
## 994 Female NA TRUE FALSE Marchman Secondary
## 995 Male NA TRUE FALSE Marchman Some College
## 996 Female NA TRUE FALSE Marchman Secondary
## 997 Female NA TRUE FALSE Marchman Some College
## 998 Female NA TRUE FALSE Marchman Secondary
## 999 Male NA TRUE FALSE Marchman Secondary
## 1000 Female NA TRUE FALSE Marchman Some Secondary
## 1001 Male NA TRUE FALSE Marchman Some Secondary
## 1002 Male NA TRUE FALSE Marchman Some Secondary
## 1003 Female NA TRUE FALSE Marchman Secondary
## 1004 Female NA TRUE FALSE Marchman Some Graduate
## 1005 Male NA TRUE FALSE Marchman College
## 1006 Male NA TRUE FALSE Marchman Some College
## 1007 Female NA TRUE FALSE Marchman Some Secondary
## 1008 Female NA TRUE FALSE Marchman Some Secondary
## 1009 Male NA TRUE FALSE Marchman Secondary
## 1010 Female NA TRUE FALSE Marchman Secondary
## 1011 Female NA TRUE FALSE Marchman Secondary
## 1012 Male NA TRUE FALSE Marchman Secondary
## 1013 Male NA TRUE FALSE Marchman Some College
## 1014 Male NA TRUE FALSE Marchman Some Secondary
## 1015 Female NA TRUE FALSE Marchman Some College
## 1016 Male NA TRUE FALSE Marchman Secondary
## 1017 Female NA TRUE FALSE Marchman College
## 1018 Female NA TRUE FALSE Marchman Some Graduate
## 1019 Male NA TRUE FALSE Marchman Graduate
## 1020 Male NA TRUE FALSE Marchman College
## 1021 Male NA TRUE FALSE Marchman College
## 1022 Male NA TRUE FALSE Marchman Some College
## 1023 Female NA TRUE FALSE Marchman College
## 1024 Female NA TRUE FALSE Marchman College
## 1025 Male NA TRUE FALSE Marchman College
## 1026 Male NA TRUE FALSE Marchman Some College
## 1027 Male NA TRUE FALSE Marchman Some Graduate
## 1028 Female NA TRUE FALSE Marchman College
## 1029 Female NA TRUE FALSE Marchman College
## 1030 Female NA TRUE FALSE Marchman College
## 1031 Male NA TRUE FALSE Marchman College
## 1032 Female NA TRUE FALSE Marchman College
## 1033 Male NA TRUE FALSE Marchman Some College
## 1034 Male NA TRUE FALSE Marchman Secondary
## 1035 Male NA TRUE FALSE Marchman Some Graduate
## 1036 Male NA TRUE FALSE Marchman Graduate
## 1037 Female NA TRUE FALSE Marchman Some College
## 1038 Female NA TRUE FALSE Marchman College
## 1039 Female NA TRUE FALSE Marchman College
## 1040 Male NA TRUE FALSE Marchman College
## 1041 Male NA TRUE FALSE Marchman College
## 1042 Male NA TRUE FALSE Marchman Some Graduate
## 1043 Male NA TRUE FALSE Marchman College
## 1044 Female NA TRUE FALSE Marchman College
## 1045 Male NA TRUE FALSE Marchman Some Graduate
## 1046 Female NA TRUE FALSE Marchman College
## 1047 Male NA TRUE FALSE Marchman College
## 1048 Female NA TRUE FALSE Marchman Some Graduate
## 1049 Female NA TRUE FALSE Marchman Graduate
## 1050 Female NA TRUE FALSE Marchman Graduate
## 1051 Female NA TRUE FALSE Marchman Some College
## 1052 Male NA TRUE FALSE Marchman Secondary
## 1053 Male NA TRUE FALSE Marchman Some College
## 1054 Female NA TRUE FALSE Marchman College
## 1055 Male NA TRUE FALSE Marchman Some College
## 1056 Female NA TRUE FALSE Marchman Some College
## 1057 Male NA TRUE FALSE Marchman College
## 1058 Male NA TRUE FALSE Marchman College
## 1059 Male NA TRUE FALSE Marchman Some College
## 1060 Female NA TRUE FALSE Marchman College
## 1061 Female NA TRUE FALSE Marchman Secondary
## 1062 Female NA TRUE FALSE Marchman Graduate
## 1063 Male NA TRUE FALSE Marchman College
## 1064 Male NA TRUE FALSE Marchman Secondary
## 1065 Female NA TRUE FALSE Marchman Some Graduate
## 1066 Male NA TRUE FALSE Marchman Some College
## 1067 Male NA TRUE FALSE Marchman College
## 1068 Male NA TRUE FALSE Marchman Some College
## 1069 Male NA TRUE FALSE Marchman Secondary
## 1070 Female NA TRUE FALSE Marchman Some Graduate
## 1071 Male NA TRUE FALSE Marchman Graduate
## 1072 Male NA TRUE FALSE Marchman College
## 1073 Male NA TRUE FALSE Marchman Some College
## 1074 Male NA TRUE FALSE Marchman Secondary
## 1075 Female NA TRUE FALSE Marchman Secondary
## 1076 Male NA TRUE FALSE Marchman Secondary
## 1077 Female NA TRUE FALSE Marchman Secondary
## 1078 Female NA TRUE FALSE Marchman Some College
## 1079 Female NA TRUE FALSE Marchman Some College
## 1080 Male NA TRUE FALSE Marchman Some College
## 1081 Male NA TRUE FALSE Marchman College
## 1082 Male NA TRUE FALSE Marchman College
## 1083 Male NA TRUE FALSE Marchman Secondary
## 1084 Female NA TRUE FALSE Marchman Secondary
## 1085 Female NA TRUE FALSE Marchman Graduate
## 1086 Male NA TRUE FALSE Marchman Some College
## 1087 Female NA TRUE FALSE Marchman College
## 1088 Male NA TRUE FALSE Marchman Some College
## 1089 Male NA TRUE FALSE Marchman Graduate
## 1090 Male NA TRUE FALSE Marchman Some Secondary
## 1091 Male NA TRUE FALSE Marchman College
## 1092 Female NA TRUE FALSE Marchman Some College
## 1093 Female NA TRUE FALSE Marchman Some College
## 1094 Female NA TRUE FALSE Marchman College
## 1095 Male NA TRUE FALSE Marchman Some College
## 1096 Female NA TRUE FALSE Marchman Graduate
## 1097 Male NA TRUE FALSE Marchman Some Graduate
## 1098 Female NA TRUE FALSE Marchman College
## 1099 Female NA TRUE FALSE Marchman College
## 1100 Female NA TRUE FALSE Marchman Some College
## 1101 Female NA TRUE FALSE Marchman Some College
## 1102 Male NA TRUE FALSE Marchman College
## 1103 Male NA TRUE FALSE Marchman College
## 1104 Female NA TRUE FALSE Marchman Graduate
## 1105 Female NA TRUE FALSE Marchman Secondary
## 1106 Male NA TRUE FALSE Marchman College
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## 1108 Female NA TRUE FALSE Marchman Graduate
## 1109 Male NA TRUE FALSE Marchman Some Graduate
## 1110 Male NA TRUE FALSE Marchman Graduate
## 1111 Female NA TRUE FALSE Marchman Graduate
## 1112 Female NA TRUE FALSE Marchman College
## 1113 Female NA TRUE FALSE Marchman Graduate
## 1114 Male NA TRUE FALSE Marchman College
## 1115 Female NA TRUE FALSE Marchman College
## 1116 Female NA TRUE FALSE Marchman Some College
## 1117 Male NA TRUE FALSE Marchman Some College
## 1118 Female NA TRUE FALSE Marchman College
## 1119 Male NA TRUE FALSE Marchman Some Secondary
## 1120 Male NA TRUE FALSE Marchman Graduate
## 1121 Female NA TRUE FALSE Marchman College
## 1122 Male NA TRUE FALSE Marchman College
## 1123 Female NA TRUE FALSE Marchman College
## 1124 Female NA TRUE FALSE Marchman Secondary
## 1125 Female NA TRUE FALSE Marchman Some Graduate
## 1126 Male NA TRUE FALSE Marchman Secondary
## 1127 Male NA TRUE FALSE Marchman Some College
## 1128 Male NA TRUE FALSE Marchman College
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## 1130 Female NA TRUE FALSE Marchman Some Graduate
## 1131 Female NA TRUE FALSE Marchman Graduate
## 1132 Male NA TRUE FALSE Marchman College
## 1133 Male NA TRUE FALSE Marchman College
## 1134 Male NA TRUE FALSE Marchman Graduate
## 1135 Male NA TRUE FALSE Marchman College
## 1136 Male NA TRUE FALSE Marchman College
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## 1138 Male NA TRUE FALSE Marchman Some Graduate
## 1139 Male NA TRUE FALSE Marchman Graduate
## 1140 Female NA TRUE FALSE Marchman College
## 1141 Female NA TRUE FALSE Marchman Some College
## 1142 Male NA TRUE FALSE Marchman Secondary
## 1143 Male NA TRUE FALSE Marchman College
## 1144 Female NA TRUE FALSE Marchman College
## 1145 Female NA TRUE FALSE Marchman Secondary
## 1146 Male NA TRUE FALSE Marchman College
## 1147 Female NA TRUE FALSE Marchman Graduate
## 1148 Female NA TRUE FALSE Marchman College
## 1149 Female NA TRUE FALSE Marchman Some College
## 1150 Female NA TRUE FALSE Marchman Secondary
## 1151 Male NA TRUE FALSE Marchman Some Graduate
## 1152 Male NA TRUE FALSE Marchman College
## 1153 Female NA TRUE FALSE Marchman College
## 1154 Female NA TRUE FALSE Marchman College
## 1155 Male NA TRUE FALSE Marchman College
## 1156 Female NA TRUE FALSE Marchman Some College
## 1157 Female NA TRUE FALSE Marchman Some College
## 1158 Male NA TRUE FALSE Marchman Some College
## 1159 Male NA TRUE FALSE Marchman Some College
## 1160 Male NA TRUE FALSE Marchman Secondary
## 1161 Male NA TRUE FALSE Marchman Secondary
## 1162 Female NA TRUE FALSE Marchman Graduate
## 1163 Female NA TRUE FALSE Marchman Some College
## 1164 Male NA TRUE FALSE Marchman Graduate
## 1165 Female NA TRUE FALSE Marchman Some College
## 1166 Male NA TRUE FALSE Marchman Secondary
## 1167 Female NA TRUE FALSE Marchman College
## 1168 Male NA TRUE FALSE Marchman Secondary
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## 1170 Male NA TRUE FALSE Marchman Some College
## 1171 Male NA TRUE FALSE Marchman Graduate
## 1172 Male NA TRUE FALSE Marchman Secondary
## 1173 Male NA TRUE FALSE Marchman Graduate
## 1174 Female NA TRUE FALSE Marchman Some College
## 1175 Male NA TRUE FALSE Marchman College
## 1176 Female NA TRUE FALSE Marchman College
## 1177 Male NA TRUE FALSE Marchman College
## 1178 Male NA TRUE FALSE Marchman College
## 1179 Female NA TRUE FALSE Marchman College
## 1180 Male NA TRUE FALSE Marchman College
## 1181 Female NA TRUE FALSE Marchman College
## 1182 Male NA TRUE FALSE Marchman Some College
## 1183 Male NA TRUE FALSE Marchman Some College
## 1184 Female NA TRUE FALSE Marchman College
## 1185 Male NA TRUE FALSE Marchman College
## 1186 Male NA TRUE FALSE Marchman Secondary
## 1187 Male NA TRUE FALSE Marchman Secondary
## 1188 Female NA TRUE FALSE Marchman Graduate
## 1189 Female NA TRUE FALSE Marchman Secondary
## 1190 Male NA TRUE FALSE Marchman Some Graduate
## 1191 Female NA TRUE FALSE Marchman College
## 1192 Male NA TRUE FALSE Marchman College
## 1193 Male NA TRUE FALSE Marchman Some College
## 1194 Female NA TRUE FALSE Marchman College
## 1195 Male NA TRUE FALSE Marchman Graduate
## 1196 Female NA TRUE FALSE Marchman College
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## 1198 Male NA TRUE FALSE Marchman Graduate
## 1199 Male NA TRUE FALSE Marchman College
## 1200 Male NA TRUE FALSE Marchman Graduate
## 1201 Male NA TRUE FALSE Marchman College
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## 1203 Male NA TRUE FALSE Marchman Some College
## 1204 Female NA TRUE FALSE Marchman Graduate
## 1205 Female NA TRUE FALSE Marchman Graduate
## 1206 Female NA TRUE FALSE Marchman College
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## 1208 Male NA TRUE FALSE Marchman College
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## 1210 Male NA TRUE FALSE Marchman College
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## 1212 Female NA TRUE FALSE Marchman Some Graduate
## 1213 Female NA TRUE FALSE Marchman College
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## 1215 Male NA TRUE FALSE Marchman College
## 1216 Male NA TRUE FALSE Marchman College
## 1217 Male NA TRUE FALSE Marchman College
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## 1219 Male NA TRUE FALSE Marchman Secondary
## 1220 Female NA TRUE FALSE Marchman Secondary
## 1221 Female NA TRUE FALSE Marchman Secondary
## 1222 Female NA TRUE FALSE Marchman College
## 1223 Female NA TRUE FALSE Marchman College
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## 1225 Female NA TRUE FALSE Marchman College
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## 1229 Female NA TRUE FALSE Marchman College
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## 1232 Male NA TRUE FALSE Marchman College
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## 1234 Female NA TRUE FALSE Marchman Some Graduate
## 1235 Male NA TRUE FALSE Marchman College
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## 1238 Female NA TRUE FALSE Marchman College
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## 1240 Female NA TRUE FALSE Marchman College
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## 1243 Male NA TRUE FALSE Marchman College
## 1244 Male NA TRUE FALSE Marchman Some College
## 1245 Female NA TRUE FALSE Marchman Some College
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## 1247 Male NA TRUE FALSE Marchman College
## 1248 Female NA TRUE FALSE Marchman Some College
## 1249 Female NA TRUE FALSE Marchman Some Graduate
## 1250 Male NA TRUE FALSE Marchman Some College
## 1251 Male NA TRUE FALSE Marchman College
## 1252 Female NA TRUE FALSE Marchman Some College
## 1253 Female NA TRUE FALSE Marchman College
## 1254 Male NA TRUE FALSE Marchman Graduate
## 1255 Male NA TRUE FALSE Marchman College
## 1256 Male NA TRUE FALSE Marchman College
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## 1258 Male NA TRUE FALSE Marchman College
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## 1260 Male NA TRUE FALSE Marchman Some College
## 1261 Male NA TRUE FALSE Marchman Graduate
## 1262 Female NA TRUE FALSE Marchman Some College
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## 1264 Male NA TRUE FALSE Marchman Some College
## 1265 Male NA TRUE FALSE Marchman Some Graduate
## 1266 Female NA TRUE FALSE Marchman College
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## 1268 Female NA TRUE FALSE Marchman College
## 1269 Male NA TRUE FALSE Marchman College
## 1270 Female NA TRUE FALSE Marchman College
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## 1273 Male NA TRUE FALSE Marchman Graduate
## 1274 Female NA TRUE FALSE Marchman Some College
## 1275 Male NA TRUE FALSE Marchman College
## 1276 Male NA TRUE FALSE Marchman College
## 1277 Male NA TRUE FALSE Marchman Some College
## 1278 Male NA TRUE FALSE Marchman Some College
## 1279 Male NA TRUE FALSE Marchman Graduate
## 1280 Female NA TRUE FALSE Marchman Some College
## 1281 Male NA TRUE FALSE Marchman Some College
## 1282 Male NA TRUE FALSE Marchman Some College
## 1283 Male NA TRUE FALSE Marchman College
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## 1285 Male NA TRUE FALSE Marchman College
## 1286 Female NA TRUE FALSE Marchman College
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## 1288 Female NA TRUE FALSE Marchman College
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## 1290 Male NA TRUE FALSE Marchman College
## 1291 Female NA TRUE FALSE Marchman College
## 1292 Male NA TRUE FALSE Marchman Secondary
## 1293 Female NA TRUE FALSE Marchman College
## 1294 Male NA TRUE FALSE Marchman College
## 1295 Female NA TRUE FALSE Marchman Secondary
## 1296 Male NA TRUE FALSE Marchman College
## 1297 Male NA TRUE FALSE Marchman College
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## 1299 Female NA TRUE FALSE Marchman College
## 1300 Male NA TRUE FALSE Marchman Graduate
## 1301 Male NA TRUE FALSE Marchman College
## 1302 Male NA TRUE FALSE Marchman Graduate
## 1303 Male NA TRUE FALSE Marchman Some College
## 1304 Male NA TRUE FALSE Marchman Some College
## 1305 Female NA TRUE FALSE Marchman Some College
## 1306 Female NA TRUE FALSE Marchman College
## 1307 Male NA TRUE FALSE Marchman College
## 1308 Female NA TRUE FALSE Marchman Some College
## 1309 Male NA TRUE FALSE Marchman College
## 1310 Male NA TRUE FALSE Marchman Some Graduate
## 1311 Female NA TRUE FALSE Marchman Some College
## 1312 Male NA TRUE FALSE Marchman Graduate
## 1313 Male NA TRUE FALSE Marchman College
## 1314 Male NA TRUE FALSE Marchman College
## 1315 Male NA TRUE FALSE Marchman Graduate
## 1316 Female NA TRUE FALSE Marchman Graduate
## 1317 Male NA TRUE FALSE Marchman College
## 1318 Female NA TRUE FALSE Marchman College
## 1319 Female NA TRUE FALSE Marchman College
## 1320 Male NA TRUE FALSE Marchman College
## 1321 Male NA TRUE FALSE Marchman College
## 1322 Male NA TRUE FALSE Marchman Some Graduate
## 1323 Male NA TRUE FALSE Marchman Some College
## 1324 Female NA TRUE FALSE Marchman Graduate
## 1325 Male NA TRUE FALSE Marchman College
## 1326 Male NA TRUE FALSE Marchman Graduate
## 1327 Female NA TRUE FALSE Marchman Graduate
## 1328 Male NA TRUE FALSE Marchman Some College
## 1329 Male NA TRUE FALSE Marchman Some College
## 1330 Female NA TRUE FALSE Marchman College
## 1331 Female NA TRUE FALSE Marchman Some College
## 1332 Female NA TRUE FALSE Marchman College
## 1333 Female NA TRUE FALSE Marchman College
## 1334 Male NA TRUE FALSE Marchman College
## 1335 Male NA TRUE FALSE Marchman Graduate
## 1336 Male NA TRUE FALSE Marchman College
## 1337 Female NA TRUE FALSE Marchman Secondary
## 1338 Male NA TRUE FALSE Marchman College
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## 1340 Female NA TRUE FALSE Marchman Some Graduate
## 1341 Male NA TRUE FALSE Marchman Secondary
## 1342 Male NA TRUE FALSE Marchman College
## 1343 Male NA TRUE FALSE Marchman Some College
## 1344 Male NA TRUE FALSE Marchman College
## 1345 Female NA TRUE FALSE Marchman Some Graduate
## 1346 Female NA TRUE FALSE Marchman Some College
## 1347 Male NA TRUE FALSE Marchman College
## 1348 Female NA TRUE FALSE Marchman Some College
## 1349 Female NA TRUE FALSE Marchman College
## 1350 Male NA TRUE FALSE Marchman College
## 1351 Male NA TRUE FALSE Marchman Some College
## 1352 Female NA TRUE FALSE Marchman College
## 1353 Male NA TRUE FALSE Marchman Some College
## 1354 Female NA TRUE FALSE Marchman College
## 1355 Male NA TRUE FALSE Marchman College
## 1356 Female NA TRUE FALSE Marchman Some College
## 1357 Male NA TRUE FALSE Marchman College
## 1358 Female NA TRUE FALSE Marchman College
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## 1360 Female NA TRUE FALSE Marchman Secondary
## 1361 Female NA TRUE FALSE Marchman Some College
## 1362 Male NA TRUE FALSE Marchman Some College
## 1363 Female NA TRUE FALSE Marchman College
## 1364 Male NA TRUE FALSE Marchman College
## 1365 Female NA TRUE FALSE Marchman Secondary
## 1366 Female NA TRUE FALSE Marchman Secondary
## 1367 Female NA TRUE FALSE Marchman College
## 1368 Female NA TRUE FALSE Marchman Some College
## 1369 Female NA TRUE FALSE Marchman College
## 1370 Male NA TRUE FALSE Marchman Some Graduate
## 1371 Male NA TRUE FALSE Marchman College
## 1372 Female NA TRUE FALSE Marchman College
## 1373 Male NA TRUE FALSE Marchman Some College
## 1374 Male NA TRUE FALSE Marchman College
## 1375 Female NA TRUE FALSE Marchman Secondary
## 1376 Female NA TRUE FALSE Marchman Some College
## 1377 Male NA TRUE FALSE Marchman Graduate
## 1378 Female NA TRUE FALSE Marchman Secondary
## 1379 Female NA TRUE FALSE Marchman Some College
## 1380 Male NA TRUE FALSE Marchman College
## 1381 Female NA TRUE FALSE Marchman Some College
## 1382 Male NA TRUE FALSE Marchman Some Graduate
## 1383 Female NA TRUE FALSE Marchman Secondary
## 1384 Male NA TRUE FALSE Marchman College
## 1385 Male NA TRUE FALSE Marchman College
## 1386 Female NA TRUE FALSE Marchman Graduate
## 1387 Female NA TRUE FALSE Marchman Some College
## 1388 Female NA TRUE FALSE Marchman College
## 1389 Male NA TRUE FALSE Marchman College
## 1390 Male NA TRUE FALSE Marchman Graduate
## 1391 Male NA TRUE FALSE Marchman College
## 1392 Female NA TRUE FALSE Marchman Some College
## 1393 Female NA TRUE FALSE Marchman Secondary
## 1394 Male NA TRUE FALSE Marchman Some Graduate
## 1395 Male NA TRUE FALSE Marchman College
## 1396 Female NA TRUE FALSE Marchman College
## 1397 Female NA TRUE FALSE Marchman Some College
## 1398 Female NA TRUE FALSE Marchman College
## 1399 Male NA TRUE FALSE Marchman Some College
## 1400 Male NA TRUE FALSE Marchman Graduate
## 1401 Female NA TRUE FALSE Marchman College
## 1402 Female NA TRUE FALSE Marchman Graduate
## 1403 Male NA TRUE FALSE Marchman Graduate
## 1404 Male NA TRUE FALSE Marchman College
## 1405 Male NA TRUE FALSE Marchman College
## 1406 Male NA TRUE FALSE Marchman Some College
## 1407 Male NA TRUE FALSE Marchman College
## 1408 Male NA TRUE FALSE Marchman Some College
## 1409 Male NA TRUE FALSE Marchman Graduate
## 1410 Female NA TRUE FALSE Marchman Some Secondary
## 1411 Female NA TRUE FALSE Marchman Graduate
## 1412 Male NA TRUE FALSE Marchman College
## 1413 Male NA TRUE FALSE Marchman Some Graduate
## 1414 Male NA FALSE FALSE Marchman Graduate
## 1415 Male NA FALSE FALSE Marchman Some College
## 1416 Female NA FALSE FALSE Marchman Graduate
## 1417 Male NA FALSE FALSE Marchman Graduate
## 1418 Female NA FALSE FALSE Marchman Graduate
## 1419 Female NA FALSE FALSE Marchman College
## 1420 Female NA FALSE FALSE Marchman College
## 1421 Female NA FALSE FALSE Marchman Some College
## 1422 Female NA FALSE FALSE Marchman Some Graduate
## 1423 Female NA FALSE FALSE Marchman College
## 1424 Male NA FALSE FALSE Marchman Some College
## 1425 Female NA FALSE FALSE Marchman College
## 1426 Male NA FALSE FALSE Marchman College
## 1427 Female NA FALSE FALSE Marchman College
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## 1429 Female NA FALSE FALSE Marchman Some College
## 1430 Female NA FALSE FALSE Marchman Graduate
## 1431 Female NA FALSE FALSE Marchman College
## 1432 Female NA FALSE FALSE Marchman Graduate
## 1433 Male NA FALSE FALSE Marchman Graduate
## 1434 Female NA FALSE FALSE Marchman Graduate
## 1435 Female NA FALSE FALSE Marchman College
## 1436 Male NA FALSE FALSE Marchman Some College
## 1437 Male NA FALSE FALSE Marchman Graduate
## 1438 Male NA FALSE FALSE Marchman Graduate
## 1439 Male NA FALSE FALSE Marchman College
## 1440 Male NA FALSE FALSE Marchman College
## 1441 Male NA FALSE FALSE Marchman Some Graduate
## 1442 Female NA FALSE FALSE Marchman Some Graduate
## 1443 Male NA FALSE FALSE Marchman College
## 1444 Female NA FALSE FALSE Marchman Graduate
## 1445 Male NA FALSE FALSE Marchman Graduate
## 1446 Male NA FALSE FALSE Marchman Some College
## 1447 Female NA FALSE FALSE Marchman Graduate
## 1448 Female NA FALSE FALSE Marchman Graduate
## 1449 Female NA FALSE FALSE Marchman Graduate
## 1450 Female NA FALSE FALSE Marchman Some College
## 1451 Male NA FALSE FALSE Marchman College
## 1452 Female NA FALSE FALSE Marchman Graduate
## 1453 Female NA FALSE FALSE Marchman Some College
## 1454 Male NA FALSE FALSE Marchman Graduate
## 1455 Male NA FALSE FALSE Marchman Some College
## 1456 Female NA FALSE FALSE Marchman College
## 1457 Female NA FALSE FALSE Marchman Graduate
## 1458 Male NA FALSE FALSE Marchman College
## 1459 Male NA FALSE FALSE Marchman Graduate
## 1460 Female NA FALSE FALSE Marchman Graduate
## 1461 Male NA FALSE FALSE Marchman Secondary
## 1462 Male NA FALSE FALSE Marchman Some Graduate
## 1463 Male NA FALSE FALSE Marchman Graduate
## 1464 Male NA FALSE FALSE Marchman Graduate
## 1465 Female NA FALSE FALSE Marchman College
## 1466 Male NA FALSE FALSE Marchman College
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## 1468 Female NA FALSE FALSE Marchman Graduate
## 1469 Male NA TRUE FALSE Marchman Some College
## 1470 Male NA FALSE FALSE Marchman Some College
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## 1472 Male NA FALSE FALSE Marchman Graduate
## 1473 Male NA FALSE FALSE Marchman College
## 1474 Male NA FALSE FALSE Marchman Some Graduate
## 1475 Female NA FALSE FALSE Marchman Graduate
## 1476 Female NA FALSE FALSE Marchman Graduate
## 1477 Female NA FALSE FALSE Marchman Secondary
## 1478 Male NA FALSE FALSE Marchman Some College
## 1479 Female NA FALSE FALSE Marchman Graduate
## 1480 Male NA FALSE FALSE Marchman College
## 1481 Female NA FALSE FALSE Marchman College
## 1482 Female NA FALSE FALSE Marchman Graduate
## 1483 Male NA FALSE FALSE Marchman Some College
## 1484 Male NA FALSE FALSE Marchman Graduate
## 1485 Female NA FALSE FALSE Marchman Graduate
## 1486 Female NA FALSE FALSE Marchman Some College
## 1487 Male NA FALSE FALSE Marchman Graduate
## 1488 Female NA FALSE FALSE Marchman College
## 1489 Female NA FALSE FALSE Marchman College
## 1490 Female NA FALSE FALSE Marchman Graduate
## 1491 Female NA FALSE FALSE Marchman Some Graduate
## 1492 Male NA FALSE FALSE Marchman College
## 1493 Female NA FALSE FALSE Marchman Graduate
## 1494 Female NA FALSE FALSE Marchman College
## 1495 Female NA FALSE FALSE Marchman College
## 1496 Male NA FALSE FALSE Marchman College
## 1497 Female NA FALSE FALSE Marchman Graduate
## 1498 Male NA FALSE FALSE Marchman Graduate
## 1499 Female NA FALSE FALSE Marchman College
## 1500 Male NA FALSE FALSE Marchman College
## 1501 Male NA FALSE FALSE Marchman Some Graduate
## 1502 Male NA FALSE FALSE Marchman Graduate
## 1503 Male NA FALSE FALSE Marchman Graduate
## 1504 Female NA FALSE FALSE Marchman College
## 1505 Female NA FALSE FALSE Marchman Graduate
## 1506 Male NA FALSE FALSE Marchman College
## 1507 Male NA FALSE FALSE Marchman College
## 1508 Female NA FALSE FALSE Marchman Graduate
## 1509 Female NA FALSE FALSE Marchman Graduate
## 1510 Male NA FALSE FALSE Marchman Some College
## 1511 Female NA FALSE FALSE Marchman Some College
## 1512 Female NA FALSE FALSE Marchman Graduate
## 1513 Male NA FALSE FALSE Marchman Graduate
## 1514 Female NA FALSE FALSE Marchman Graduate
## 1515 Female NA FALSE FALSE Marchman College
## 1516 Male NA FALSE FALSE Marchman Some College
## 1517 Male NA FALSE FALSE Marchman Some Graduate
## 1518 Male NA FALSE FALSE Marchman Some College
## 1519 Male NA FALSE FALSE Marchman College
## 1520 Female NA TRUE FALSE Marchman Secondary
## 1521 Male NA FALSE FALSE Marchman Secondary
## 1522 Female NA FALSE FALSE Marchman Some Graduate
## 1523 Male NA FALSE FALSE Marchman College
## 1524 Female NA FALSE FALSE Marchman Some College
## 1525 Male NA FALSE FALSE Marchman Graduate
## 1526 Male NA FALSE FALSE Marchman Secondary
## 1527 Female NA FALSE FALSE Marchman Graduate
## 1528 Female NA FALSE FALSE Marchman Graduate
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## 1867 Male NA FALSE FALSE Marchman Graduate
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## 1932 Male NA FALSE FALSE Marchman Some College
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## 1936 Female NA FALSE FALSE Marchman Some College
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## 1939 Male NA FALSE FALSE Marchman Some College
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## 1945 Female NA FALSE FALSE Marchman Graduate
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## 1947 Male NA FALSE FALSE Marchman Some College
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## 1956 Female NA FALSE FALSE Marchman Graduate
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## 1960 Female NA FALSE FALSE Marchman College
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## 1980 Male NA FALSE FALSE Marchman College
## 1981 Male NA FALSE FALSE Marchman College
## 1982 Female NA FALSE FALSE Marchman College
## 1983 Female NA FALSE FALSE Marchman College
## 1984 Male NA FALSE FALSE Marchman College
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## 1990 Female NA FALSE FALSE Marchman Some College
## 1991 Female NA FALSE FALSE Marchman Some College
## 1992 Male NA FALSE FALSE Marchman Secondary
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## 1994 Male NA FALSE FALSE Marchman Graduate
## 1995 Male NA FALSE FALSE Marchman Graduate
## 1996 Male NA FALSE FALSE Marchman Graduate
## 1997 Male NA FALSE FALSE Marchman Graduate
## 1998 Male NA FALSE FALSE Marchman Graduate
## 1999 Male NA FALSE FALSE Marchman Graduate
## 2000 Male NA FALSE FALSE Marchman Graduate
## 2001 Female NA FALSE FALSE Marchman Graduate
## 2002 Male NA FALSE FALSE Marchman <NA>
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## 2005 Female NA FALSE FALSE Marchman College
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## 2007 Female NA FALSE FALSE Marchman Some College
## 2008 Female NA FALSE FALSE Marchman Some College
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## 2010 Male NA FALSE FALSE Marchman College
## 2011 Male NA FALSE FALSE Marchman College
## 2012 Female NA FALSE FALSE Marchman Graduate
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## 2014 Female NA FALSE FALSE Marchman Some College
## 2015 Male NA FALSE FALSE Marchman College
## 2016 Male NA FALSE FALSE Marchman College
## 2017 Male NA FALSE FALSE Marchman Some College
## 2018 Male NA FALSE FALSE Marchman Some College
## 2019 Female NA FALSE FALSE Marchman <NA>
## 2020 Female NA FALSE FALSE Marchman College
## 2021 Female NA FALSE FALSE Marchman College
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## 2023 Male NA FALSE FALSE Marchman Some College
## 2024 Female NA FALSE FALSE Marchman College
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## 2027 Female NA FALSE FALSE Marchman College
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## 2047 Male NA FALSE FALSE Marchman Some College
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## 2051 Male NA FALSE FALSE Marchman Some College
## 2052 Male NA FALSE FALSE Marchman Some College
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## 2070 Female NA FALSE FALSE Marchman Some College
## 2071 Female NA FALSE FALSE Marchman Some College
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## 2118 Female NA FALSE FALSE Marchman College
## 2119 Female NA FALSE FALSE Marchman College
## 2120 Male NA FALSE FALSE Marchman College
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## 2148 Female NA FALSE FALSE Marchman Some College
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## 2152 Male NA FALSE FALSE Marchman Some College
## 2153 Male NA FALSE FALSE Marchman Some College
## 2154 Male NA FALSE FALSE Marchman Some College
## 2155 Male NA FALSE FALSE Marchman College
## 2156 Male NA FALSE FALSE Marchman College
## 2157 Male NA FALSE FALSE Marchman College
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## 2183 Female NA FALSE FALSE Marchman Some College
## 2184 Female NA FALSE FALSE Marchman Some College
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## 3029 <NA> NA FALSE FALSE Smith <NA>
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## 3385 <NA> NA FALSE FALSE Smith <NA>
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## 3399 <NA> NA FALSE FALSE Smith <NA>
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## 3410 <NA> NA FALSE FALSE Smith <NA>
## 3411 <NA> NA FALSE FALSE Smith <NA>
## 3412 <NA> NA FALSE FALSE Smith <NA>
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## 3414 <NA> NA FALSE FALSE Smith <NA>
## 3415 <NA> NA FALSE FALSE Smith <NA>
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## 3423 <NA> NA FALSE FALSE Smith <NA>
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## 3427 <NA> NA FALSE FALSE Smith <NA>
## 3428 <NA> NA FALSE FALSE Smith <NA>
## 3429 <NA> NA FALSE FALSE Smith <NA>
## 3430 <NA> NA FALSE FALSE Smith <NA>
## 3431 <NA> NA FALSE FALSE Smith <NA>
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## 3433 <NA> NA FALSE FALSE Smith <NA>
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## 3436 <NA> NA FALSE FALSE Smith <NA>
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## 3438 <NA> NA FALSE FALSE Smith <NA>
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## 3453 <NA> NA FALSE FALSE Smith <NA>
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## 3455 <NA> NA FALSE FALSE Smith <NA>
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## 3468 <NA> NA FALSE FALSE Smith <NA>
## 3469 <NA> NA FALSE FALSE Smith <NA>
## 3470 <NA> NA FALSE FALSE Smith <NA>
## 3471 <NA> NA FALSE FALSE Smith <NA>
## 3472 <NA> NA FALSE FALSE Smith <NA>
## 3473 <NA> NA FALSE FALSE Smith <NA>
## 3474 <NA> NA FALSE FALSE Smith <NA>
## 3475 <NA> NA FALSE FALSE Smith <NA>
## 3476 <NA> NA FALSE FALSE Smith <NA>
## 3477 <NA> NA FALSE FALSE Smith <NA>
## 3478 <NA> NA FALSE FALSE Smith <NA>
## 3479 <NA> NA FALSE FALSE Smith <NA>
## 3480 <NA> NA FALSE FALSE Smith <NA>
## 3481 <NA> NA FALSE FALSE Smith <NA>
## 3482 <NA> NA FALSE FALSE Smith <NA>
## 3483 <NA> NA FALSE FALSE Smith <NA>
## 3484 <NA> NA FALSE FALSE Smith <NA>
## 3485 <NA> NA FALSE FALSE Smith <NA>
## 3486 <NA> NA FALSE FALSE Smith <NA>
## 3487 <NA> NA FALSE FALSE Smith <NA>
## 3488 <NA> NA FALSE FALSE Smith <NA>
## 3489 <NA> NA FALSE FALSE Smith <NA>
## 3490 <NA> NA FALSE FALSE Smith <NA>
## 3491 <NA> NA FALSE FALSE Smith <NA>
## 3492 <NA> NA FALSE FALSE Smith <NA>
## 3493 <NA> NA FALSE FALSE Smith <NA>
## 3494 <NA> NA FALSE FALSE Smith <NA>
## 3495 <NA> NA FALSE FALSE Smith <NA>
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## 3497 <NA> NA FALSE FALSE Smith <NA>
## 3498 <NA> NA FALSE FALSE Smith <NA>
## 3499 <NA> NA FALSE FALSE Smith <NA>
## 3500 <NA> NA FALSE FALSE Smith <NA>
## 3501 <NA> NA FALSE FALSE Smith <NA>
## 3502 <NA> NA FALSE FALSE Smith <NA>
## 3503 <NA> NA FALSE FALSE Smith <NA>
## 3504 <NA> NA FALSE FALSE Smith <NA>
## 3505 <NA> NA FALSE FALSE Smith <NA>
## 3506 <NA> NA FALSE FALSE Smith <NA>
## 3507 <NA> NA FALSE FALSE Smith <NA>
## 3508 <NA> NA FALSE FALSE Smith <NA>
## 3509 <NA> NA FALSE FALSE Smith <NA>
## 3510 <NA> NA FALSE FALSE Smith <NA>
## 3511 <NA> NA FALSE FALSE Smith <NA>
## 3512 <NA> NA FALSE FALSE Smith <NA>
## 3513 <NA> NA FALSE FALSE Smith <NA>
## 3514 <NA> NA FALSE FALSE Smith <NA>
## 3515 <NA> NA FALSE FALSE Smith <NA>
## 3516 <NA> NA FALSE FALSE Smith <NA>
## 3517 <NA> NA FALSE FALSE Smith <NA>
## 3518 <NA> NA FALSE FALSE Smith <NA>
## 3519 <NA> NA FALSE FALSE Smith <NA>
## 3520 <NA> NA FALSE FALSE Smith <NA>
## 3521 <NA> NA FALSE FALSE Smith <NA>
## 3522 <NA> NA FALSE FALSE Smith <NA>
## 3523 <NA> NA FALSE FALSE Smith <NA>
## 3524 <NA> NA FALSE FALSE Smith <NA>
## 3525 <NA> NA FALSE FALSE Smith <NA>
## 3526 <NA> NA FALSE FALSE Smith <NA>
## 3527 <NA> NA FALSE FALSE Smith <NA>
## 3528 <NA> NA FALSE FALSE Smith <NA>
## 3529 <NA> NA FALSE FALSE Smith <NA>
## 3530 <NA> NA FALSE FALSE Smith <NA>
## 3531 <NA> NA FALSE FALSE Smith <NA>
## 3532 <NA> NA FALSE FALSE Smith <NA>
## 3533 <NA> NA FALSE FALSE Smith <NA>
## 3534 <NA> NA FALSE FALSE Smith <NA>
## 3535 <NA> NA FALSE FALSE Smith <NA>
## 3536 <NA> NA FALSE FALSE Smith <NA>
## 3537 <NA> NA FALSE FALSE Smith <NA>
## 3538 <NA> NA FALSE FALSE Smith <NA>
## 3539 <NA> NA FALSE FALSE Smith <NA>
## 3540 <NA> NA FALSE FALSE Smith <NA>
## 3541 <NA> NA FALSE FALSE Smith <NA>
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## 3543 <NA> NA FALSE FALSE Smith <NA>
## 3544 <NA> NA FALSE FALSE Smith <NA>
## 3545 <NA> NA FALSE FALSE Smith <NA>
## 3546 <NA> NA FALSE FALSE Smith <NA>
## 3547 <NA> NA FALSE FALSE Smith <NA>
## 3548 <NA> NA FALSE FALSE Smith <NA>
## 3549 <NA> NA FALSE FALSE Smith <NA>
## 3550 <NA> NA FALSE FALSE Smith <NA>
## 3551 <NA> NA FALSE FALSE Smith <NA>
## 3552 <NA> NA FALSE FALSE Smith <NA>
## 3553 <NA> NA FALSE FALSE Smith <NA>
## 3554 <NA> NA FALSE FALSE Smith <NA>
## 3555 <NA> NA FALSE FALSE Smith <NA>
## 3556 <NA> NA FALSE FALSE Smith <NA>
## 3557 <NA> NA FALSE FALSE Smith <NA>
## 3558 <NA> NA FALSE FALSE Smith <NA>
## 3559 <NA> NA FALSE FALSE Smith <NA>
## 3560 <NA> NA FALSE FALSE Smith <NA>
## 3561 <NA> NA FALSE FALSE Smith <NA>
## 3562 <NA> NA FALSE FALSE Smith <NA>
## 3563 <NA> NA FALSE FALSE Smith <NA>
## 3564 <NA> NA FALSE FALSE Smith <NA>
## 3565 <NA> NA FALSE FALSE Smith <NA>
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## 3567 <NA> NA FALSE FALSE Smith <NA>
## 3568 <NA> NA FALSE FALSE Smith <NA>
## 3569 <NA> NA FALSE FALSE Smith <NA>
## 3570 <NA> NA FALSE FALSE Smith <NA>
## 3571 <NA> NA FALSE FALSE Smith <NA>
## 3572 <NA> NA FALSE FALSE Smith <NA>
## 3573 <NA> NA FALSE FALSE Smith <NA>
## 3574 <NA> NA FALSE FALSE Smith <NA>
## 3575 <NA> NA FALSE FALSE Smith <NA>
## 3576 <NA> NA FALSE FALSE Smith <NA>
## 3577 <NA> NA FALSE FALSE Smith <NA>
## 3578 <NA> NA FALSE FALSE Smith <NA>
## 3579 <NA> NA FALSE FALSE Smith <NA>
## 3580 <NA> NA FALSE FALSE Smith <NA>
## 3581 <NA> NA FALSE FALSE Smith <NA>
## 3582 <NA> NA FALSE FALSE Smith <NA>
## 3583 <NA> NA FALSE FALSE Smith <NA>
## 3584 <NA> NA FALSE FALSE Smith <NA>
## 3585 <NA> NA FALSE FALSE Smith <NA>
## 3586 <NA> NA FALSE FALSE Smith <NA>
## 3587 <NA> NA FALSE FALSE Smith <NA>
## 3588 <NA> NA FALSE FALSE Smith <NA>
## 3589 <NA> NA FALSE FALSE Smith <NA>
## 3590 <NA> NA FALSE FALSE Smith <NA>
## 3591 <NA> NA FALSE FALSE Smith <NA>
## 3592 <NA> NA FALSE FALSE Smith <NA>
## 3593 <NA> NA FALSE FALSE Smith <NA>
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## 3595 <NA> NA FALSE FALSE Smith <NA>
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## 3602 <NA> NA FALSE FALSE Smith <NA>
## 3603 <NA> NA FALSE FALSE Smith <NA>
## 3604 <NA> NA FALSE FALSE Smith <NA>
## 3605 <NA> NA FALSE FALSE Smith <NA>
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## 3607 <NA> NA FALSE FALSE Smith <NA>
## 3608 <NA> NA FALSE FALSE Smith <NA>
## 3609 <NA> NA FALSE FALSE Smith <NA>
## 3610 <NA> NA FALSE FALSE Smith <NA>
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## 3613 <NA> NA FALSE FALSE Smith <NA>
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## 3615 <NA> NA FALSE FALSE Smith <NA>
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## 3617 <NA> NA FALSE FALSE Smith <NA>
## 3618 <NA> NA FALSE FALSE Smith <NA>
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## 3620 <NA> NA FALSE FALSE Smith <NA>
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## 3622 <NA> NA FALSE FALSE Smith <NA>
## 3623 <NA> NA FALSE FALSE Smith <NA>
## 3624 <NA> NA FALSE FALSE Smith <NA>
## 3625 <NA> NA FALSE FALSE Smith <NA>
## 3626 <NA> NA FALSE FALSE Smith <NA>
## 3627 <NA> NA FALSE FALSE Smith <NA>
## 3628 <NA> NA FALSE FALSE Smith <NA>
## 3629 <NA> NA FALSE FALSE Smith <NA>
## 3630 <NA> NA FALSE FALSE Smith <NA>
## 3631 <NA> NA FALSE FALSE Smith <NA>
## 3632 <NA> NA FALSE FALSE Smith <NA>
## 3633 <NA> NA FALSE FALSE Smith <NA>
## 3634 <NA> NA FALSE FALSE Smith <NA>
## 3635 <NA> NA FALSE FALSE Smith <NA>
## 3636 <NA> NA FALSE FALSE Smith <NA>
## 3637 <NA> NA FALSE FALSE Smith <NA>
## 3638 <NA> NA FALSE FALSE Smith <NA>
## 3639 <NA> NA FALSE FALSE Smith <NA>
## 3640 <NA> NA FALSE FALSE Smith <NA>
## 3641 <NA> NA FALSE FALSE Smith <NA>
## 3642 <NA> NA FALSE FALSE Smith <NA>
## 3643 <NA> NA FALSE FALSE Smith <NA>
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## 3653 <NA> NA FALSE FALSE Smith <NA>
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## 3659 <NA> NA FALSE FALSE Smith <NA>
## 3660 <NA> NA FALSE FALSE Smith <NA>
## 3661 <NA> NA FALSE FALSE Smith <NA>
## 3662 <NA> NA FALSE FALSE Smith <NA>
## 3663 <NA> NA FALSE FALSE Smith <NA>
## 3664 <NA> NA FALSE FALSE Smith <NA>
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## 3667 <NA> NA FALSE FALSE Smith <NA>
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## 3671 <NA> NA FALSE FALSE Smith <NA>
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## 3683 <NA> NA FALSE FALSE Smith <NA>
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## 3781 <NA> NA FALSE FALSE Smith <NA>
## 3782 <NA> NA FALSE FALSE Smith <NA>
## 3783 <NA> NA FALSE FALSE Smith <NA>
## 3784 <NA> NA FALSE FALSE Smith <NA>
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## 3789 <NA> NA FALSE FALSE Smith <NA>
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## 3791 <NA> NA FALSE FALSE Smith <NA>
## 3792 <NA> NA FALSE FALSE Smith <NA>
## 3793 <NA> NA FALSE FALSE Smith <NA>
## 3794 <NA> NA FALSE FALSE Smith <NA>
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## 3796 <NA> NA FALSE FALSE Smith <NA>
## 3797 <NA> NA FALSE FALSE Smith <NA>
## 3798 <NA> NA FALSE FALSE Smith <NA>
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## 3801 <NA> NA FALSE FALSE Smith <NA>
## 3802 <NA> NA FALSE FALSE Smith <NA>
## 3803 <NA> NA FALSE FALSE Smith <NA>
## 3804 <NA> NA FALSE FALSE Smith <NA>
## 3805 <NA> NA FALSE FALSE Smith <NA>
## 3806 <NA> NA FALSE FALSE Smith <NA>
## 3807 <NA> NA FALSE FALSE Smith <NA>
## 3808 <NA> NA FALSE FALSE Smith <NA>
## 3809 <NA> NA FALSE FALSE Smith <NA>
## 3810 <NA> NA FALSE FALSE Smith <NA>
## 3811 <NA> NA FALSE FALSE Smith <NA>
## 3812 <NA> NA FALSE FALSE Smith <NA>
## 3813 <NA> NA FALSE FALSE Smith <NA>
## 3814 <NA> NA FALSE FALSE Smith <NA>
## 3815 <NA> NA FALSE FALSE Smith <NA>
## 3816 <NA> NA FALSE FALSE Smith <NA>
## 3817 <NA> NA FALSE FALSE Smith <NA>
## 3818 <NA> NA FALSE FALSE Smith <NA>
## 3819 <NA> NA FALSE FALSE Smith <NA>
## 3820 <NA> NA FALSE FALSE Smith <NA>
## 3821 <NA> NA FALSE FALSE Smith <NA>
## 3822 <NA> NA FALSE FALSE Smith <NA>
## 3823 <NA> NA FALSE FALSE Smith <NA>
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## 3825 <NA> NA FALSE FALSE Smith <NA>
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## 3829 <NA> NA FALSE FALSE Smith <NA>
## 3830 <NA> NA FALSE FALSE Smith <NA>
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## 3840 <NA> NA FALSE FALSE Smith <NA>
## 3841 <NA> NA FALSE FALSE Smith <NA>
## 3842 <NA> NA FALSE FALSE Smith <NA>
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## 3929 <NA> NA FALSE FALSE Smith <NA>
## 3930 <NA> NA FALSE FALSE Smith <NA>
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## 4496 Male NA FALSE TRUE Thal <NA>
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## 4498 Male NA FALSE TRUE Thal <NA>
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## 4501 Female NA FALSE TRUE Thal <NA>
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## 4512 Female NA FALSE TRUE Thal <NA>
## 4513 Female NA FALSE TRUE Thal <NA>
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## 4515 Female NA FALSE TRUE Thal <NA>
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## 4519 Male NA FALSE TRUE Thal <NA>
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## 4521 Male NA FALSE TRUE Thal <NA>
## 4522 Female NA FALSE TRUE Thal <NA>
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## 4524 Male NA FALSE TRUE Thal <NA>
## 4525 Male NA FALSE TRUE Thal <NA>
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## 4576 Female NA FALSE TRUE Thal <NA>
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## 4590 Female NA FALSE TRUE Thal <NA>
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## 4594 Female NA FALSE TRUE Thal <NA>
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## 4598 Male NA FALSE TRUE Thal <NA>
## 4599 Female NA FALSE TRUE Thal <NA>
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## 4601 Male NA FALSE TRUE Thal <NA>
## 4602 Male NA FALSE TRUE Thal <NA>
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## 4606 Female NA FALSE TRUE Thal <NA>
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## 4612 Female NA FALSE TRUE Thal <NA>
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## 4614 Male NA FALSE TRUE Thal <NA>
## 4615 Female NA FALSE TRUE Thal <NA>
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## 4618 Female NA FALSE TRUE Thal <NA>
## 4619 Male NA FALSE TRUE Thal <NA>
## 4620 Female NA FALSE TRUE Thal <NA>
## 4621 Male NA FALSE TRUE Thal <NA>
## 4622 Female NA FALSE TRUE Thal <NA>
## 4623 Male NA FALSE TRUE Thal <NA>
## 4624 Male NA FALSE TRUE Thal <NA>
## 4625 Female NA FALSE TRUE Thal <NA>
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## 4627 Male NA FALSE TRUE Thal <NA>
## 4628 Male NA FALSE TRUE Thal <NA>
## 4629 Male NA FALSE TRUE Thal <NA>
## 4630 Male NA FALSE TRUE Thal <NA>
## 4631 Male NA FALSE TRUE Thal <NA>
## 4632 Male NA FALSE TRUE Thal <NA>
## 4633 Male NA FALSE TRUE Thal <NA>
## 4634 Female NA FALSE TRUE Thal <NA>
## 4635 Male NA FALSE TRUE Thal <NA>
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## 4637 Female NA FALSE TRUE Thal <NA>
## 4638 Female NA FALSE TRUE Thal <NA>
## 4639 Female NA FALSE TRUE Thal <NA>
## 4640 Female NA FALSE TRUE Thal <NA>
## 4641 Female NA FALSE TRUE Thal <NA>
## 4642 Female NA FALSE TRUE Thal <NA>
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## 4644 Female NA FALSE TRUE Thal <NA>
## 4645 Female NA FALSE TRUE Thal <NA>
## 4646 Male NA FALSE TRUE Thal <NA>
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## 4648 Male NA FALSE TRUE Thal <NA>
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## 4650 Female NA FALSE TRUE Thal <NA>
## 4651 Female NA FALSE TRUE Thal <NA>
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## 4655 Female NA FALSE TRUE Thal <NA>
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## 4661 Female NA FALSE TRUE Thal <NA>
## 4662 Male NA FALSE TRUE Thal <NA>
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## 4665 Male NA FALSE TRUE Thal <NA>
## 4666 Male NA FALSE TRUE Thal <NA>
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## 4668 Male NA FALSE TRUE Thal <NA>
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## 4670 Male NA FALSE TRUE Thal <NA>
## 4671 Male NA FALSE TRUE Thal <NA>
## 4672 Female NA FALSE TRUE Thal <NA>
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## 4674 Male NA FALSE TRUE Thal <NA>
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## 4676 Female NA FALSE TRUE Thal <NA>
## 4677 Female NA FALSE TRUE Thal <NA>
## 4678 Female NA FALSE TRUE Thal <NA>
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## 4681 Female NA FALSE TRUE Thal <NA>
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## 4683 Male NA FALSE TRUE Thal <NA>
## 4684 Female NA FALSE TRUE Thal <NA>
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## 4686 Female NA FALSE TRUE Thal <NA>
## 4687 Male NA FALSE TRUE Thal <NA>
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## 4689 Male NA FALSE TRUE Thal <NA>
## 4690 Female NA FALSE TRUE Thal <NA>
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## 4692 Female NA FALSE TRUE Thal <NA>
## 4693 Male NA FALSE TRUE Thal <NA>
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## 4695 Male NA FALSE TRUE Thal <NA>
## 4696 Female NA FALSE TRUE Thal <NA>
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## 4702 Female NA FALSE TRUE Thal <NA>
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## 4704 Male NA FALSE TRUE Thal <NA>
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## 4706 Male NA FALSE TRUE Thal <NA>
## 4707 Male NA FALSE TRUE Thal <NA>
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## 4709 Female NA FALSE TRUE Thal <NA>
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## 4712 Female NA FALSE TRUE Thal <NA>
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## 4714 Male NA FALSE TRUE Thal <NA>
## 4715 Male NA FALSE TRUE Thal <NA>
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## 4717 Male NA FALSE TRUE Thal <NA>
## 4718 Female NA FALSE TRUE Thal <NA>
## 4719 Female NA FALSE TRUE Thal <NA>
## 4720 Male NA FALSE TRUE Thal <NA>
## 4721 Male NA FALSE TRUE Thal <NA>
## 4722 Male NA FALSE TRUE Thal <NA>
## 4723 Male NA FALSE TRUE Thal <NA>
## 4724 Male NA FALSE TRUE Thal <NA>
## 4725 Male NA FALSE TRUE Thal <NA>
## 4726 Female NA FALSE TRUE Thal <NA>
## 4727 Male NA FALSE TRUE Thal <NA>
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## 4730 Male NA FALSE TRUE Thal <NA>
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## 4734 Female NA FALSE TRUE Thal <NA>
## 4735 Male NA FALSE TRUE Thal <NA>
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## 4737 Female NA FALSE TRUE Thal <NA>
## 4738 Female NA FALSE TRUE Thal <NA>
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## 4740 Male NA FALSE TRUE Thal <NA>
## 4741 Male NA FALSE TRUE Thal <NA>
## 4742 Female NA FALSE TRUE Thal <NA>
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## 4744 Male NA FALSE TRUE Thal <NA>
## 4745 Male NA FALSE TRUE Thal <NA>
## 4746 Female NA FALSE TRUE Thal <NA>
## 4747 Male NA FALSE TRUE Thal <NA>
## 4748 Male NA FALSE TRUE Thal <NA>
## 4749 Female NA FALSE TRUE Thal <NA>
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## 4751 Male NA FALSE TRUE Thal <NA>
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## 4761 Female NA FALSE TRUE Thal <NA>
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## 4765 Male NA FALSE TRUE Thal <NA>
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## 4786 Female NA FALSE TRUE Thal <NA>
## 4787 Male NA FALSE TRUE Thal <NA>
## 4788 Female NA FALSE TRUE Thal <NA>
## 4789 Male NA FALSE TRUE Thal <NA>
## 4790 Female NA FALSE TRUE Thal <NA>
## 4791 Female NA FALSE TRUE Thal <NA>
## 4792 Male NA FALSE TRUE Thal <NA>
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## 4794 Male NA FALSE TRUE Thal <NA>
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## 4796 Female NA FALSE TRUE Thal <NA>
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## 4800 Male NA FALSE TRUE Thal <NA>
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## 4802 Male NA FALSE TRUE Thal <NA>
## 4803 Female NA FALSE TRUE Thal <NA>
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## 4805 Male NA FALSE TRUE Thal <NA>
## 4806 Male NA FALSE TRUE Thal <NA>
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## 4808 Male NA FALSE TRUE Thal <NA>
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## 4810 Female NA FALSE TRUE Thal <NA>
## 4811 Male NA FALSE TRUE Thal <NA>
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## 4821 Male NA FALSE TRUE Thal <NA>
## 4822 Female NA FALSE TRUE Thal <NA>
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## 4827 Male NA FALSE TRUE Thal <NA>
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## 4871 Female NA FALSE TRUE Thal <NA>
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## 4884 Male NA FALSE TRUE Thal <NA>
## 4885 Female NA FALSE TRUE Thal <NA>
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## 4891 Female NA FALSE TRUE Thal <NA>
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## 4906 Female NA FALSE TRUE Thal <NA>
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## 4919 Male NA FALSE TRUE Thal <NA>
## 4920 Female NA FALSE TRUE Thal <NA>
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## 4922 Male NA FALSE TRUE Thal <NA>
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## 4924 Female NA FALSE TRUE Thal <NA>
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## 5077 Male NA FALSE TRUE Thal <NA>
## 5078 Female NA FALSE TRUE Thal <NA>
## 5079 Female NA FALSE TRUE Thal <NA>
## 5080 Male NA FALSE TRUE Thal <NA>
## 5081 Female NA FALSE TRUE Thal <NA>
## 5082 Male NA FALSE TRUE Thal <NA>
## 5083 Female NA FALSE TRUE Thal <NA>
## 5084 Female NA FALSE TRUE Thal <NA>
## 5085 Female NA FALSE TRUE Thal <NA>
## 5086 Female NA FALSE TRUE Thal <NA>
## 5087 Male NA FALSE TRUE Thal <NA>
## 5088 Female NA FALSE TRUE Thal <NA>
## 5089 Female NA FALSE TRUE Thal <NA>
## 5090 Female NA FALSE TRUE Thal <NA>
## 5091 Female NA FALSE TRUE Thal <NA>
## 5092 Male NA FALSE TRUE Thal <NA>
## 5093 Male NA FALSE TRUE Thal <NA>
## 5094 Male NA FALSE TRUE Thal <NA>
## 5095 Male NA FALSE TRUE Thal <NA>
## 5096 Male NA FALSE TRUE Thal <NA>
## 5097 Male NA FALSE TRUE Thal <NA>
## 5098 Female NA FALSE TRUE Thal <NA>
## 5099 Male NA FALSE TRUE Thal <NA>
## 5100 Male NA FALSE TRUE Thal <NA>
## 5101 Female NA FALSE TRUE Thal <NA>
## 5102 Female NA FALSE TRUE Thal <NA>
## 5103 Female NA FALSE TRUE Thal <NA>
## 5104 Male NA FALSE TRUE Thal <NA>
## 5105 Male NA FALSE TRUE Thal <NA>
## 5106 Female NA FALSE TRUE Thal <NA>
## 5107 Female NA FALSE TRUE Thal <NA>
## 5108 Male NA FALSE TRUE Thal <NA>
## 5109 Male NA FALSE TRUE Thal <NA>
## 5110 Male NA FALSE TRUE Thal <NA>
## 5111 Male NA FALSE TRUE Thal <NA>
## 5112 Male NA FALSE TRUE Thal <NA>
## 5113 Female NA FALSE TRUE Thal <NA>
## 5114 Male NA FALSE TRUE Thal <NA>
## 5115 Male NA FALSE TRUE Thal <NA>
## 5116 Female NA FALSE TRUE Thal <NA>
## 5117 Female NA FALSE TRUE Thal <NA>
## 5118 Female NA FALSE TRUE Thal <NA>
## 5119 Male NA FALSE TRUE Thal <NA>
## 5120 Male NA FALSE TRUE Thal <NA>
## 5121 Male NA FALSE TRUE Thal <NA>
## 5122 Male NA FALSE TRUE Thal <NA>
## 5123 Female NA FALSE TRUE Thal <NA>
## 5124 Male NA FALSE TRUE Thal <NA>
## 5125 Male NA FALSE TRUE Thal <NA>
## 5126 Female NA FALSE TRUE Thal <NA>
## 5127 Female NA FALSE TRUE Thal <NA>
## 5128 Male NA FALSE TRUE Thal <NA>
## 5129 Male NA FALSE TRUE Thal <NA>
## 5130 Male NA FALSE TRUE Thal <NA>
## 5131 Male NA FALSE TRUE Thal <NA>
## 5132 Female NA FALSE TRUE Thal <NA>
## 5133 Male NA FALSE TRUE Thal <NA>
## 5134 Female NA FALSE TRUE Thal <NA>
## 5135 Male NA FALSE TRUE Thal <NA>
## 5136 Male NA FALSE TRUE Thal <NA>
## 5137 Female NA FALSE TRUE Thal <NA>
## 5138 Female NA FALSE TRUE Thal <NA>
## 5139 Female NA FALSE TRUE Thal <NA>
## 5140 Female NA FALSE TRUE Thal <NA>
## 5141 Male NA FALSE TRUE Thal <NA>
## 5142 Male NA FALSE TRUE Thal <NA>
## 5143 Male NA FALSE TRUE Thal <NA>
## 5144 Male NA FALSE TRUE Thal <NA>
## 5145 Female NA FALSE TRUE Thal <NA>
## 5146 Male NA FALSE TRUE Thal <NA>
## 5147 Male NA FALSE TRUE Thal <NA>
## 5148 Male NA FALSE TRUE Thal <NA>
## 5149 Male NA FALSE TRUE Thal <NA>
## 5150 Male NA FALSE TRUE Thal <NA>
## 5151 Male NA FALSE TRUE Thal <NA>
## 5152 Female NA FALSE TRUE Thal <NA>
## 5153 Male NA FALSE TRUE Thal <NA>
## 5154 Female NA FALSE TRUE Thal <NA>
## 5155 Male NA FALSE TRUE Thal <NA>
## 5156 Male NA FALSE TRUE Thal <NA>
## 5157 Female NA FALSE TRUE Thal <NA>
## 5158 Female NA FALSE TRUE Thal <NA>
## 5159 Female NA FALSE TRUE Thal <NA>
## 5160 Male NA FALSE TRUE Thal <NA>
## 5161 Male NA FALSE TRUE Thal <NA>
## 5162 Male NA FALSE TRUE Thal <NA>
## 5163 Female NA FALSE TRUE Thal <NA>
## 5164 Male NA FALSE TRUE Thal <NA>
## 5165 Female NA FALSE TRUE Thal <NA>
## 5166 Female NA FALSE TRUE Thal <NA>
## 5167 Male NA FALSE TRUE Thal <NA>
## 5168 Female NA FALSE TRUE Thal <NA>
## 5169 Male NA FALSE TRUE Thal <NA>
## 5170 Female NA FALSE TRUE Thal <NA>
## 5171 Female NA FALSE TRUE Thal <NA>
## 5172 Male NA FALSE TRUE Thal <NA>
## 5173 Male NA FALSE TRUE Thal <NA>
## 5174 Male NA FALSE TRUE Thal <NA>
## 5175 Female NA FALSE TRUE Thal <NA>
## 5176 Female NA FALSE TRUE Thal <NA>
## 5177 Male NA FALSE TRUE Thal <NA>
## 5178 Male NA FALSE TRUE Thal <NA>
## 5179 Female NA FALSE TRUE Thal <NA>
## 5180 Male NA FALSE TRUE Thal <NA>
## 5181 Female NA FALSE TRUE Thal <NA>
## 5182 Female NA FALSE TRUE Thal <NA>
## 5183 Female NA FALSE TRUE Thal <NA>
## 5184 Female NA FALSE TRUE Thal <NA>
## 5185 Male NA FALSE TRUE Thal <NA>
## 5186 Male NA FALSE TRUE Thal <NA>
## 5187 Female NA FALSE TRUE Thal <NA>
## 5188 Female NA FALSE TRUE Thal <NA>
## 5189 Female NA FALSE TRUE Thal <NA>
## 5190 Female NA FALSE TRUE Thal <NA>
## 5191 Male NA FALSE TRUE Thal <NA>
## 5192 Male NA FALSE TRUE Thal <NA>
## 5193 Female NA FALSE TRUE Thal <NA>
## 5194 Male NA FALSE TRUE Thal <NA>
## 5195 Female NA FALSE TRUE Thal <NA>
## 5196 Male NA FALSE TRUE Thal <NA>
## 5197 Male NA FALSE TRUE Thal <NA>
## 5198 Male NA FALSE TRUE Thal <NA>
## 5199 Female NA FALSE TRUE Thal <NA>
## 5200 Male NA FALSE TRUE Thal <NA>
## 5201 Female NA FALSE TRUE Thal <NA>
## 5202 Female NA FALSE TRUE Thal <NA>
## 5203 Female NA FALSE TRUE Thal <NA>
## 5204 Male NA FALSE TRUE Thal <NA>
## 5205 Male NA FALSE TRUE Thal <NA>
## 5206 Male NA FALSE TRUE Thal <NA>
## 5207 Male NA FALSE TRUE Thal <NA>
## 5208 Female NA FALSE TRUE Thal <NA>
## 5209 Female NA FALSE TRUE Thal <NA>
## 5210 Male NA FALSE TRUE Thal <NA>
## 5211 Male NA FALSE TRUE Thal <NA>
## 5212 Male NA FALSE TRUE Thal <NA>
## 5213 Female NA FALSE TRUE Thal <NA>
## 5214 Male NA FALSE TRUE Thal <NA>
## 5215 Female NA FALSE TRUE Thal <NA>
## 5216 Male NA FALSE TRUE Thal <NA>
## 5217 Male NA FALSE TRUE Thal <NA>
## 5218 Female NA FALSE TRUE Thal <NA>
## 5219 Female NA FALSE TRUE Thal <NA>
## 5220 Female NA FALSE TRUE Thal <NA>
## 5221 Female NA FALSE TRUE Thal <NA>
## 5222 Female NA FALSE TRUE Thal <NA>
## 5223 Male NA FALSE TRUE Thal <NA>
## 5224 Male NA FALSE TRUE Thal <NA>
## 5225 Female NA FALSE TRUE Thal <NA>
## 5226 Female NA FALSE TRUE Thal <NA>
## 5227 Male NA FALSE TRUE Thal <NA>
## 5228 Female NA FALSE TRUE Thal <NA>
## 5229 Female NA FALSE TRUE Thal <NA>
## 5230 Male NA FALSE TRUE Thal <NA>
## 5231 Female NA FALSE TRUE Thal <NA>
## 5232 Female NA FALSE TRUE Thal <NA>
## 5233 Male NA FALSE TRUE Thal <NA>
## 5234 Male NA FALSE TRUE Thal <NA>
## 5235 Male NA FALSE TRUE Thal <NA>
## 5236 Female NA FALSE TRUE Thal <NA>
## 5237 Female NA FALSE TRUE Thal <NA>
## 5238 Male NA FALSE TRUE Thal <NA>
## 5239 Male NA FALSE TRUE Thal <NA>
## 5240 Male NA FALSE TRUE Thal <NA>
## 5241 Male NA FALSE TRUE Thal <NA>
## 5242 Male NA FALSE TRUE Thal <NA>
## 5243 Female NA FALSE TRUE Thal <NA>
## 5244 Female NA FALSE TRUE Thal <NA>
## 5245 Female NA FALSE TRUE Thal <NA>
## 5246 Male NA FALSE TRUE Thal <NA>
## 5247 Female NA FALSE TRUE Thal <NA>
## 5248 Male NA FALSE TRUE Thal <NA>
## 5249 Female NA FALSE TRUE Thal <NA>
## 5250 Male NA FALSE TRUE Thal <NA>
## 5251 Male NA FALSE TRUE Thal <NA>
## 5252 Female NA FALSE TRUE Thal <NA>
## 5253 Male NA FALSE TRUE Thal <NA>
## 5254 Male NA FALSE TRUE Thal <NA>
## 5255 Male NA FALSE TRUE Thal <NA>
## 5256 Female NA FALSE TRUE Thal <NA>
## 5257 Male NA FALSE TRUE Thal <NA>
## 5258 Male NA FALSE TRUE Thal <NA>
## 5259 Female NA FALSE TRUE Thal <NA>
## 5260 Male NA FALSE TRUE Thal <NA>
## 5261 Male NA FALSE TRUE Thal <NA>
## 5262 Female NA FALSE TRUE Thal <NA>
## 5263 Female NA FALSE TRUE Thal <NA>
## 5264 Female NA FALSE TRUE Thal <NA>
## 5265 Female NA FALSE TRUE Thal <NA>
## 5266 Male NA FALSE TRUE Thal <NA>
## 5267 Male NA FALSE TRUE Thal <NA>
## 5268 Female NA FALSE TRUE Thal <NA>
## 5269 Female NA FALSE TRUE Thal <NA>
## 5270 Male NA FALSE TRUE Thal <NA>
## 5271 Female NA FALSE TRUE Thal <NA>
## 5272 Male NA FALSE TRUE Thal <NA>
## 5273 Female NA FALSE TRUE Thal <NA>
## 5274 Male NA FALSE TRUE Thal <NA>
## 5275 Female NA FALSE TRUE Thal <NA>
## 5276 Male NA FALSE TRUE Thal <NA>
## 5277 Male NA FALSE TRUE Thal <NA>
## 5278 Female NA FALSE TRUE Thal <NA>
## 5279 Male NA FALSE TRUE Thal <NA>
## 5280 Male NA FALSE TRUE Thal <NA>
## 5281 Male NA FALSE TRUE Thal <NA>
## 5282 Male NA FALSE TRUE Thal <NA>
## 5283 Male NA FALSE TRUE Thal <NA>
## 5284 Male NA FALSE TRUE Thal <NA>
## 5285 Male NA FALSE TRUE Thal <NA>
## 5286 Male NA FALSE TRUE Thal <NA>
## 5287 Female NA FALSE TRUE Thal <NA>
## 5288 Male NA FALSE TRUE Thal <NA>
## 5289 Female NA FALSE TRUE Thal <NA>
## 5290 Female NA FALSE TRUE Thal <NA>
## 5291 Female NA FALSE TRUE Thal <NA>
## 5292 Female NA FALSE TRUE Thal <NA>
## 5293 Female NA FALSE TRUE Thal <NA>
## 5294 Female NA FALSE TRUE Thal <NA>
## 5295 Female NA FALSE TRUE Thal <NA>
## 5296 Male NA FALSE TRUE Thal <NA>
## 5297 Female NA FALSE TRUE Thal <NA>
## 5298 Female NA FALSE TRUE Thal <NA>
## 5299 Male NA FALSE TRUE Thal <NA>
## 5300 Male NA FALSE TRUE Thal <NA>
## 5301 Male NA FALSE TRUE Thal <NA>
## 5302 Female NA FALSE TRUE Thal <NA>
## 5303 Female NA FALSE TRUE Thal <NA>
## 5304 Female NA FALSE TRUE Thal <NA>
## 5305 Male NA FALSE TRUE Thal <NA>
## 5306 Female NA FALSE TRUE Thal <NA>
## 5307 Female NA FALSE TRUE Thal <NA>
## 5308 Female NA FALSE TRUE Thal <NA>
## 5309 Male NA FALSE TRUE Thal <NA>
## 5310 Female NA FALSE TRUE Thal <NA>
## 5311 Female NA FALSE TRUE Thal <NA>
## 5312 Female NA FALSE TRUE Thal <NA>
## 5313 Male NA FALSE TRUE Thal <NA>
## 5314 Female NA FALSE TRUE Thal <NA>
## 5315 Male NA FALSE TRUE Thal <NA>
## 5316 Male NA FALSE TRUE Thal <NA>
## 5317 Female NA FALSE TRUE Thal <NA>
## 5318 Male NA FALSE TRUE Thal <NA>
## 5319 Male NA FALSE TRUE Thal <NA>
## 5320 Female NA FALSE TRUE Thal <NA>
## 5321 Male NA FALSE TRUE Thal <NA>
## 5322 Female NA FALSE TRUE Thal <NA>
## 5323 Male NA FALSE TRUE Thal <NA>
## 5324 Male NA FALSE TRUE Thal <NA>
## 5325 Female NA FALSE TRUE Thal <NA>
## 5326 Male NA FALSE TRUE Thal <NA>
## 5327 Male NA FALSE TRUE Thal <NA>
## 5328 Male NA FALSE TRUE Thal <NA>
## 5329 Female NA FALSE TRUE Thal <NA>
## 5330 Female NA FALSE TRUE Thal <NA>
## 5331 Female NA FALSE TRUE Thal <NA>
## 5332 Male NA FALSE TRUE Thal <NA>
## 5333 Male NA FALSE TRUE Thal <NA>
## 5334 Female NA FALSE TRUE Thal <NA>
## 5335 Male NA FALSE TRUE Thal <NA>
## 5336 Male NA FALSE TRUE Thal <NA>
## 5337 Female NA FALSE TRUE Thal <NA>
## 5338 Female NA FALSE TRUE Thal <NA>
## 5339 Female NA FALSE TRUE Thal <NA>
## 5340 Male NA FALSE TRUE Thal <NA>
## 5341 Female NA FALSE TRUE Thal <NA>
## 5342 Male NA FALSE TRUE Thal <NA>
## 5343 Female NA FALSE TRUE Thal <NA>
## 5344 Female NA FALSE TRUE Thal <NA>
## 5345 Female NA FALSE TRUE Thal <NA>
## 5346 Male NA FALSE TRUE Thal <NA>
## 5347 Male NA FALSE TRUE Thal <NA>
## 5348 Male NA FALSE TRUE Thal <NA>
## 5349 Female NA FALSE TRUE Thal <NA>
## 5350 Female NA FALSE TRUE Thal <NA>
## 5351 Female NA FALSE TRUE Thal <NA>
## 5352 Female NA FALSE TRUE Thal <NA>
## 5353 Male NA FALSE TRUE Thal <NA>
## 5354 Male NA FALSE TRUE Thal <NA>
## 5355 Female NA FALSE TRUE Thal <NA>
## 5356 Female NA FALSE TRUE Thal <NA>
## 5357 Male NA FALSE TRUE Thal <NA>
## 5358 Female NA FALSE TRUE Thal <NA>
## 5359 Male NA FALSE TRUE Thal <NA>
## 5360 Male NA FALSE TRUE Thal <NA>
## 5361 Female NA FALSE TRUE Thal <NA>
## 5362 Female NA FALSE TRUE Thal <NA>
## 5363 Male NA FALSE TRUE Thal <NA>
## 5364 Male NA FALSE TRUE Thal <NA>
## 5365 Female NA FALSE TRUE Thal <NA>
## 5366 Male NA FALSE TRUE Thal <NA>
## 5367 Male NA FALSE TRUE Thal <NA>
## 5368 Male NA FALSE TRUE Thal <NA>
## 5369 Male NA FALSE TRUE Thal <NA>
## 5370 Male NA FALSE TRUE Thal <NA>
## 5371 Female NA FALSE TRUE Thal <NA>
## 5372 Female NA FALSE TRUE Thal <NA>
## 5373 Male NA FALSE TRUE Thal <NA>
## 5374 Male NA FALSE TRUE Thal <NA>
## 5375 Male NA FALSE TRUE Thal <NA>
## 5376 Male NA FALSE TRUE Thal <NA>
## 5377 Male NA FALSE TRUE Thal <NA>
## 5378 Male NA FALSE TRUE Thal <NA>
## 5379 Female NA FALSE TRUE Thal <NA>
## 5380 Male NA FALSE TRUE Thal <NA>
## 5381 Female NA FALSE TRUE Thal <NA>
## 5382 Male NA FALSE TRUE Thal <NA>
## 5383 Male NA FALSE TRUE Thal <NA>
## 5384 Male NA FALSE TRUE Thal <NA>
## 5385 Male NA FALSE TRUE Thal <NA>
## 5386 Male NA FALSE TRUE Thal <NA>
## 5387 Female NA FALSE TRUE Thal <NA>
## 5388 Male NA FALSE TRUE Thal <NA>
## 5389 Male NA FALSE TRUE Thal <NA>
## 5390 Female NA FALSE TRUE Thal <NA>
## 5391 Female NA FALSE TRUE Thal <NA>
## 5392 Female NA FALSE TRUE Thal <NA>
## 5393 Male NA FALSE TRUE Thal <NA>
## 5394 Male NA FALSE TRUE Thal <NA>
## 5395 Female NA FALSE TRUE Thal <NA>
## 5396 Female NA FALSE TRUE Thal <NA>
## 5397 Male NA FALSE TRUE Thal <NA>
## 5398 Male NA FALSE TRUE Thal <NA>
## 5399 Female NA FALSE TRUE Thal <NA>
## 5400 Male NA FALSE TRUE Thal <NA>
## 5401 Male NA FALSE TRUE Thal <NA>
## 5402 Female NA FALSE TRUE Thal <NA>
## 5403 Male NA FALSE TRUE Thal <NA>
## 5404 Male NA FALSE TRUE Thal <NA>
## 5405 Female NA FALSE TRUE Thal <NA>
## 5406 Male NA FALSE TRUE Thal <NA>
## 5407 Female NA FALSE TRUE Thal <NA>
## 5408 Female NA FALSE TRUE Thal <NA>
## 5409 Male NA FALSE TRUE Thal <NA>
## 5410 Male NA FALSE TRUE Thal <NA>
## 5411 Male NA FALSE TRUE Thal <NA>
## 5412 Male NA FALSE TRUE Thal <NA>
## 5413 Male NA FALSE TRUE Thal <NA>
## 5414 Female NA FALSE TRUE Thal <NA>
## 5415 Female NA FALSE TRUE Thal <NA>
## 5416 Male NA FALSE TRUE Thal <NA>
## 5417 Female NA FALSE TRUE Thal <NA>
## 5418 Male NA FALSE TRUE Thal <NA>
## 5419 Male NA FALSE TRUE Thal <NA>
## 5420 Female NA FALSE TRUE Thal <NA>
## 5421 Male NA FALSE TRUE Thal <NA>
## 5422 Female NA FALSE TRUE Thal <NA>
## 5423 Female NA FALSE TRUE Thal <NA>
## 5424 Female NA FALSE TRUE Thal <NA>
## 5425 Male NA FALSE TRUE Thal <NA>
## 5426 Female NA FALSE TRUE Thal <NA>
## 5427 Male NA FALSE TRUE Thal <NA>
## 5428 Male NA FALSE TRUE Thal <NA>
## 5429 Female NA FALSE TRUE Thal <NA>
## 5430 Male NA FALSE TRUE Thal <NA>
## 5431 Female NA FALSE TRUE Thal <NA>
## 5432 Male NA FALSE TRUE Thal <NA>
## 5433 Male NA FALSE TRUE Thal <NA>
## 5434 Male NA FALSE TRUE Thal <NA>
## 5435 Male NA FALSE TRUE Thal <NA>
## 5436 Female NA FALSE TRUE Thal <NA>
## 5437 Female NA FALSE TRUE Thal <NA>
## 5438 Female NA FALSE TRUE Thal <NA>
## 5439 Female NA FALSE TRUE Thal <NA>
## 5440 Male NA FALSE TRUE Thal <NA>
## 5441 Female NA FALSE TRUE Thal <NA>
## 5442 Male NA FALSE TRUE Thal <NA>
## 5443 Female NA FALSE TRUE Thal <NA>
## 5444 Female NA FALSE TRUE Thal <NA>
## 5445 Male NA FALSE TRUE Thal <NA>
## 5446 Female NA FALSE TRUE Thal <NA>
## 5447 Male NA FALSE TRUE Thal <NA>
## 5448 Female NA FALSE TRUE Thal <NA>
## 5449 Female NA FALSE TRUE Thal <NA>
## 5450 Male NA FALSE TRUE Thal <NA>CUADRO 1. Promedio del puntaje de Comprensión para cada Etnia.
df %>% group_by(ethnicity)%>% summarize(promedio=mean(comprehension))## # A tibble: 6 x 2
## ethnicity promedio
## <chr> <dbl>
## 1 Asian 273.
## 2 Black 289.
## 3 Hispanic 221.
## 4 Other 223.
## 5 White 281.
## 6 <NA> 256.CUADRO 2. Promedio de producción para cada sexo.
df %>% group_by(sex) %>% summarize(promedio=mean(production))## # A tibble: 3 x 2
## sex promedio
## <chr> <dbl>
## 1 Female 297.
## 2 Male 260.
## 3 <NA> 233.Histograma para la distribución de las Edades
hist(df$age,col="red", main= "Histograma de la edad de los pobladores", xlab="Año", frecuencia= FALSE)## Warning in plot.window(xlim, ylim, "", ...): "frecuencia" is not a graphical
## parameter## Warning in title(main = main, sub = sub, xlab = xlab, ylab = ylab, ...):
## "frecuencia" is not a graphical parameter## Warning in axis(1, ...): "frecuencia" is not a graphical parameter## Warning in axis(2, ...): "frecuencia" is not a graphical parameter