Create dummy variables from categorical variables in an individual patient data (ipd)
Source:R/process_data.R
dummize_ipd.RdThis is a convenient function to convert categorical variables into dummy binary variables. This would be especially useful if the variable has more than two factors. Note that the original variable is kept after a variable is dummized.
Examples
data(adsl_twt)
dummize_ipd(adsl_twt, dummize_cols = c("SEX"), dummize_ref_level = c("Male"))
#> USUBJID ARM AGE SEX SMOKE ECOG0 N_PR_THER SEX_MALE SEX_FEMALE
#> 1 xx1 A 45 Male 0 0 4 1 0
#> 2 xx2 A 71 Male 0 0 3 1 0
#> 3 xx3 A 58 Male 1 1 2 1 0
#> 4 xx4 A 48 Female 0 1 4 0 1
#> 5 xx5 A 69 Male 0 1 4 1 0
#> 6 xx6 A 48 Female 0 1 4 0 1
#> 7 xx7 A 47 Male 1 0 3 1 0
#> 8 xx8 A 61 Male 1 0 1 1 0
#> 9 xx9 A 54 Female 1 1 1 0 1
#> 10 xx10 A 56 Female 1 0 3 0 1
#> 11 xx11 A 63 Female 0 0 4 0 1
#> 12 xx12 A 50 Female 0 0 1 0 1
#> 13 xx13 A 57 Male 0 1 3 1 0
#> 14 xx14 A 62 Female 1 1 1 0 1
#> 15 xx15 A 57 Female 0 1 3 0 1
#> 16 xx16 A 66 Male 0 0 2 1 0
#> 17 xx17 A 75 Male 1 1 3 1 0
#> 18 xx18 A 47 Female 0 0 4 0 1
#> 19 xx19 A 57 Male 0 0 3 1 0
#> 20 xx20 A 54 Male 0 0 3 1 0
#> 21 xx21 A 55 Male 1 0 3 1 0
#> 22 xx22 A 64 Male 0 1 3 1 0
#> 23 xx23 A 53 Female 1 0 3 0 1
#> 24 xx24 A 58 Male 1 1 2 1 0
#> 25 xx25 A 47 Male 0 0 1 1 0
#> 26 xx26 A 60 Female 1 0 1 0 1
#> 27 xx27 A 49 Female 0 1 3 0 1
#> 28 xx28 A 55 Female 0 0 1 0 1
#> 29 xx29 A 66 Female 0 1 2 0 1
#> 30 xx30 A 58 Male 0 1 4 1 0
#> 31 xx31 A 49 Male 0 1 4 1 0
#> 32 xx32 A 61 Male 0 0 4 1 0
#> 33 xx33 A 66 Male 1 0 3 1 0
#> 34 xx34 A 45 Male 0 0 1 1 0
#> 35 xx35 A 59 Female 1 1 2 0 1
#> 36 xx36 A 74 Female 1 0 4 0 1
#> 37 xx37 A 73 Female 0 0 3 0 1
#> 38 xx38 A 74 Male 0 1 4 1 0
#> 39 xx39 A 54 Male 0 0 1 1 0
#> 40 xx40 A 58 Female 1 1 1 0 1
#> 41 xx41 A 61 Female 0 1 3 0 1
#> 42 xx42 A 47 Female 1 1 2 0 1
#> 43 xx43 A 73 Female 1 1 2 0 1
#> 44 xx44 A 68 Male 0 0 1 1 0
#> 45 xx45 A 49 Female 0 0 3 0 1
#> 46 xx46 A 71 Female 0 0 2 0 1
#> 47 xx47 A 70 Male 0 1 4 1 0
#> 48 xx48 A 62 Female 1 0 1 0 1
#> 49 xx49 A 49 Male 0 0 1 1 0
#> 50 xx50 A 74 Female 0 0 1 0 1
#> 51 xx51 A 46 Female 0 1 3 0 1
#> 52 xx52 A 68 Female 1 0 3 0 1
#> 53 xx53 A 46 Male 1 0 2 1 0
#> 54 xx54 A 75 Female 1 1 3 0 1
#> 55 xx55 A 47 Female 0 0 3 0 1
#> 56 xx56 A 56 Male 0 1 3 1 0
#> 57 xx57 A 72 Female 0 0 3 0 1
#> 58 xx58 A 57 Male 1 1 4 1 0
#> 59 xx59 A 46 Male 0 0 1 1 0
#> 60 xx60 A 56 Female 1 1 1 0 1
#> 61 xx61 A 73 Male 0 1 2 1 0
#> 62 xx62 A 60 Female 1 1 3 0 1
#> 63 xx63 A 75 Male 0 0 2 1 0
#> 64 xx64 A 69 Female 1 1 2 0 1
#> 65 xx65 A 47 Female 0 1 1 0 1
#> 66 xx66 A 74 Male 0 0 4 1 0
#> 67 xx67 A 71 Female 0 1 1 0 1
#> 68 xx68 A 49 Female 1 1 1 0 1
#> 69 xx69 A 68 Male 0 0 3 1 0
#> 70 xx70 A 49 Male 0 1 1 1 0
#> 71 xx71 A 70 Male 0 1 1 1 0
#> 72 xx72 A 45 Female 0 0 2 0 1
#> 73 xx73 A 47 Female 0 1 3 0 1
#> 74 xx74 A 58 Male 0 1 3 1 0
#> 75 xx75 A 49 Female 0 1 4 0 1
#> 76 xx76 A 68 Female 0 0 1 0 1
#> 77 xx77 A 60 Male 0 0 4 1 0
#> 78 xx78 A 45 Female 1 0 1 0 1
#> 79 xx79 A 57 Female 0 0 1 0 1
#> 80 xx80 A 50 Female 0 1 1 0 1
#> 81 xx81 A 63 Male 0 1 3 1 0
#> 82 xx82 A 47 Female 0 0 2 0 1
#> 83 xx83 A 68 Female 0 1 4 0 1
#> 84 xx84 A 51 Male 0 0 4 1 0
#> 85 xx85 A 60 Male 0 0 1 1 0
#> 86 xx86 A 52 Female 1 0 4 0 1
#> 87 xx87 A 69 Male 1 1 1 1 0
#> 88 xx88 A 70 Female 0 1 4 0 1
#> 89 xx89 A 72 Male 0 0 2 1 0
#> 90 xx90 A 46 Female 0 1 1 0 1
#> 91 xx91 A 51 Male 1 0 4 1 0
#> 92 xx92 A 69 Female 0 1 1 0 1
#> 93 xx93 A 66 Male 0 0 1 1 0
#> 94 xx94 A 73 Male 0 1 1 1 0
#> 95 xx95 A 73 Female 1 0 3 0 1
#> 96 xx96 A 62 Female 0 1 2 0 1
#> 97 xx97 A 55 Female 0 0 4 0 1
#> 98 xx98 A 67 Male 1 0 3 1 0
#> 99 xx99 A 54 Female 1 0 3 0 1
#> 100 xx100 A 52 Female 1 1 4 0 1
#> 101 xx101 A 57 Male 0 0 2 1 0
#> 102 xx102 A 57 Female 1 1 3 0 1
#> 103 xx103 A 57 Male 0 0 3 1 0
#> 104 xx104 A 67 Female 1 1 2 0 1
#> 105 xx105 A 67 Female 1 1 2 0 1
#> 106 xx106 A 74 Female 1 1 2 0 1
#> 107 xx107 A 72 Female 1 0 2 0 1
#> 108 xx108 A 73 Female 0 0 3 0 1
#> 109 xx109 A 57 Female 0 0 4 0 1
#> 110 xx110 A 69 Female 1 0 1 0 1
#> 111 xx111 A 55 Male 0 0 1 1 0
#> 112 xx112 A 74 Female 0 0 4 0 1
#> 113 xx113 A 68 Female 0 0 4 0 1
#> 114 xx114 A 53 Male 0 0 2 1 0
#> 115 xx115 A 69 Male 0 0 2 1 0
#> 116 xx116 A 68 Male 0 1 2 1 0
#> 117 xx117 A 58 Male 0 0 1 1 0
#> 118 xx118 A 64 Female 0 0 3 0 1
#> 119 xx119 A 71 Male 0 0 1 1 0
#> 120 xx120 A 69 Female 0 1 2 0 1
#> 121 xx121 A 64 Female 1 0 4 0 1
#> 122 xx122 A 64 Male 1 0 1 1 0
#> 123 xx123 A 55 Male 0 1 3 1 0
#> 124 xx124 A 74 Male 0 0 3 1 0
#> 125 xx125 A 50 Male 0 1 3 1 0
#> 126 xx126 A 68 Male 0 1 1 1 0
#> 127 xx127 A 60 Male 0 0 2 1 0
#> 128 xx128 A 59 Female 0 0 3 0 1
#> 129 xx129 A 71 Female 1 0 3 0 1
#> 130 xx130 A 69 Male 0 1 4 1 0
#> 131 xx131 A 56 Female 0 1 1 0 1
#> 132 xx132 A 51 Male 0 1 3 1 0
#> 133 xx133 A 65 Male 0 1 2 1 0
#> 134 xx134 A 45 Male 1 1 3 1 0
#> 135 xx135 A 49 Female 0 0 2 0 1
#> 136 xx136 A 74 Female 1 0 4 0 1
#> 137 xx137 A 71 Female 1 1 3 0 1
#> 138 xx138 A 65 Male 0 0 1 1 0
#> 139 xx139 A 67 Female 0 0 2 0 1
#> 140 xx140 A 48 Female 0 0 3 0 1
#> 141 xx141 A 70 Female 0 1 4 0 1
#> 142 xx142 A 72 Female 0 0 1 0 1
#> 143 xx143 A 53 Male 1 1 4 1 0
#> 144 xx144 A 68 Female 1 0 3 0 1
#> 145 xx145 A 65 Male 0 1 1 1 0
#> 146 xx146 A 70 Female 1 1 4 0 1
#> 147 xx147 A 58 Male 0 0 2 1 0
#> 148 xx148 A 68 Female 0 1 4 0 1
#> 149 xx149 A 54 Female 0 0 4 0 1
#> 150 xx150 A 75 Female 1 1 4 0 1
#> 151 xx151 A 49 Female 1 1 3 0 1
#> 152 xx152 A 60 Male 0 0 4 1 0
#> 153 xx153 A 45 Female 1 0 4 0 1
#> 154 xx154 A 73 Female 1 0 3 0 1
#> 155 xx155 A 71 Female 0 1 3 0 1
#> 156 xx156 A 73 Female 0 0 3 0 1
#> 157 xx157 A 58 Female 0 0 4 0 1
#> 158 xx158 A 59 Female 0 1 2 0 1
#> 159 xx159 A 75 Female 0 1 2 0 1
#> 160 xx160 A 65 Male 0 0 2 1 0
#> 161 xx161 A 48 Male 1 0 2 1 0
#> 162 xx162 A 63 Female 0 1 2 0 1
#> 163 xx163 A 74 Female 0 0 3 0 1
#> 164 xx164 A 64 Female 0 0 3 0 1
#> 165 xx165 A 49 Female 0 0 1 0 1
#> 166 xx166 A 56 Female 0 1 4 0 1
#> 167 xx167 A 56 Female 0 1 2 0 1
#> 168 xx168 A 48 Female 0 0 1 0 1
#> 169 xx169 A 65 Male 0 1 3 1 0
#> 170 xx170 A 53 Female 0 0 3 0 1
#> 171 xx171 A 72 Male 0 0 2 1 0
#> 172 xx172 A 75 Female 1 0 4 0 1
#> 173 xx173 A 70 Female 0 1 2 0 1
#> 174 xx174 A 53 Female 1 0 2 0 1
#> 175 xx175 A 45 Female 1 1 3 0 1
#> 176 xx176 A 53 Female 1 1 3 0 1
#> 177 xx177 A 52 Female 0 1 2 0 1
#> 178 xx178 A 61 Female 1 0 4 0 1
#> 179 xx179 A 70 Male 0 0 3 1 0
#> 180 xx180 A 58 Female 0 0 3 0 1
#> 181 xx181 A 54 Male 0 0 1 1 0
#> 182 xx182 A 53 Male 0 0 2 1 0
#> 183 xx183 A 74 Male 0 0 2 1 0
#> 184 xx184 A 64 Male 0 1 3 1 0
#> 185 xx185 A 52 Male 0 0 1 1 0
#> 186 xx186 A 73 Female 0 0 3 0 1
#> 187 xx187 A 55 Female 1 0 4 0 1
#> 188 xx188 A 71 Female 0 0 3 0 1
#> 189 xx189 A 57 Female 1 0 3 0 1
#> 190 xx190 A 49 Female 1 0 2 0 1
#> 191 xx191 A 69 Male 0 0 4 1 0
#> 192 xx192 A 74 Female 1 0 2 0 1
#> 193 xx193 A 59 Female 0 0 3 0 1
#> 194 xx194 A 53 Male 0 0 4 1 0
#> 195 xx195 A 52 Female 0 1 3 0 1
#> 196 xx196 A 47 Female 1 1 1 0 1
#> 197 xx197 A 61 Female 0 0 4 0 1
#> 198 xx198 A 51 Female 0 0 2 0 1
#> 199 xx199 A 62 Female 1 0 1 0 1
#> 200 xx200 A 59 Female 1 0 2 0 1
#> 201 xx201 A 58 Male 0 0 2 1 0
#> 202 xx202 A 61 Female 0 1 4 0 1
#> 203 xx203 A 45 Female 0 0 1 0 1
#> 204 xx204 A 59 Male 1 1 2 1 0
#> 205 xx205 A 58 Female 1 0 2 0 1
#> 206 xx206 A 67 Male 0 0 1 1 0
#> 207 xx207 A 51 Female 1 0 2 0 1
#> 208 xx208 A 68 Male 1 1 3 1 0
#> 209 xx209 A 53 Female 1 0 2 0 1
#> 210 xx210 A 64 Male 1 0 3 1 0
#> 211 xx211 A 61 Male 0 1 1 1 0
#> 212 xx212 A 52 Male 1 0 2 1 0
#> 213 xx213 A 57 Female 0 1 4 0 1
#> 214 xx214 A 57 Female 1 0 2 0 1
#> 215 xx215 A 49 Female 0 0 4 0 1
#> 216 xx216 A 51 Male 1 1 3 1 0
#> 217 xx217 A 60 Female 0 0 2 0 1
#> 218 xx218 A 60 Female 1 0 1 0 1
#> 219 xx219 A 71 Female 0 0 3 0 1
#> 220 xx220 A 54 Female 0 0 1 0 1
#> 221 xx221 A 51 Male 1 0 1 1 0
#> 222 xx222 A 71 Male 0 1 3 1 0
#> 223 xx223 A 47 Male 0 0 2 1 0
#> 224 xx224 A 65 Male 0 0 1 1 0
#> 225 xx225 A 53 Female 0 0 1 0 1
#> 226 xx226 A 56 Female 0 0 1 0 1
#> 227 xx227 A 51 Male 1 0 4 1 0
#> 228 xx228 A 68 Female 0 0 2 0 1
#> 229 xx229 A 75 Female 0 1 1 0 1
#> 230 xx230 A 49 Female 0 0 2 0 1
#> 231 xx231 A 74 Male 1 0 1 1 0
#> 232 xx232 A 66 Female 0 0 1 0 1
#> 233 xx233 A 74 Female 0 0 1 0 1
#> 234 xx234 A 62 Female 0 1 2 0 1
#> 235 xx235 A 53 Female 0 0 1 0 1
#> 236 xx236 A 62 Female 0 1 1 0 1
#> 237 xx237 A 70 Female 1 0 3 0 1
#> 238 xx238 A 60 Female 1 0 2 0 1
#> 239 xx239 A 72 Male 0 0 1 1 0
#> 240 xx240 A 74 Female 1 0 3 0 1
#> 241 xx241 A 47 Female 1 0 3 0 1
#> 242 xx242 A 54 Female 0 1 3 0 1
#> 243 xx243 A 65 Female 0 1 2 0 1
#> 244 xx244 A 74 Male 0 1 1 1 0
#> 245 xx245 A 61 Male 0 1 2 1 0
#> 246 xx246 A 54 Female 1 0 3 0 1
#> 247 xx247 A 65 Male 0 0 3 1 0
#> 248 xx248 A 72 Female 1 0 3 0 1
#> 249 xx249 A 71 Female 1 1 2 0 1
#> 250 xx250 A 65 Male 0 0 3 1 0
#> 251 xx251 A 58 Male 0 1 1 1 0
#> 252 xx252 A 46 Male 0 0 1 1 0
#> 253 xx253 A 53 Female 1 0 4 0 1
#> 254 xx254 A 71 Female 1 0 4 0 1
#> 255 xx255 A 47 Male 0 1 3 1 0
#> 256 xx256 A 45 Male 0 0 1 1 0
#> 257 xx257 A 50 Male 0 0 3 1 0
#> 258 xx258 A 67 Female 1 0 3 0 1
#> 259 xx259 A 72 Male 1 0 2 1 0
#> 260 xx260 A 45 Female 0 1 2 0 1
#> 261 xx261 A 75 Female 1 0 1 0 1
#> 262 xx262 A 65 Male 0 0 3 1 0
#> 263 xx263 A 60 Female 0 1 3 0 1
#> 264 xx264 A 75 Female 0 1 4 0 1
#> 265 xx265 A 60 Female 1 0 4 0 1
#> 266 xx266 A 49 Female 1 0 2 0 1
#> 267 xx267 A 58 Female 0 1 1 0 1
#> 268 xx268 A 57 Male 1 1 3 1 0
#> 269 xx269 A 69 Male 1 0 2 1 0
#> 270 xx270 A 51 Male 0 1 1 1 0
#> 271 xx271 A 54 Female 1 0 4 0 1
#> 272 xx272 A 55 Male 0 1 3 1 0
#> 273 xx273 A 49 Female 0 0 4 0 1
#> 274 xx274 A 74 Female 1 0 1 0 1
#> 275 xx275 A 55 Male 1 0 1 1 0
#> 276 xx276 A 52 Female 1 0 1 0 1
#> 277 xx277 A 65 Male 0 0 2 1 0
#> 278 xx278 A 70 Female 1 0 1 0 1
#> 279 xx279 A 66 Female 1 1 2 0 1
#> 280 xx280 A 63 Female 0 1 4 0 1
#> 281 xx281 A 61 Female 0 1 3 0 1
#> 282 xx282 A 65 Male 0 1 2 1 0
#> 283 xx283 A 73 Male 0 0 2 1 0
#> 284 xx284 A 55 Female 1 1 4 0 1
#> 285 xx285 A 56 Female 1 1 4 0 1
#> 286 xx286 A 68 Female 0 1 1 0 1
#> 287 xx287 A 74 Female 1 0 4 0 1
#> 288 xx288 A 67 Female 0 0 2 0 1
#> 289 xx289 A 66 Male 0 1 3 1 0
#> 290 xx290 A 48 Female 0 0 3 0 1
#> 291 xx291 A 49 Female 1 1 3 0 1
#> 292 xx292 A 60 Female 1 1 1 0 1
#> 293 xx293 A 69 Female 0 1 4 0 1
#> 294 xx294 A 58 Female 0 1 3 0 1
#> 295 xx295 A 45 Female 1 1 4 0 1
#> 296 xx296 A 49 Female 0 1 1 0 1
#> 297 xx297 A 67 Female 1 0 4 0 1
#> 298 xx298 A 63 Male 0 0 4 1 0
#> 299 xx299 A 50 Female 0 0 2 0 1
#> 300 xx300 A 68 Female 0 1 3 0 1
#> 301 xx301 A 53 Male 0 1 2 1 0
#> 302 xx302 A 63 Male 0 1 2 1 0
#> 303 xx303 A 58 Male 0 0 4 1 0
#> 304 xx304 A 70 Female 0 1 4 0 1
#> 305 xx305 A 56 Female 0 0 1 0 1
#> 306 xx306 A 56 Male 0 1 3 1 0
#> 307 xx307 A 61 Female 0 0 3 0 1
#> 308 xx308 A 72 Male 0 0 2 1 0
#> 309 xx309 A 51 Male 0 1 1 1 0
#> 310 xx310 A 72 Male 0 0 4 1 0
#> 311 xx311 A 64 Female 0 0 3 0 1
#> 312 xx312 A 59 Male 0 0 2 1 0
#> 313 xx313 A 75 Female 0 0 3 0 1
#> 314 xx314 A 75 Female 0 0 1 0 1
#> 315 xx315 A 74 Male 0 0 2 1 0
#> 316 xx316 A 54 Male 0 1 4 1 0
#> 317 xx317 A 55 Female 0 0 3 0 1
#> 318 xx318 A 52 Female 1 0 1 0 1
#> 319 xx319 A 46 Female 0 1 1 0 1
#> 320 xx320 A 53 Male 0 0 1 1 0
#> 321 xx321 A 54 Female 0 1 1 0 1
#> 322 xx322 A 62 Female 0 0 2 0 1
#> 323 xx323 A 54 Male 1 0 4 1 0
#> 324 xx324 A 56 Female 0 0 4 0 1
#> 325 xx325 A 48 Female 0 0 1 0 1
#> 326 xx326 A 52 Female 0 1 1 0 1
#> 327 xx327 A 55 Female 0 1 3 0 1
#> 328 xx328 A 69 Female 0 0 2 0 1
#> 329 xx329 A 48 Female 0 0 1 0 1
#> 330 xx330 A 48 Female 1 1 3 0 1
#> 331 xx331 A 60 Male 0 0 3 1 0
#> 332 xx332 A 74 Female 0 1 2 0 1
#> 333 xx333 A 45 Female 0 0 1 0 1
#> 334 xx334 A 64 Male 1 0 1 1 0
#> 335 xx335 A 75 Female 1 1 3 0 1
#> 336 xx336 A 62 Female 0 0 3 0 1
#> 337 xx337 A 71 Male 0 0 4 1 0
#> 338 xx338 A 48 Female 1 1 3 0 1
#> 339 xx339 A 53 Female 0 0 2 0 1
#> 340 xx340 A 62 Male 0 0 3 1 0
#> 341 xx341 A 69 Female 0 0 2 0 1
#> 342 xx342 A 72 Female 0 0 1 0 1
#> 343 xx343 A 61 Female 0 0 2 0 1
#> 344 xx344 A 47 Male 0 0 2 1 0
#> 345 xx345 A 58 Male 0 1 1 1 0
#> 346 xx346 A 52 Female 0 0 4 0 1
#> 347 xx347 A 49 Female 0 0 4 0 1
#> 348 xx348 A 51 Female 0 0 1 0 1
#> 349 xx349 A 51 Female 1 1 2 0 1
#> 350 xx350 A 72 Male 0 0 3 1 0
#> 351 xx351 A 68 Male 0 0 3 1 0
#> 352 xx352 A 49 Female 0 0 4 0 1
#> 353 xx353 A 45 Female 0 0 3 0 1
#> 354 xx354 A 49 Female 0 0 3 0 1
#> 355 xx355 A 65 Male 0 1 2 1 0
#> 356 xx356 A 56 Male 0 0 2 1 0
#> 357 xx357 A 45 Female 1 1 1 0 1
#> 358 xx358 A 57 Male 1 0 2 1 0
#> 359 xx359 A 53 Male 1 1 2 1 0
#> 360 xx360 A 65 Female 0 0 2 0 1
#> 361 xx361 A 57 Male 0 1 4 1 0
#> 362 xx362 A 55 Female 0 1 4 0 1
#> 363 xx363 A 57 Male 0 1 2 1 0
#> 364 xx364 A 46 Female 0 1 4 0 1
#> 365 xx365 A 69 Female 0 1 1 0 1
#> 366 xx366 A 67 Female 0 1 3 0 1
#> 367 xx367 A 55 Male 0 0 1 1 0
#> 368 xx368 A 53 Female 0 1 3 0 1
#> 369 xx369 A 46 Female 0 0 3 0 1
#> 370 xx370 A 71 Male 0 0 4 1 0
#> 371 xx371 A 68 Male 0 1 1 1 0
#> 372 xx372 A 49 Female 0 1 3 0 1
#> 373 xx373 A 51 Female 0 0 3 0 1
#> 374 xx374 A 65 Female 1 1 3 0 1
#> 375 xx375 A 55 Female 0 0 4 0 1
#> 376 xx376 A 53 Male 0 0 4 1 0
#> 377 xx377 A 65 Female 0 1 4 0 1
#> 378 xx378 A 72 Female 1 1 4 0 1
#> 379 xx379 A 61 Male 0 1 1 1 0
#> 380 xx380 A 73 Female 0 0 1 0 1
#> 381 xx381 A 62 Female 1 1 2 0 1
#> 382 xx382 A 46 Male 0 0 2 1 0
#> 383 xx383 A 51 Male 0 1 4 1 0
#> 384 xx384 A 60 Male 1 1 4 1 0
#> 385 xx385 A 56 Female 0 1 3 0 1
#> 386 xx386 A 69 Female 0 1 1 0 1
#> 387 xx387 A 58 Female 1 1 2 0 1
#> 388 xx388 A 58 Female 1 1 3 0 1
#> 389 xx389 A 53 Female 0 1 2 0 1
#> 390 xx390 A 47 Female 0 0 2 0 1
#> 391 xx391 A 59 Male 0 1 2 1 0
#> 392 xx392 A 47 Female 0 0 4 0 1
#> 393 xx393 A 60 Female 1 0 4 0 1
#> 394 xx394 A 73 Female 0 0 4 0 1
#> 395 xx395 A 60 Male 0 0 1 1 0
#> 396 xx396 A 75 Male 0 0 4 1 0
#> 397 xx397 A 65 Female 0 0 3 0 1
#> 398 xx398 A 68 Male 0 0 1 1 0
#> 399 xx399 A 55 Female 0 0 4 0 1
#> 400 xx400 A 46 Female 1 0 4 0 1
#> 401 xx401 A 45 Female 0 1 1 0 1
#> 402 xx402 A 70 Male 1 1 3 1 0
#> 403 xx403 A 56 Female 0 1 4 0 1
#> 404 xx404 A 62 Female 0 0 3 0 1
#> 405 xx405 A 49 Male 0 0 4 1 0
#> 406 xx406 A 52 Female 0 0 4 0 1
#> 407 xx407 A 67 Female 0 1 4 0 1
#> 408 xx408 A 50 Female 1 1 1 0 1
#> 409 xx409 A 68 Female 1 1 2 0 1
#> 410 xx410 A 54 Female 0 0 4 0 1
#> 411 xx411 A 65 Male 0 0 4 1 0
#> 412 xx412 A 55 Female 0 1 2 0 1
#> 413 xx413 A 53 Female 1 1 4 0 1
#> 414 xx414 A 71 Female 0 0 2 0 1
#> 415 xx415 A 48 Male 0 0 1 1 0
#> 416 xx416 A 54 Female 0 1 3 0 1
#> 417 xx417 A 75 Male 1 0 3 1 0
#> 418 xx418 A 53 Female 0 0 2 0 1
#> 419 xx419 A 50 Female 1 0 4 0 1
#> 420 xx420 A 64 Female 1 0 1 0 1
#> 421 xx421 A 65 Female 0 0 2 0 1
#> 422 xx422 A 65 Female 0 1 4 0 1
#> 423 xx423 A 60 Female 1 0 2 0 1
#> 424 xx424 A 70 Female 1 0 3 0 1
#> 425 xx425 A 51 Female 0 0 2 0 1
#> 426 xx426 A 45 Female 0 1 1 0 1
#> 427 xx427 A 75 Female 1 0 2 0 1
#> 428 xx428 A 52 Female 1 0 1 0 1
#> 429 xx429 A 70 Male 0 0 4 1 0
#> 430 xx430 A 69 Female 1 1 3 0 1
#> 431 xx431 A 64 Female 0 0 2 0 1
#> 432 xx432 A 68 Female 1 0 1 0 1
#> 433 xx433 A 51 Male 1 0 1 1 0
#> 434 xx434 A 59 Female 0 1 2 0 1
#> 435 xx435 A 57 Female 0 0 1 0 1
#> 436 xx436 A 47 Male 0 0 2 1 0
#> 437 xx437 A 65 Male 0 1 1 1 0
#> 438 xx438 A 65 Male 0 1 1 1 0
#> 439 xx439 A 65 Male 0 0 2 1 0
#> 440 xx440 A 46 Male 0 0 2 1 0
#> 441 xx441 A 64 Female 0 0 3 0 1
#> 442 xx442 A 57 Female 0 1 4 0 1
#> 443 xx443 A 67 Female 0 1 3 0 1
#> 444 xx444 A 61 Female 1 0 3 0 1
#> 445 xx445 A 56 Male 0 0 4 1 0
#> 446 xx446 A 52 Male 0 0 3 1 0
#> 447 xx447 A 74 Female 1 1 3 0 1
#> 448 xx448 A 75 Male 0 1 3 1 0
#> 449 xx449 A 58 Male 0 1 3 1 0
#> 450 xx450 A 57 Female 0 1 4 0 1
#> 451 xx451 A 55 Female 0 0 1 0 1
#> 452 xx452 A 53 Female 1 0 1 0 1
#> 453 xx453 A 75 Male 1 0 4 1 0
#> 454 xx454 A 65 Female 0 1 3 0 1
#> 455 xx455 A 65 Female 0 0 4 0 1
#> 456 xx456 A 58 Male 0 0 4 1 0
#> 457 xx457 A 71 Female 0 0 3 0 1
#> 458 xx458 A 71 Male 0 0 4 1 0
#> 459 xx459 A 59 Male 1 0 4 1 0
#> 460 xx460 A 46 Male 1 0 4 1 0
#> 461 xx461 A 51 Female 0 0 4 0 1
#> 462 xx462 A 56 Female 0 1 4 0 1
#> 463 xx463 A 66 Female 0 0 1 0 1
#> 464 xx464 A 59 Female 1 0 2 0 1
#> 465 xx465 A 48 Female 1 0 2 0 1
#> 466 xx466 A 68 Female 0 0 4 0 1
#> 467 xx467 A 57 Female 0 0 4 0 1
#> 468 xx468 A 63 Male 0 0 4 1 0
#> 469 xx469 A 62 Male 0 1 3 1 0
#> 470 xx470 A 70 Female 0 0 3 0 1
#> 471 xx471 A 55 Female 0 1 2 0 1
#> 472 xx472 A 56 Male 1 0 3 1 0
#> 473 xx473 A 51 Male 1 0 1 1 0
#> 474 xx474 A 51 Female 0 0 4 0 1
#> 475 xx475 A 46 Female 1 1 3 0 1
#> 476 xx476 A 52 Male 0 0 4 1 0
#> 477 xx477 A 71 Male 0 1 4 1 0
#> 478 xx478 A 54 Male 1 0 3 1 0
#> 479 xx479 A 55 Male 0 1 2 1 0
#> 480 xx480 A 46 Female 0 0 3 0 1
#> 481 xx481 A 70 Female 0 0 1 0 1
#> 482 xx482 A 68 Female 0 1 3 0 1
#> 483 xx483 A 50 Male 0 1 1 1 0
#> 484 xx484 A 45 Female 0 0 2 0 1
#> 485 xx485 A 68 Male 0 0 1 1 0
#> 486 xx486 A 56 Male 0 1 2 1 0
#> 487 xx487 A 59 Male 0 1 3 1 0
#> 488 xx488 A 51 Male 1 1 1 1 0
#> 489 xx489 A 61 Female 1 0 3 0 1
#> 490 xx490 A 60 Female 0 1 3 0 1
#> 491 xx491 A 68 Female 1 0 2 0 1
#> 492 xx492 A 67 Male 1 1 4 1 0
#> 493 xx493 A 45 Male 1 1 2 1 0
#> 494 xx494 A 71 Female 0 1 2 0 1
#> 495 xx495 A 55 Male 0 1 3 1 0
#> 496 xx496 A 72 Female 0 0 4 0 1
#> 497 xx497 A 48 Female 1 0 3 0 1
#> 498 xx498 A 68 Female 1 0 1 0 1
#> 499 xx499 A 45 Female 0 0 1 0 1
#> 500 xx500 A 58 Female 1 1 3 0 1
#> 4361 yy1 C 47 Male 0 0 2 1 0
#> 771 yy10 C 60 Male 0 0 4 1 0
#> 2611 yy100 C 75 Female 1 0 1 0 1
#> 4100 yy101 C 48 Female 0 1 4 0 1
#> 1091 yy102 C 57 Female 0 0 4 0 1
#> 1310 yy103 C 57 Male 0 1 3 1 0
#> 2201 yy104 C 54 Female 0 0 1 0 1
#> 2461 yy105 C 54 Female 1 0 3 0 1
#> 2721 yy106 C 55 Male 0 1 3 1 0
#> 1801 yy107 C 58 Female 0 0 3 0 1
#> 3910 yy108 C 54 Male 0 0 1 1 0
#> 4961 yy109 C 72 Female 0 0 4 0 1
#> 4041 yy11 C 62 Female 0 0 3 0 1
#> 4761 yy110 C 52 Male 0 0 4 1 0
#> 610 yy111 C 48 Female 0 1 4 0 1
#> 4921 yy112 C 67 Male 1 1 4 1 0
#> 4781 yy113 C 54 Male 1 0 3 1 0
#> 2701 yy114 C 51 Male 0 1 1 1 0
#> 4310 yy115 C 73 Female 1 1 2 0 1
#> 1071 yy116 C 72 Female 1 0 2 0 1
#> 501 yy117 C 74 Female 0 0 1 0 1
#> 3131 yy118 C 75 Female 0 0 3 0 1
#> 4231 yy119 C 60 Female 1 0 2 0 1
#> 1721 yy12 C 75 Female 1 0 4 0 1
#> 3481 yy120 C 51 Female 0 0 1 0 1
#> 4511 yy121 C 55 Female 0 0 1 0 1
#> 3210 yy122 C 61 Male 0 0 4 1 0
#> 661 yy123 C 74 Male 0 0 4 1 0
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