This function converts numeric variables into factors, and uses associated value labels as factor levels.

numeric_to_factor(x, n = 4)

Arguments

x

A data frame.

n

Numeric, indicating the maximum amount of unique values in x to be considered as "factor". Variables with more unique values than n are not converted to factor.

Value

x, with numeric values with a maximum of n unique values being converted to factors.

Details

If x is a labelled vector, associated value labels will be used as level. Else, the numeric vector is simply coerced using as.factor().

Examples

library(dplyr) data(efc) efc %>% select(e42dep, e16sex, c12hour, c160age, c172code) %>% numeric_to_factor()
#> e42dep e16sex c12hour c160age c172code #> 1 moderately dependent female 16 56 intermediate level of education #> 2 moderately dependent female 148 54 intermediate level of education #> 3 moderately dependent female 70 80 low level of education #> 4 severely dependent female 168 69 intermediate level of education #> 5 severely dependent female 168 47 intermediate level of education #> 6 severely dependent female 16 56 intermediate level of education #> 7 severely dependent male 161 61 intermediate level of education #> 8 severely dependent female 110 67 intermediate level of education #> 9 severely dependent female 28 59 <NA> #> 10 severely dependent female 40 49 intermediate level of education #> 11 severely dependent male 100 66 intermediate level of education #> 12 moderately dependent female 25 47 intermediate level of education #> 13 severely dependent female 25 58 high level of education #> 14 moderately dependent female 24 75 low level of education #> 15 moderately dependent female 56 49 high level of education #> 16 moderately dependent female 20 56 intermediate level of education #> 17 independent male 25 75 intermediate level of education #> 18 moderately dependent male 126 70 intermediate level of education #> 19 moderately dependent male 168 52 high level of education #> 20 severely dependent male 118 48 high level of education #> 21 severely dependent female 150 58 intermediate level of education #> 22 moderately dependent male 50 65 intermediate level of education #> 23 severely dependent female 18 49 intermediate level of education #> 24 severely dependent female 168 60 intermediate level of education #> 25 moderately dependent female 15 55 intermediate level of education #> 26 severely dependent male 168 62 intermediate level of education #> 27 severely dependent female 12 68 high level of education #> 28 slightly dependent male 7 76 intermediate level of education #> 29 moderately dependent female 35 58 intermediate level of education #> 30 severely dependent female 168 65 low level of education #> 31 severely dependent male 150 63 intermediate level of education #> 32 severely dependent male 168 79 low level of education #> 33 moderately dependent female 168 65 intermediate level of education #> 34 severely dependent male 119 74 intermediate level of education #> 35 severely dependent female 168 76 intermediate level of education #> 36 severely dependent male 168 73 low level of education #> 37 severely dependent male 168 67 intermediate level of education #> 38 slightly dependent female 28 62 intermediate level of education #> 39 severely dependent male 168 80 intermediate level of education #> 40 moderately dependent female 30 49 intermediate level of education #> 41 moderately dependent female 14 46 high level of education #> 42 severely dependent male 168 68 intermediate level of education #> 43 severely dependent male 168 62 high level of education #> 44 severely dependent male 50 65 intermediate level of education #> 45 severely dependent male 168 63 intermediate level of education #> 46 severely dependent male 24 81 intermediate level of education #> 47 severely dependent female 168 72 intermediate level of education #> 48 severely dependent male 42 64 <NA> #> 49 moderately dependent male 154 73 <NA> #> 50 severely dependent female 60 73 intermediate level of education #> 51 severely dependent male 168 64 intermediate level of education #> 52 severely dependent male 168 67 intermediate level of education #> 53 severely dependent male 24 60 intermediate level of education #> 54 severely dependent male 168 64 intermediate level of education #> 55 severely dependent female 150 85 high level of education #> 56 severely dependent female 168 55 intermediate level of education #> 57 severely dependent male 168 72 intermediate level of education #> 58 severely dependent female 168 52 high level of education #> 59 moderately dependent male 168 63 intermediate level of education #> 60 severely dependent male 168 69 intermediate level of education #> 61 severely dependent female 128 61 <NA> #> 62 severely dependent male 168 79 intermediate level of education #> 63 severely dependent female 11 64 <NA> #> 64 moderately dependent female 50 44 high level of education #> 65 moderately dependent female 80 59 intermediate level of education #> 66 moderately dependent female 15 52 high level of education #> 67 severely dependent female 7 46 high level of education #> 68 moderately dependent female 21 59 intermediate level of education #> 69 severely dependent female 168 83 intermediate level of education #> 70 severely dependent female 24 76 <NA> #> 71 severely dependent female 6 31 intermediate level of education #> 72 severely dependent female 30 60 intermediate level of education #> 73 severely dependent female 168 57 intermediate level of education #> 74 severely dependent male 42 63 high level of education #> 75 severely dependent female 30 59 high level of education #> 76 severely dependent male 85 72 intermediate level of education #> 77 severely dependent male 35 47 low level of education #> 78 moderately dependent female 70 56 intermediate level of education #> 79 moderately dependent female 9 47 high level of education #> 80 severely dependent male 168 69 intermediate level of education #> 81 slightly dependent male 77 74 intermediate level of education #> 82 moderately dependent female 24 67 intermediate level of education #> 83 severely dependent male 91 72 intermediate level of education #> 84 moderately dependent female 6 48 intermediate level of education #> 85 severely dependent female 22 55 intermediate level of education #> 86 severely dependent female 168 57 intermediate level of education #> 87 severely dependent male 168 62 intermediate level of education #> 88 severely dependent male 168 70 intermediate level of education #> 89 severely dependent female 168 34 high level of education #> 90 severely dependent female 50 55 intermediate level of education #> 91 moderately dependent male 40 69 low level of education #> 92 independent male 9 69 intermediate level of education #> 93 slightly dependent female 25 60 intermediate level of education #> 94 moderately dependent female 14 66 <NA> #> 95 severely dependent male 49 60 <NA> #> 96 moderately dependent male 5 54 intermediate level of education #> 97 <NA> male 7 64 <NA> #> 98 severely dependent male 21 75 <NA> #> 99 moderately dependent male 24 80 low level of education #> 100 severely dependent male 7 49 intermediate level of education #> 101 moderately dependent female 168 68 <NA> #> 102 moderately dependent male 168 64 intermediate level of education #> 103 moderately dependent male 4 72 low level of education #> 104 severely dependent female 168 54 <NA> #> 105 severely dependent female 168 62 intermediate level of education #> 106 moderately dependent male 15 65 intermediate level of education #> 107 moderately dependent male 168 75 low level of education #> 108 slightly dependent female 168 77 <NA> #> 109 moderately dependent male 20 50 intermediate level of education #> 110 severely dependent female 59 54 intermediate level of education #> 111 severely dependent male 24 72 intermediate level of education #> 112 moderately dependent female 7 46 intermediate level of education #> 113 severely dependent female 100 61 high level of education #> 114 severely dependent female 168 83 intermediate level of education #> 115 severely dependent female 168 44 intermediate level of education #> 116 slightly dependent female 28 67 low level of education #> 117 slightly dependent female 20 61 intermediate level of education #> 118 moderately dependent male 50 78 intermediate level of education #> 119 severely dependent female 89 77 low level of education #> 120 severely dependent male 168 75 low level of education #> 121 moderately dependent female 12 61 high level of education #> 122 severely dependent female 24 65 low level of education #> 123 severely dependent male 91 74 low level of education #> 124 severely dependent male 168 63 intermediate level of education #> 125 moderately dependent male 168 66 intermediate level of education #> 126 severely dependent female 168 62 intermediate level of education #> 127 independent female 11 49 intermediate level of education #> 128 severely dependent female 35 55 intermediate level of education #> 129 slightly dependent female 10 45 high level of education #> 130 severely dependent female 125 76 low level of education #> 131 moderately dependent male 140 65 low level of education #> 132 moderately dependent female 28 56 intermediate level of education #> 133 severely dependent male 84 75 low level of education #> 134 severely dependent female 15 45 low level of education #> 135 moderately dependent female 15 59 intermediate level of education #> 136 moderately dependent female 14 66 high level of education #> 137 severely dependent female 24 61 low level of education #> 138 slightly dependent female 4 50 intermediate level of education #> 139 severely dependent female 140 75 low level of education #> 140 moderately dependent male 168 76 intermediate level of education #> 141 slightly dependent female 6 35 intermediate level of education #> 142 severely dependent female 10 42 <NA> #> 143 severely dependent female 20 65 intermediate level of education #> 144 moderately dependent male 15 81 intermediate level of education #> 145 severely dependent female 65 43 intermediate level of education #> 146 severely dependent female 35 76 high level of education #> 147 severely dependent female 105 67 <NA> #> 148 severely dependent male 50 63 <NA> #> 149 severely dependent male 168 56 low level of education #> 150 moderately dependent male 77 49 intermediate level of education #> 151 severely dependent female 168 55 intermediate level of education #> 152 severely dependent female 42 60 intermediate level of education #> 153 severely dependent female 4 59 high level of education #> 154 severely dependent female 168 62 high level of education #> 155 severely dependent male 168 62 low level of education #> 156 moderately dependent female 42 79 intermediate level of education #> 157 moderately dependent female 6 54 high level of education #> 158 severely dependent female 168 57 high level of education #> 159 moderately dependent female 70 74 high level of education #> 160 moderately dependent male 15 67 high level of education #> 161 moderately dependent female 30 51 high level of education #> 162 moderately dependent female 9 55 high level of education #> 163 severely dependent female 16 56 <NA> #> 164 severely dependent female 35 58 intermediate level of education #> 165 moderately dependent female 28 43 high level of education #> 166 severely dependent female 168 71 high level of education #> 167 severely dependent female 9 50 <NA> #> 168 severely dependent female 168 57 intermediate level of education #> 169 moderately dependent female 15 52 intermediate level of education #> 170 severely dependent female 6 53 high level of education #> 171 moderately dependent female 14 60 high level of education #> 172 moderately dependent female 35 65 intermediate level of education #> 173 moderately dependent male 7 72 intermediate level of education #> 174 moderately dependent male 12 64 low level of education #> 175 severely dependent female 50 57 intermediate level of education #> 176 severely dependent female 6 47 high level of education #> 177 moderately dependent female 22 62 intermediate level of education #> 178 severely dependent female 35 67 <NA> #> 179 severely dependent female 6 63 high level of education #> 180 severely dependent female 168 77 intermediate level of education #> 181 severely dependent male 28 60 low level of education #> 182 moderately dependent female 10 48 high level of education #> 183 moderately dependent male 91 73 intermediate level of education #> 184 severely dependent female 8 25 <NA> #> 185 severely dependent female 168 58 low level of education #> 186 severely dependent female 24 50 intermediate level of education #> 187 severely dependent female 168 45 high level of education #> 188 severely dependent female 168 53 high level of education #> 189 slightly dependent female 14 59 low level of education #> 190 moderately dependent female 28 80 intermediate level of education #> 191 moderately dependent male 16 57 high level of education #> 192 severely dependent female 168 66 high level of education #> 193 slightly dependent female 6 63 <NA> #> 194 severely dependent male 168 56 intermediate level of education #> 195 moderately dependent female 28 61 intermediate level of education #> 196 moderately dependent male 160 70 low level of education #> 197 slightly dependent female 39 62 high level of education #> 198 severely dependent female 15 47 high level of education #> 199 slightly dependent male 10 67 low level of education #> 200 moderately dependent female 10 64 <NA> #> 201 moderately dependent female 17 65 <NA> #> 202 severely dependent female 168 55 intermediate level of education #> 203 moderately dependent female 70 66 high level of education #> 204 severely dependent female 50 52 intermediate level of education #> 205 moderately dependent female 12 64 low level of education #> 206 moderately dependent female 10 49 intermediate level of education #> 207 severely dependent female 168 42 intermediate level of education #> 208 severely dependent female 168 58 intermediate level of education #> 209 moderately dependent male 168 87 low level of education #> 210 moderately dependent female 28 65 <NA> #> 211 moderately dependent female 12 65 high level of education #> 212 severely dependent female 8 63 high level of education #> 213 severely dependent female 21 43 high level of education #> 214 severely dependent female 24 54 high level of education #> 215 slightly dependent male 15 42 high level of education #> 216 moderately dependent female 8 61 intermediate level of education #> 217 severely dependent female 16 54 intermediate level of education #> 218 severely dependent male 56 47 intermediate level of education #> 219 severely dependent female 42 46 low level of education #> 220 slightly dependent female 4 54 high level of education #> 221 moderately dependent female 25 58 intermediate level of education #> 222 severely dependent male 35 64 high level of education #> 223 severely dependent female 30 51 intermediate level of education #> 224 moderately dependent female 6 57 intermediate level of education #> 225 severely dependent female 110 63 low level of education #> 226 moderately dependent female 30 49 high level of education #> 227 severely dependent male 24 66 low level of education #> 228 moderately dependent female 14 56 intermediate level of education #> 229 moderately dependent female 4 62 high level of education #> 230 moderately dependent male 20 29 intermediate level of education #> 231 moderately dependent female 10 55 high level of education #> 232 moderately dependent female 7 55 <NA> #> 233 severely dependent male 161 81 <NA> #> 234 moderately dependent female 28 62 <NA> #> 235 severely dependent female 14 49 <NA> #> 236 severely dependent male 4 43 <NA> #> 237 moderately dependent male 50 60 intermediate level of education #> 238 slightly dependent female 10 39 intermediate level of education #> 239 moderately dependent male 18 41 intermediate level of education #> 240 slightly dependent male 15 25 intermediate level of education #> 241 independent female 6 27 intermediate level of education #> 242 moderately dependent female 17 26 intermediate level of education #> 243 moderately dependent female 14 52 low level of education #> 244 slightly dependent female 5 56 <NA> #> 245 slightly dependent female 10 29 intermediate level of education #> 246 moderately dependent female 30 45 intermediate level of education #> 247 independent male 10 64 intermediate level of education #> 248 slightly dependent female 10 47 intermediate level of education #> 249 moderately dependent female 84 62 low level of education #> 250 slightly dependent female 10 55 <NA> #> 251 moderately dependent female 6 70 <NA> #> 252 moderately dependent female 15 51 low level of education #> 253 moderately dependent male 40 67 <NA> #> 254 severely dependent male 21 23 intermediate level of education #> 255 independent male 11 52 intermediate level of education #> 256 moderately dependent female 8 62 intermediate level of education #> 257 moderately dependent female 5 33 intermediate level of education #> 258 severely dependent male 12 83 low level of education #> 259 slightly dependent male 10 75 intermediate level of education #> 260 slightly dependent female 20 60 high level of education #> 261 slightly dependent female 12 63 intermediate level of education #> 262 severely dependent female 24 65 high level of education #> 263 severely dependent female 27 60 intermediate level of education #> 264 moderately dependent female 14 54 low level of education #> 265 moderately dependent female 18 63 intermediate level of education #> 266 severely dependent female 168 58 <NA> #> 267 moderately dependent female 14 42 intermediate level of education #> 268 moderately dependent female 10 58 high level of education #> 269 moderately dependent female 6 55 intermediate level of education #> 270 moderately dependent female 21 44 low level of education #> 271 slightly dependent female 16 46 low level of education #> 272 moderately dependent female 15 38 low level of education #> 273 slightly dependent female 20 44 intermediate level of education #> 274 slightly dependent male 10 43 low level of education #> 275 moderately dependent male 22 34 intermediate level of education #> 276 moderately dependent male 35 43 low level of education #> 277 moderately dependent female 30 66 <NA> #> 278 moderately dependent male 16 46 <NA> #> 279 slightly dependent male 24 68 low level of education #> 280 moderately dependent male 168 60 high level of education #> 281 moderately dependent male 168 35 low level of education #> 282 slightly dependent female 40 38 intermediate level of education #> 283 slightly dependent female 40 41 intermediate level of education #> 284 slightly dependent male 50 40 intermediate level of education #> 285 moderately dependent female 20 39 intermediate level of education #> 286 moderately dependent male 20 44 intermediate level of education #> 287 severely dependent female 6 57 intermediate level of education #> 288 severely dependent male 5 48 high level of education #> 289 severely dependent female 48 56 intermediate level of education #> 290 severely dependent female 168 40 intermediate level of education #> 291 slightly dependent female 6 61 intermediate level of education #> 292 slightly dependent female 8 63 low level of education #> 293 moderately dependent male 43 59 intermediate level of education #> 294 severely dependent male 90 69 low level of education #> 295 moderately dependent female 100 60 low level of education #> 296 slightly dependent male 8 49 low level of education #> 297 moderately dependent male 15 41 intermediate level of education #> 298 moderately dependent female 5 72 intermediate level of education #> 299 slightly dependent male 8 64 high level of education #> 300 slightly dependent female 10 46 intermediate level of education #> 301 severely dependent female 30 64 low level of education #> 302 severely dependent female 168 79 intermediate level of education #> 303 moderately dependent female 20 39 intermediate level of education #> 304 slightly dependent female 30 42 intermediate level of education #> 305 slightly dependent male 30 39 intermediate level of education #> 306 moderately dependent female 12 42 intermediate level of education #> 307 severely dependent female 30 54 intermediate level of education #> 308 slightly dependent female 30 76 intermediate level of education #> 309 moderately dependent male 14 69 high level of education #> 310 independent male 15 68 low level of education #> 311 moderately dependent female 50 66 intermediate level of education #> 312 moderately dependent male 20 35 high level of education #> 313 moderately dependent male 25 30 intermediate level of education #> 314 severely dependent female 40 54 high level of education #> 315 moderately dependent male 9 56 intermediate level of education #> 316 moderately dependent male 18 60 intermediate level of education #> 317 severely dependent female 25 26 intermediate level of education #> 318 severely dependent male 100 68 intermediate level of education #> 319 moderately dependent female 6 51 intermediate level of education #> 320 slightly dependent female 25 54 low level of education #> 321 moderately dependent female 15 52 <NA> #> 322 moderately dependent female 20 53 intermediate level of education #> 323 slightly dependent female 10 54 high level of education #> 324 severely dependent male 28 52 high level of education #> 325 slightly dependent male 10 48 high level of education #> 326 moderately dependent male 30 46 low level of education #> 327 moderately dependent female 6 68 intermediate level of education #> 328 moderately dependent male 40 49 low level of education #> 329 independent female 7 19 intermediate level of education #> 330 independent female 8 49 intermediate level of education #> 331 slightly dependent male 15 33 intermediate level of education #> 332 severely dependent male 4 42 intermediate level of education #> 333 severely dependent female 4 34 intermediate level of education #> 334 severely dependent female 168 66 low level of education #> 335 moderately dependent male 7 27 intermediate level of education #> 336 slightly dependent female 22 37 high level of education #> 337 slightly dependent male 30 54 low level of education #> 338 moderately dependent female 15 65 intermediate level of education #> 339 moderately dependent female 30 72 high level of education #> 340 slightly dependent female 20 40 intermediate level of education #> 341 slightly dependent female 25 26 intermediate level of education #> 342 slightly dependent female 20 29 intermediate level of education #> 343 slightly dependent male 20 30 intermediate level of education #> 344 slightly dependent female 25 30 intermediate level of education #> 345 moderately dependent male 14 33 intermediate level of education #> 346 severely dependent female 30 42 intermediate level of education #> 347 moderately dependent female 20 51 intermediate level of education #> 348 severely dependent female 15 54 high level of education #> 349 independent male 6 38 intermediate level of education #> 350 slightly dependent male 5 40 high level of education #> 351 severely dependent male 50 50 high level of education #> 352 slightly dependent female 8 66 low level of education #> 353 slightly dependent male 20 44 intermediate level of education #> 354 slightly dependent male 14 42 low level of education #> 355 moderately dependent female 18 43 low level of education #> 356 moderately dependent female 16 55 low level of education #> 357 severely dependent female 20 67 intermediate level of education #> 358 moderately dependent male 15 23 intermediate level of education #> 359 moderately dependent male 25 70 low level of education #> 360 slightly dependent male 18 62 low level of education #> 361 moderately dependent female 22 66 low level of education #> 362 moderately dependent male 18 59 intermediate level of education #> 363 slightly dependent female 48 76 low level of education #> 364 moderately dependent male 60 44 low level of education #> 365 slightly dependent male 10 42 intermediate level of education #> 366 independent male 7 53 low level of education #> 367 independent female 5 44 intermediate level of education #> 368 slightly dependent female 35 62 <NA> #> 369 slightly dependent female 28 53 <NA> #> 370 slightly dependent female 5 58 intermediate level of education #> 371 slightly dependent female 25 38 intermediate level of education #> 372 severely dependent female 40 48 intermediate level of education #> 373 severely dependent female 49 52 intermediate level of education #> 374 independent female 4 53 intermediate level of education #> 375 slightly dependent female 70 67 intermediate level of education #> 376 slightly dependent male 6 54 low level of education #> 377 slightly dependent female 7 31 intermediate level of education #> 378 moderately dependent female 40 51 intermediate level of education #> 379 severely dependent female 50 48 intermediate level of education #> 380 severely dependent female 30 52 intermediate level of education #> 381 severely dependent female 70 45 intermediate level of education #> 382 moderately dependent male 14 47 intermediate level of education #> 383 moderately dependent female 70 42 intermediate level of education #> 384 severely dependent female 7 65 intermediate level of education #> 385 moderately dependent male 6 49 low level of education #> 386 slightly dependent female 14 46 intermediate level of education #> 387 slightly dependent male 10 65 intermediate level of education #> 388 severely dependent female 25 47 <NA> #> 389 moderately dependent male 5 54 low level of education #> 390 severely dependent female 11 49 intermediate level of education #> 391 severely dependent female 120 47 intermediate level of education #> 392 moderately dependent male 18 59 high level of education #> 393 independent male 6 69 low level of education #> 394 moderately dependent male 20 34 high level of education #> 395 slightly dependent male 15 30 intermediate level of education #> 396 severely dependent male 35 70 intermediate level of education #> 397 slightly dependent female 15 32 high level of education #> 398 slightly dependent female 15 41 high level of education #> 399 severely dependent male 120 63 low level of education #> 400 slightly dependent female 28 83 high level of education #> 401 severely dependent female 10 44 low level of education #> 402 severely dependent male 120 70 low level of education #> 403 severely dependent female 100 56 intermediate level of education #> 404 slightly dependent female 18 64 intermediate level of education #> 405 independent female 8 43 intermediate level of education #> 406 slightly dependent female 40 53 intermediate level of education #> 407 severely dependent female 140 55 low level of education #> 408 slightly dependent <NA> 6 46 low level of education #> 409 severely dependent male 11 64 intermediate level of education #> 410 moderately dependent male 15 57 intermediate level of education #> 411 severely dependent female 80 60 intermediate level of education #> 412 independent male 5 42 intermediate level of education #> 413 independent male 6 63 low level of education #> 414 slightly dependent female 40 68 intermediate level of education #> 415 slightly dependent male 5 67 intermediate level of education #> 416 moderately dependent female 7 69 high level of education #> 417 slightly dependent male 4 52 high level of education #> 418 severely dependent male 24 60 high level of education #> 419 severely dependent female 28 48 high level of education #> 420 moderately dependent female 25 60 intermediate level of education #> 421 severely dependent female 140 67 low level of education #> 422 moderately dependent male 14 36 intermediate level of education #> 423 severely dependent male 40 75 high level of education #> 424 moderately dependent female 5 29 intermediate level of education #> 425 severely dependent female 20 47 intermediate level of education #> 426 severely dependent male 168 62 intermediate level of education #> 427 slightly dependent male 40 59 high level of education #> 428 severely dependent female 80 51 intermediate level of education #> 429 severely dependent female 120 34 intermediate level of education #> 430 severely dependent female 160 59 intermediate level of education #> 431 independent female 7 31 high level of education #> 432 moderately dependent female 7 37 high level of education #> 433 slightly dependent female 4 61 intermediate level of education #> 434 slightly dependent female 6 53 low level of education #> 435 moderately dependent female 14 89 intermediate level of education #> 436 slightly dependent female 7 53 intermediate level of education #> 437 moderately dependent female 28 46 intermediate level of education #> 438 severely dependent female 25 59 high level of education #> 439 severely dependent male 28 74 <NA> #> 440 moderately dependent female 7 50 low level of education #> 441 moderately dependent female 21 50 low level of education #> 442 slightly dependent female 30 53 intermediate level of education #> 443 moderately dependent male 25 55 intermediate level of education #> 444 moderately dependent female 65 51 high level of education #> 445 slightly dependent female 18 43 low level of education #> 446 severely dependent female 40 43 intermediate level of education #> 447 moderately dependent female 20 59 intermediate level of education #> 448 severely dependent female 80 72 intermediate level of education #> 449 moderately dependent male 7 56 intermediate level of education #> 450 moderately dependent male 50 66 low level of education #> 451 moderately dependent female 30 47 intermediate level of education #> 452 slightly dependent male 10 45 intermediate level of education #> 453 moderately dependent female 8 NA high level of education #> 454 moderately dependent female 6 23 intermediate level of education #> 455 moderately dependent female 6 25 intermediate level of education #> 456 severely dependent female 42 57 high level of education #> 457 slightly dependent female 10 53 low level of education #> 458 severely dependent male 30 64 low level of education #> 459 moderately dependent male 15 56 high level of education #> 460 moderately dependent female 10 41 high level of education #> 461 moderately dependent male 10 58 high level of education #> 462 slightly dependent male 130 76 intermediate level of education #> 463 severely dependent female 160 69 intermediate level of education #> 464 moderately dependent female 168 56 low level of education #> 465 severely dependent female 24 75 intermediate level of education #> 466 severely dependent female 24 53 intermediate level of education #> 467 severely dependent female 30 53 low level of education #> 468 independent female 20 58 low level of education #> 469 moderately dependent female 10 48 intermediate level of education #> 470 slightly dependent female 7 35 intermediate level of education #> 471 severely dependent female 120 59 low level of education #> 472 independent female 6 34 intermediate level of education #> 473 independent male 6 39 intermediate level of education #> 474 independent male 10 56 intermediate level of education #> 475 independent female 20 60 low level of education #> 476 independent male 5 43 intermediate level of education #> 477 severely dependent female 60 56 low level of education #> 478 slightly dependent female 20 38 intermediate level of education #> 479 independent female 6 54 intermediate level of education #> 480 moderately dependent male 10 25 intermediate level of education #> 481 severely dependent male 84 66 low level of education #> 482 moderately dependent female 8 58 high level of education #> 483 severely dependent female 168 75 high level of education #> 484 slightly dependent male 40 30 intermediate level of education #> 485 moderately dependent male 40 42 high level of education #> 486 moderately dependent female 20 38 intermediate level of education #> 487 moderately dependent female 56 63 <NA> #> 488 independent female 6 57 <NA> #> 489 independent male 7 41 <NA> #> 490 moderately dependent male 12 64 low level of education #> 491 slightly dependent female 10 32 low level of education #> 492 moderately dependent female 14 38 low level of education #> 493 severely dependent male 28 65 low level of education #> 494 slightly dependent female 12 31 low level of education #> 495 moderately dependent female 28 43 low level of education #> 496 slightly dependent female 11 29 intermediate level of education #> 497 slightly dependent male 16 62 low level of education #> 498 moderately dependent female 12 46 low level of education #> 499 moderately dependent female 22 43 low level of education #> 500 slightly dependent male 17 44 high level of education #> 501 severely dependent female 16 47 low level of education #> 502 severely dependent male 50 49 intermediate level of education #> 503 moderately dependent male 6 46 low level of education #> 504 severely dependent male 5 46 intermediate level of education #> 505 severely dependent female 45 60 intermediate level of education #> 506 severely dependent female 16 65 intermediate level of education #> 507 moderately dependent male 15 32 intermediate level of education #> 508 moderately dependent female 20 72 intermediate level of education #> 509 moderately dependent male 20 35 intermediate level of education #> 510 moderately dependent female 8 61 intermediate level of education #> 511 slightly dependent female 8 66 intermediate level of education #> 512 moderately dependent female 15 53 intermediate level of education #> 513 slightly dependent female 10 35 intermediate level of education #> 514 slightly dependent female 15 57 low level of education #> 515 moderately dependent male 27 62 low level of education #> 516 moderately dependent male 14 70 intermediate level of education #> 517 severely dependent female 28 53 intermediate level of education #> 518 severely dependent female 168 78 <NA> #> 519 severely dependent female 168 65 low level of education #> 520 slightly dependent male 21 58 intermediate level of education #> 521 slightly dependent male 12 62 high level of education #> 522 severely dependent female 62 48 high level of education #> 523 moderately dependent female 20 51 low level of education #> 524 slightly dependent female 7 35 intermediate level of education #> 525 slightly dependent female 10 59 intermediate level of education #> 526 moderately dependent female 20 42 intermediate level of education #> 527 independent female 8 52 intermediate level of education #> 528 slightly dependent female 9 49 intermediate level of education #> 529 moderately dependent male 12 46 intermediate level of education #> 530 slightly dependent female 10 56 intermediate level of education #> 531 severely dependent female 35 51 intermediate level of education #> 532 independent female 5 45 intermediate level of education #> 533 severely dependent female 18 50 intermediate level of education #> 534 moderately dependent female 15 48 intermediate level of education #> 535 slightly dependent female 6 41 intermediate level of education #> 536 slightly dependent female 8 48 high level of education #> 537 moderately dependent male 12 40 high level of education #> 538 severely dependent female 25 29 intermediate level of education #> 539 moderately dependent female 10 50 intermediate level of education #> 540 severely dependent female 40 48 intermediate level of education #> 541 severely dependent female 20 63 intermediate level of education #> 542 slightly dependent female 6 54 intermediate level of education #> 543 moderately dependent male 168 65 intermediate level of education #> 544 slightly dependent male 4 52 intermediate level of education #> 545 moderately dependent female 168 41 high level of education #> 546 moderately dependent male 24 44 intermediate level of education #> 547 slightly dependent male 25 53 intermediate level of education #> 548 severely dependent female 40 62 low level of education #> 549 moderately dependent male 18 42 low level of education #> 550 slightly dependent male 20 31 low level of education #> 551 moderately dependent female 40 40 intermediate level of education #> 552 slightly dependent female 6 44 intermediate level of education #> 553 slightly dependent female 5 50 intermediate level of education #> 554 moderately dependent male 30 49 intermediate level of education #> 555 moderately dependent female 14 24 intermediate level of education #> 556 moderately dependent male 8 43 intermediate level of education #> 557 severely dependent male 28 61 low level of education #> 558 severely dependent female 45 35 low level of education #> 559 severely dependent female 40 40 low level of education #> 560 slightly dependent female 30 53 low level of education #> 561 severely dependent female 28 58 low level of education #> 562 slightly dependent male 50 48 intermediate level of education #> 563 severely dependent male 84 65 low level of education #> 564 slightly dependent female 12 61 intermediate level of education #> 565 moderately dependent female 40 31 high level of education #> 566 independent female 10 58 intermediate level of education #> 567 slightly dependent male 15 53 intermediate level of education #> 568 moderately dependent female 40 63 low level of education #> 569 severely dependent male 24 80 low level of education #> 570 severely dependent male 168 61 high level of education #> 571 severely dependent female 160 46 intermediate level of education #> 572 severely dependent male 162 75 low level of education #> 573 severely dependent female 100 49 intermediate level of education #> 574 severely dependent female 110 48 low level of education #> 575 severely dependent female 140 62 low level of education #> 576 moderately dependent male 25 49 intermediate level of education #> 577 severely dependent female 15 49 intermediate level of education #> 578 slightly dependent male 35 60 high level of education #> 579 severely dependent female 30 27 <NA> #> 580 moderately dependent female 40 63 intermediate level of education #> 581 severely dependent male 10 57 <NA> #> 582 moderately dependent female 25 56 low level of education #> 583 moderately dependent female 12 63 high level of education #> 584 moderately dependent male 35 78 low level of education #> 585 slightly dependent female 10 36 intermediate level of education #> 586 slightly dependent female 30 59 intermediate level of education #> 587 moderately dependent female 10 62 intermediate level of education #> 588 severely dependent female 100 42 intermediate level of education #> 589 severely dependent male 12 54 intermediate level of education #> 590 severely dependent male 56 64 low level of education #> 591 independent female 40 65 low level of education #> 592 severely dependent female 30 52 intermediate level of education #> 593 severely dependent male 60 78 low level of education #> 594 moderately dependent female 100 47 low level of education #> 595 severely dependent female 20 67 intermediate level of education #> 596 severely dependent male 35 28 intermediate level of education #> 597 severely dependent female 168 43 intermediate level of education #> 598 slightly dependent male 22 40 low level of education #> 599 severely dependent female 60 53 low level of education #> 600 severely dependent female 24 28 intermediate level of education #> 601 moderately dependent female 20 78 high level of education #> 602 severely dependent male 70 58 low level of education #> 603 moderately dependent male 25 43 intermediate level of education #> 604 slightly dependent female 6 54 intermediate level of education #> 605 slightly dependent female 18 28 high level of education #> 606 slightly dependent female 10 57 high level of education #> 607 slightly dependent female 15 47 intermediate level of education #> 608 independent female 20 35 low level of education #> 609 slightly dependent female 20 30 high level of education #> 610 slightly dependent male 10 50 intermediate level of education #> 611 severely dependent female 22 36 intermediate level of education #> 612 severely dependent female 15 38 intermediate level of education #> 613 severely dependent male 48 58 intermediate level of education #> 614 severely dependent female 80 33 intermediate level of education #> 615 severely dependent female 77 59 intermediate level of education #> 616 severely dependent female 6 30 intermediate level of education #> 617 moderately dependent female 6 24 intermediate level of education #> 618 moderately dependent male 8 30 intermediate level of education #> 619 moderately dependent female 20 39 high level of education #> 620 moderately dependent female 20 40 low level of education #> 621 moderately dependent female 8 51 intermediate level of education #> 622 independent female 6 49 intermediate level of education #> 623 moderately dependent female 8 60 intermediate level of education #> 624 moderately dependent female 15 35 intermediate level of education #> 625 severely dependent female 10 53 high level of education #> 626 moderately dependent female 10 35 intermediate level of education #> 627 severely dependent female 15 39 intermediate level of education #> 628 severely dependent female 8 54 high level of education #> 629 slightly dependent female 6 65 high level of education #> 630 moderately dependent female 56 63 <NA> #> 631 moderately dependent female 6 53 <NA> #> 632 severely dependent male 8 64 low level of education #> 633 slightly dependent male 28 43 low level of education #> 634 moderately dependent male 20 58 high level of education #> 635 severely dependent female 70 67 high level of education #> 636 moderately dependent female 8 30 intermediate level of education #> 637 moderately dependent female 7 24 intermediate level of education #> 638 moderately dependent male 10 56 low level of education #> 639 slightly dependent female 10 44 intermediate level of education #> 640 moderately dependent male 10 69 intermediate level of education #> 641 moderately dependent male 168 31 intermediate level of education #> 642 moderately dependent female 40 63 intermediate level of education #> 643 moderately dependent female 40 44 intermediate level of education #> 644 slightly dependent female 30 42 high level of education #> 645 slightly dependent female 30 42 intermediate level of education #> 646 moderately dependent female 28 41 intermediate level of education #> 647 slightly dependent male 14 77 intermediate level of education #> 648 severely dependent female 40 47 high level of education #> 649 slightly dependent male 10 70 intermediate level of education #> 650 slightly dependent female 4 22 intermediate level of education #> 651 slightly dependent female 14 37 intermediate level of education #> 652 severely dependent female 42 64 intermediate level of education #> 653 severely dependent male 42 50 intermediate level of education #> 654 severely dependent female 65 69 intermediate level of education #> 655 independent female 5 44 intermediate level of education #> 656 severely dependent female 10 47 intermediate level of education #> 657 moderately dependent female 45 41 high level of education #> 658 slightly dependent female 55 55 intermediate level of education #> 659 moderately dependent female 50 60 low level of education #> 660 moderately dependent female 35 56 intermediate level of education #> 661 slightly dependent female 40 66 intermediate level of education #> 662 slightly dependent female 15 46 intermediate level of education #> 663 slightly dependent female 8 55 high level of education #> 664 moderately dependent female 25 40 intermediate level of education #> 665 independent male 5 51 <NA> #> 666 moderately dependent female 5 37 high level of education #> 667 independent female 4 58 intermediate level of education #> 668 slightly dependent male 14 57 low level of education #> 669 slightly dependent female 20 25 intermediate level of education #> 670 moderately dependent male 10 43 intermediate level of education #> 671 moderately dependent female 50 69 low level of education #> 672 slightly dependent male 16 35 intermediate level of education #> 673 moderately dependent female 22 48 high level of education #> 674 severely dependent male 100 66 low level of education #> 675 severely dependent female 100 44 intermediate level of education #> 676 independent female 30 74 low level of education #> 677 severely dependent female 120 77 low level of education #> 678 severely dependent female 100 61 intermediate level of education #> 679 independent female 10 41 intermediate level of education #> 680 moderately dependent female 120 64 low level of education #> 681 independent male 6 20 intermediate level of education #> 682 slightly dependent male 6 27 intermediate level of education #> 683 slightly dependent male 5 53 intermediate level of education #> 684 severely dependent female 10 51 intermediate level of education #> 685 moderately dependent male 9 54 high level of education #> 686 independent male 9 69 intermediate level of education #> 687 moderately dependent female 12 43 intermediate level of education #> 688 moderately dependent male 20 69 intermediate level of education #> 689 slightly dependent female 10 70 low level of education #> 690 severely dependent female 160 60 intermediate level of education #> 691 severely dependent female 100 48 low level of education #> 692 moderately dependent male 20 33 high level of education #> 693 severely dependent male 56 57 low level of education #> 694 moderately dependent male 7 37 intermediate level of education #> 695 severely dependent female 35 43 intermediate level of education #> 696 severely dependent female 120 73 intermediate level of education #> 697 moderately dependent male 60 61 intermediate level of education #> 698 severely dependent female 10 54 high level of education #> 699 moderately dependent female 14 57 intermediate level of education #> 700 severely dependent female 21 46 intermediate level of education #> 701 moderately dependent female 10 54 intermediate level of education #> 702 slightly dependent male 7 48 intermediate level of education #> 703 independent male 18 70 low level of education #> 704 slightly dependent female 4 49 intermediate level of education #> 705 slightly dependent male 8 47 <NA> #> 706 severely dependent female 10 64 intermediate level of education #> 707 slightly dependent female 6 48 low level of education #> 708 slightly dependent female 10 71 low level of education #> 709 moderately dependent male 30 66 low level of education #> 710 independent female 10 56 intermediate level of education #> 711 slightly dependent female 9 46 low level of education #> 712 severely dependent female 36 62 high level of education #> 713 moderately dependent female 15 49 intermediate level of education #> 714 severely dependent female 35 55 intermediate level of education #> 715 severely dependent female 21 47 intermediate level of education #> 716 severely dependent female 168 47 intermediate level of education #> 717 severely dependent female 168 43 intermediate level of education #> 718 slightly dependent male 10 61 low level of education #> 719 independent female 6 45 <NA> #> 720 severely dependent female 20 55 <NA> #> 721 slightly dependent female 6 33 intermediate level of education #> 722 slightly dependent female 8 46 intermediate level of education #> 723 moderately dependent male 15 51 low level of education #> 724 severely dependent female 84 49 intermediate level of education #> 725 moderately dependent female 45 48 intermediate level of education #> 726 slightly dependent female 40 63 intermediate level of education #> 727 severely dependent male 90 68 intermediate level of education #> 728 slightly dependent female 35 52 intermediate level of education #> 729 moderately dependent female 70 68 <NA> #> 730 moderately dependent female 5 18 intermediate level of education #> 731 moderately dependent male 20 52 low level of education #> 732 severely dependent female 35 58 low level of education #> 733 slightly dependent female 8 56 high level of education #> 734 severely dependent female 30 47 intermediate level of education #> 735 slightly dependent female 4 60 high level of education #> 736 moderately dependent female 84 55 intermediate level of education #> 737 slightly dependent male 10 68 <NA> #> 738 moderately dependent female 25 59 low level of education #> 739 slightly dependent female 60 65 high level of education #> 740 independent female 6 64 intermediate level of education #> 741 severely dependent female 26 52 intermediate level of education #> 742 moderately dependent female 12 54 intermediate level of education #> 743 moderately dependent female 25 50 intermediate level of education #> 744 moderately dependent female 15 49 intermediate level of education #> 745 severely dependent male 50 73 low level of education #> 746 slightly dependent female 18 44 low level of education #> 747 slightly dependent male 12 35 intermediate level of education #> 748 slightly dependent male 22 44 intermediate level of education #> 749 moderately dependent female 21 50 high level of education #> 750 moderately dependent female 70 58 intermediate level of education #> 751 severely dependent female 168 71 low level of education #> 752 severely dependent female 5 60 intermediate level of education #> 753 severely dependent male 30 49 high level of education #> 754 severely dependent female 70 62 high level of education #> 755 severely dependent female 168 59 low level of education #> 756 independent male 9 57 intermediate level of education #> 757 slightly dependent female 6 50 intermediate level of education #> 758 severely dependent female 4 64 intermediate level of education #> 759 severely dependent female 20 48 intermediate level of education #> 760 slightly dependent male 8 56 low level of education #> 761 slightly dependent female 14 52 intermediate level of education #> 762 moderately dependent female 9 58 intermediate level of education #> 763 slightly dependent female 6 69 intermediate level of education #> 764 slightly dependent female 14 44 high level of education #> 765 slightly dependent female 7 60 intermediate level of education #> 766 slightly dependent female 6 19 intermediate level of education #> 767 moderately dependent male 20 63 low level of education #> 768 moderately dependent male 20 35 intermediate level of education #> 769 independent male 48 69 high level of education #> 770 slightly dependent female 10 44 intermediate level of education #> 771 independent female 5 58 intermediate level of education #> 772 independent female 6 42 high level of education #> 773 slightly dependent female 8 65 intermediate level of education #> 774 moderately dependent female 8 53 low level of education #> 775 slightly dependent female 8 53 low level of education #> 776 independent female 8 41 intermediate level of education #> 777 moderately dependent female 4 67 low level of education #> 778 moderately dependent male 4 33 <NA> #> 779 slightly dependent male 8 39 intermediate level of education #> 780 slightly dependent male 25 73 intermediate level of education #> 781 slightly dependent male 20 56 intermediate level of education #> 782 slightly dependent female 6 50 intermediate level of education #> 783 moderately dependent female 21 45 <NA> #> 784 moderately dependent female 28 51 high level of education #> 785 moderately dependent female 70 49 intermediate level of education #> 786 moderately dependent female 8 34 intermediate level of education #> 787 severely dependent female 21 47 <NA> #> 788 slightly dependent female 28 50 high level of education #> 789 severely dependent male 14 49 low level of education #> 790 independent male 4 37 intermediate level of education #> 791 independent male 5 46 intermediate level of education #> 792 independent female 6 52 low level of education #> 793 slightly dependent male 7 70 intermediate level of education #> 794 severely dependent female 140 62 intermediate level of education #> 795 slightly dependent female 4 23 intermediate level of education #> 796 slightly dependent female 8 22 intermediate level of education #> 797 slightly dependent female 7 21 intermediate level of education #> 798 slightly dependent female 8 48 intermediate level of education #> 799 independent female 7 52 intermediate level of education #> 800 moderately dependent female 30 41 intermediate level of education #> 801 slightly dependent female 40 68 low level of education #> 802 severely dependent female 50 32 low level of education #> 803 moderately dependent female 35 50 intermediate level of education #> 804 severely dependent male 42 68 low level of education #> 805 slightly dependent female 40 55 intermediate level of education #> 806 moderately dependent female 168 70 intermediate level of education #> 807 severely dependent female 150 69 intermediate level of education #> 808 moderately dependent female 168 63 intermediate level of education #> 809 severely dependent female 168 77 low level of education #> 810 moderately dependent male 168 77 intermediate level of education #> 811 moderately dependent female 14 29 high level of education #> 812 moderately dependent female 6 33 intermediate level of education #> 813 slightly dependent female 8 43 low level of education #> 814 moderately dependent female 22 54 <NA> #> 815 slightly dependent male 10 38 low level of education #> 816 slightly dependent female 6 45 intermediate level of education #> 817 moderately dependent female 30 70 low level of education #> 818 independent female 8 53 low level of education #> 819 independent female 10 53 intermediate level of education #> 820 moderately dependent male 10 35 intermediate level of education #> 821 independent female 12 42 intermediate level of education #> 822 slightly dependent male 20 40 intermediate level of education #> 823 slightly dependent male 15 36 intermediate level of education #> 824 moderately dependent male 20 32 intermediate level of education #> 825 slightly dependent female 15 39 intermediate level of education #> 826 slightly dependent female 20 40 intermediate level of education #> 827 slightly dependent female 25 35 intermediate level of education #> 828 moderately dependent male 7 49 high level of education #> 829 slightly dependent male 4 47 high level of education #> 830 severely dependent male 20 44 intermediate level of education #> 831 independent female 10 38 high level of education #> 832 moderately dependent male 50 70 intermediate level of education #> 833 independent female 20 55 intermediate level of education #> 834 moderately dependent female 25 52 intermediate level of education #> 835 independent female 5 48 intermediate level of education #> 836 slightly dependent female 7 47 intermediate level of education #> 837 independent male 5 62 intermediate level of education #> 838 slightly dependent female 12 57 intermediate level of education #> 839 slightly dependent female 35 20 intermediate level of education #> 840 moderately dependent male 35 29 high level of education #> 841 severely dependent female 30 33 intermediate level of education #> 842 slightly dependent female 40 60 high level of education #> 843 slightly dependent female 15 58 intermediate level of education #> 844 slightly dependent female 10 44 intermediate level of education #> 845 independent female 8 43 intermediate level of education #> 846 slightly dependent male 5 41 intermediate level of education #> 847 slightly dependent female 14 56 <NA> #> 848 slightly dependent male 14 48 high level of education #> 849 slightly dependent female 6 47 intermediate level of education #> 850 slightly dependent female 14 44 high level of education #> 851 slightly dependent female 7 39 intermediate level of education #> 852 severely dependent female 20 31 high level of education #> 853 moderately dependent female 6 47 high level of education #> 854 independent female 10 35 intermediate level of education #> 855 severely dependent female 30 46 intermediate level of education #> 856 slightly dependent female 14 31 high level of education #> 857 moderately dependent female 10 44 high level of education #> 858 moderately dependent female 10 34 high level of education #> 859 slightly dependent female 28 58 intermediate level of education #> 860 slightly dependent female 8 37 high level of education #> 861 slightly dependent male 6 43 intermediate level of education #> 862 moderately dependent male 20 45 intermediate level of education #> 863 independent female 5 54 high level of education #> 864 slightly dependent female 7 57 intermediate level of education #> 865 moderately dependent female 20 57 intermediate level of education #> 866 moderately dependent male 18 28 intermediate level of education #> 867 slightly dependent female 12 62 low level of education #> 868 slightly dependent female 17 64 low level of education #> 869 slightly dependent female 14 48 intermediate level of education #> 870 independent female 5 38 intermediate level of education #> 871 slightly dependent female 6 38 intermediate level of education #> 872 slightly dependent female 4 33 intermediate level of education #> 873 slightly dependent male 4 49 intermediate level of education #> 874 moderately dependent female 6 42 high level of education #> 875 slightly dependent female 10 55 intermediate level of education #> 876 slightly dependent female 6 45 low level of education #> 877 severely dependent female 14 68 intermediate level of education #> 878 moderately dependent female 30 39 intermediate level of education #> 879 severely dependent female 35 79 intermediate level of education #> 880 slightly dependent female 10 48 intermediate level of education #> 881 moderately dependent female 100 49 intermediate level of education #> 882 independent female 8 34 intermediate level of education #> 883 slightly dependent female 10 53 intermediate level of education #> 884 moderately dependent male 20 65 low level of education #> 885 moderately dependent female 40 39 high level of education #> 886 slightly dependent male 40 74 high level of education #> 887 severely dependent male 40 76 intermediate level of education #> 888 moderately dependent male 6 41 intermediate level of education #> 889 moderately dependent male 30 61 high level of education #> 890 slightly dependent female 28 61 high level of education #> 891 slightly dependent male 20 40 high level of education #> 892 moderately dependent female 25 45 intermediate level of education #> 893 moderately dependent female 30 36 intermediate level of education #> 894 moderately dependent female 50 60 high level of education #> 895 severely dependent female 20 50 intermediate level of education #> 896 slightly dependent female 15 55 intermediate level of education #> 897 severely dependent female 110 38 intermediate level of education #> 898 moderately dependent female 28 82 low level of education #> 899 moderately dependent female 85 36 intermediate level of education #> 900 severely dependent male 160 71 low level of education #> 901 independent female 10 44 intermediate level of education #> 902 slightly dependent female 8 45 intermediate level of education #> 903 <NA> <NA> NA NA <NA> #> 904 <NA> <NA> NA NA <NA> #> 905 <NA> <NA> NA NA <NA> #> 906 <NA> <NA> NA NA <NA> #> 907 <NA> <NA> NA NA <NA> #> 908 <NA> <NA> NA NA <NA>