Extract Raw Variables from a Fitted Model
Usage
extract_model_data(
model,
vars = NULL,
include_response = TRUE,
drop_na = TRUE,
unique = FALSE
)Arguments
- model
A fitted model object (lm, glm, lmer, lmerTest, etc.).
- vars
Optional character vector specifying variables to extract. If NULL (default), returns all variables in the model frame.
- include_response
Logical. If TRUE (default), includes the response variable.
- drop_na
Logical. If TRUE (default), returns complete cases matching the exact data frame used in model fitting.
- unique
Logical. If TRUE, returns unique rows/combinations. Default is FALSE.
Examples
fit <- lm(salary ~ rank + yrs.since.phd, data = carData::Salaries)
extract_model_data(fit)
#> salary rank yrs.since.phd
#> 1 139750 Prof 19
#> 2 173200 Prof 20
#> 3 79750 AsstProf 4
#> 4 115000 Prof 45
#> 5 141500 Prof 40
#> 6 97000 AssocProf 6
#> 7 175000 Prof 30
#> 8 147765 Prof 45
#> 9 119250 Prof 21
#> 10 129000 Prof 18
#> 11 119800 AssocProf 12
#> 12 79800 AsstProf 7
#> 13 77700 AsstProf 1
#> 14 78000 AsstProf 2
#> 15 104800 Prof 20
#> 16 117150 Prof 12
#> 17 101000 Prof 19
#> 18 103450 Prof 38
#> 19 124750 Prof 37
#> 20 137000 Prof 39
#> 21 89565 Prof 31
#> 22 102580 Prof 36
#> 23 93904 Prof 34
#> 24 113068 Prof 24
#> 25 74830 AssocProf 13
#> 26 106294 Prof 21
#> 27 134885 Prof 35
#> 28 82379 AsstProf 5
#> 29 77000 AsstProf 11
#> 30 118223 Prof 12
#> 31 132261 Prof 20
#> 32 79916 AsstProf 7
#> 33 117256 Prof 13
#> 34 80225 AsstProf 4
#> 35 80225 AsstProf 4
#> 36 77000 AsstProf 5
#> 37 155750 Prof 22
#> 38 86373 AsstProf 7
#> 39 125196 Prof 41
#> 40 100938 AssocProf 9
#> 41 146500 Prof 23
#> 42 93418 AssocProf 23
#> 43 101299 Prof 40
#> 44 231545 Prof 38
#> 45 94384 Prof 19
#> 46 114778 Prof 25
#> 47 98193 Prof 40
#> 48 151768 Prof 23
#> 49 140096 Prof 25
#> 50 70768 AsstProf 1
#> 51 126621 Prof 28
#> 52 108875 Prof 12
#> 53 74692 AsstProf 11
#> 54 106639 Prof 16
#> 55 103760 AssocProf 12
#> 56 83900 AssocProf 14
#> 57 117704 Prof 23
#> 58 90215 AssocProf 9
#> 59 100135 AssocProf 10
#> 60 75044 AsstProf 8
#> 61 90304 AssocProf 9
#> 62 75243 AsstProf 3
#> 63 109785 Prof 33
#> 64 103613 AssocProf 11
#> 65 68404 AsstProf 4
#> 66 100522 AssocProf 9
#> 67 101000 Prof 22
#> 68 99418 Prof 35
#> 69 111512 Prof 17
#> 70 91412 Prof 28
#> 71 126320 Prof 17
#> 72 146856 Prof 45
#> 73 100131 Prof 29
#> 74 92391 Prof 35
#> 75 113398 Prof 28
#> 76 73266 AsstProf 8
#> 77 150480 Prof 17
#> 78 193000 Prof 26
#> 79 86100 AsstProf 3
#> 80 84240 AsstProf 6
#> 81 150743 Prof 43
#> 82 135585 Prof 17
#> 83 144640 Prof 22
#> 84 88825 AsstProf 6
#> 85 122960 Prof 17
#> 86 132825 Prof 15
#> 87 152708 Prof 37
#> 88 88400 AsstProf 2
#> 89 172272 Prof 25
#> 90 107008 AssocProf 9
#> 91 97032 AsstProf 10
#> 92 105128 AssocProf 10
#> 93 105631 AssocProf 10
#> 94 166024 Prof 38
#> 95 123683 Prof 21
#> 96 84000 AsstProf 4
#> 97 95611 AssocProf 17
#> 98 129676 Prof 13
#> 99 102235 Prof 30
#> 100 106689 Prof 41
#> 101 133217 Prof 42
#> 102 126933 Prof 28
#> 103 153303 Prof 16
#> 104 127512 Prof 20
#> 105 83850 AssocProf 18
#> 106 113543 Prof 31
#> 107 82099 AssocProf 11
#> 108 82600 AssocProf 10
#> 109 81500 AssocProf 15
#> 110 131205 Prof 40
#> 111 112429 Prof 20
#> 112 82100 AssocProf 19
#> 113 72500 AsstProf 3
#> 114 104279 Prof 37
#> 115 105000 Prof 12
#> 116 120806 Prof 21
#> 117 148500 Prof 30
#> 118 117515 Prof 39
#> 119 72500 AsstProf 4
#> 120 73500 AsstProf 5
#> 121 115313 Prof 14
#> 122 124309 Prof 32
#> 123 97262 Prof 24
#> 124 62884 AssocProf 25
#> 125 96614 Prof 24
#> 126 78162 Prof 54
#> 127 155500 Prof 28
#> 128 72500 AsstProf 2
#> 129 113278 Prof 32
#> 130 73000 AsstProf 4
#> 131 83001 AssocProf 11
#> 132 76840 Prof 56
#> 133 77500 AssocProf 10
#> 134 72500 AsstProf 3
#> 135 168635 Prof 35
#> 136 136000 Prof 20
#> 137 108262 Prof 16
#> 138 105668 Prof 17
#> 139 73877 AssocProf 10
#> 140 152664 Prof 21
#> 141 100102 AssocProf 14
#> 142 81500 AssocProf 15
#> 143 106608 Prof 19
#> 144 89942 AsstProf 3
#> 145 112696 Prof 27
#> 146 119015 Prof 28
#> 147 92000 AsstProf 4
#> 148 156938 Prof 27
#> 149 144651 Prof 36
#> 150 95079 AsstProf 4
#> 151 128148 Prof 14
#> 152 92000 AsstProf 4
#> 153 111168 Prof 21
#> 154 103994 AssocProf 12
#> 155 92000 AsstProf 4
#> 156 118971 Prof 21
#> 157 113341 AssocProf 12
#> 158 88000 AsstProf 1
#> 159 95408 AssocProf 6
#> 160 137167 Prof 15
#> 161 89516 AsstProf 2
#> 162 176500 Prof 26
#> 163 98510 AssocProf 22
#> 164 89942 AsstProf 3
#> 165 88795 AsstProf 1
#> 166 105890 Prof 21
#> 167 167284 Prof 16
#> 168 130664 Prof 18
#> 169 101210 AssocProf 8
#> 170 181257 Prof 25
#> 171 91227 AsstProf 5
#> 172 151575 Prof 19
#> 173 93164 Prof 37
#> 174 134185 Prof 20
#> 175 105000 AssocProf 17
#> 176 111751 Prof 28
#> 177 95436 AssocProf 10
#> 178 100944 AssocProf 13
#> 179 147349 Prof 27
#> 180 92000 AsstProf 3
#> 181 142467 Prof 11
#> 182 141136 Prof 18
#> 183 100000 AssocProf 8
#> 184 150000 Prof 26
#> 185 101000 Prof 23
#> 186 134000 Prof 33
#> 187 103750 AssocProf 13
#> 188 107500 Prof 18
#> 189 106300 AssocProf 28
#> 190 153750 Prof 25
#> 191 180000 Prof 22
#> 192 133700 Prof 43
#> 193 122100 Prof 19
#> 194 86250 AssocProf 19
#> 195 90000 AssocProf 48
#> 196 113600 AssocProf 9
#> 197 92700 AsstProf 4
#> 198 92000 AsstProf 4
#> 199 189409 Prof 34
#> 200 114500 Prof 38
#> 201 92700 AsstProf 4
#> 202 119700 Prof 40
#> 203 160400 Prof 28
#> 204 152500 Prof 17
#> 205 165000 Prof 19
#> 206 96545 Prof 21
#> 207 162200 Prof 35
#> 208 120000 Prof 18
#> 209 91300 AsstProf 7
#> 210 163200 Prof 20
#> 211 91000 AsstProf 4
#> 212 111350 Prof 39
#> 213 128400 Prof 15
#> 214 126200 Prof 26
#> 215 118700 AssocProf 11
#> 216 145350 Prof 16
#> 217 146000 Prof 15
#> 218 105350 AssocProf 29
#> 219 109650 AssocProf 14
#> 220 119500 Prof 13
#> 221 170000 Prof 21
#> 222 145200 Prof 23
#> 223 107150 AssocProf 13
#> 224 129600 Prof 34
#> 225 87800 Prof 38
#> 226 122400 Prof 20
#> 227 63900 AsstProf 3
#> 228 70000 AssocProf 9
#> 229 88175 Prof 16
#> 230 133900 Prof 39
#> 231 91000 Prof 29
#> 232 73300 AssocProf 26
#> 233 148750 Prof 38
#> 234 117555 Prof 36
#> 235 69700 AsstProf 8
#> 236 81700 Prof 28
#> 237 114000 Prof 25
#> 238 63100 AsstProf 7
#> 239 77202 Prof 46
#> 240 96200 Prof 19
#> 241 69200 AsstProf 5
#> 242 122875 Prof 31
#> 243 102600 Prof 38
#> 244 108200 Prof 23
#> 245 84273 Prof 19
#> 246 90450 Prof 17
#> 247 91100 Prof 30
#> 248 101100 Prof 21
#> 249 128800 Prof 28
#> 250 204000 Prof 29
#> 251 109000 Prof 39
#> 252 102000 Prof 20
#> 253 132000 Prof 31
#> 254 77500 AsstProf 4
#> 255 116450 Prof 28
#> 256 83000 AssocProf 12
#> 257 140300 Prof 22
#> 258 74000 AssocProf 30
#> 259 73800 AsstProf 9
#> 260 92550 Prof 32
#> 261 88600 AssocProf 41
#> 262 107550 Prof 45
#> 263 121200 Prof 31
#> 264 126000 Prof 31
#> 265 99000 Prof 37
#> 266 134800 Prof 36
#> 267 143940 Prof 43
#> 268 104350 Prof 14
#> 269 89650 Prof 47
#> 270 103700 Prof 13
#> 271 143250 Prof 42
#> 272 194800 Prof 42
#> 273 73000 AsstProf 4
#> 274 74000 AsstProf 8
#> 275 78500 AsstProf 8
#> 276 93000 Prof 12
#> 277 107200 Prof 52
#> 278 163200 Prof 31
#> 279 107100 Prof 24
#> 280 100600 Prof 46
#> 281 136500 Prof 39
#> 282 103600 Prof 37
#> 283 57800 Prof 51
#> 284 155865 Prof 45
#> 285 88650 AssocProf 8
#> 286 81800 AssocProf 49
#> 287 115800 Prof 28
#> 288 85000 AsstProf 2
#> 289 150500 Prof 29
#> 290 74000 AsstProf 8
#> 291 174500 Prof 33
#> 292 168500 Prof 32
#> 293 183800 Prof 39
#> 294 104800 AssocProf 11
#> 295 107300 Prof 19
#> 296 97150 Prof 40
#> 297 126300 Prof 18
#> 298 148800 Prof 17
#> 299 72300 Prof 49
#> 300 70700 AssocProf 45
#> 301 88600 Prof 39
#> 302 127100 Prof 27
#> 303 170500 Prof 28
#> 304 105260 Prof 14
#> 305 144050 Prof 46
#> 306 111350 Prof 33
#> 307 74500 AsstProf 7
#> 308 122500 Prof 31
#> 309 74000 AsstProf 5
#> 310 166800 Prof 22
#> 311 92050 Prof 20
#> 312 108100 Prof 14
#> 313 94350 Prof 29
#> 314 100351 Prof 35
#> 315 146800 Prof 22
#> 316 84716 AsstProf 6
#> 317 71065 AssocProf 12
#> 318 67559 Prof 46
#> 319 134550 Prof 16
#> 320 135027 Prof 16
#> 321 104428 Prof 24
#> 322 95642 AssocProf 9
#> 323 126431 AssocProf 13
#> 324 161101 Prof 24
#> 325 162221 Prof 30
#> 326 84500 AsstProf 8
#> 327 124714 Prof 23
#> 328 151650 Prof 37
#> 329 99247 AssocProf 10
#> 330 134778 Prof 23
#> 331 192253 Prof 49
#> 332 116518 Prof 20
#> 333 105450 Prof 18
#> 334 145098 Prof 33
#> 335 104542 AssocProf 19
#> 336 151445 Prof 36
#> 337 98053 Prof 35
#> 338 145000 Prof 13
#> 339 128464 Prof 32
#> 340 137317 Prof 37
#> 341 106231 Prof 13
#> 342 124312 Prof 17
#> 343 114596 Prof 38
#> 344 162150 Prof 31
#> 345 150376 Prof 32
#> 346 107986 Prof 15
#> 347 142023 Prof 41
#> 348 128250 Prof 39
#> 349 80139 AsstProf 4
#> 350 144309 Prof 27
#> 351 186960 Prof 56
#> 352 93519 Prof 38
#> 353 142500 Prof 26
#> 354 138000 Prof 22
#> 355 83600 AsstProf 8
#> 356 145028 Prof 25
#> 357 88709 Prof 49
#> 358 107309 Prof 39
#> 359 109954 Prof 28
#> 360 78785 AsstProf 11
#> 361 121946 Prof 14
#> 362 109646 Prof 23
#> 363 138771 Prof 30
#> 364 81285 AssocProf 20
#> 365 205500 Prof 43
#> 366 101036 Prof 43
#> 367 115435 Prof 15
#> 368 108413 AssocProf 10
#> 369 131950 Prof 35
#> 370 134690 Prof 33
#> 371 78182 AssocProf 13
#> 372 110515 Prof 23
#> 373 109707 Prof 12
#> 374 136660 Prof 30
#> 375 103275 Prof 27
#> 376 103649 Prof 28
#> 377 74856 AsstProf 4
#> 378 77081 AsstProf 6
#> 379 150680 Prof 38
#> 380 104121 AssocProf 11
#> 381 75996 AsstProf 8
#> 382 172505 Prof 27
#> 383 86895 AssocProf 8
#> 384 105000 Prof 44
#> 385 125192 Prof 27
#> 386 114330 Prof 15
#> 387 139219 Prof 29
#> 388 109305 Prof 29
#> 389 119450 Prof 38
#> 390 186023 Prof 33
#> 391 166605 Prof 40
#> 392 151292 Prof 30
#> 393 103106 Prof 33
#> 394 150564 Prof 31
#> 395 101738 Prof 42
#> 396 95329 Prof 25
#> 397 81035 AsstProf 8
extract_model_data(fit, vars = c("rank", "yrs.since.phd"))
#> rank yrs.since.phd
#> 1 Prof 19
#> 2 Prof 20
#> 3 AsstProf 4
#> 4 Prof 45
#> 5 Prof 40
#> 6 AssocProf 6
#> 7 Prof 30
#> 8 Prof 45
#> 9 Prof 21
#> 10 Prof 18
#> 11 AssocProf 12
#> 12 AsstProf 7
#> 13 AsstProf 1
#> 14 AsstProf 2
#> 15 Prof 20
#> 16 Prof 12
#> 17 Prof 19
#> 18 Prof 38
#> 19 Prof 37
#> 20 Prof 39
#> 21 Prof 31
#> 22 Prof 36
#> 23 Prof 34
#> 24 Prof 24
#> 25 AssocProf 13
#> 26 Prof 21
#> 27 Prof 35
#> 28 AsstProf 5
#> 29 AsstProf 11
#> 30 Prof 12
#> 31 Prof 20
#> 32 AsstProf 7
#> 33 Prof 13
#> 34 AsstProf 4
#> 35 AsstProf 4
#> 36 AsstProf 5
#> 37 Prof 22
#> 38 AsstProf 7
#> 39 Prof 41
#> 40 AssocProf 9
#> 41 Prof 23
#> 42 AssocProf 23
#> 43 Prof 40
#> 44 Prof 38
#> 45 Prof 19
#> 46 Prof 25
#> 47 Prof 40
#> 48 Prof 23
#> 49 Prof 25
#> 50 AsstProf 1
#> 51 Prof 28
#> 52 Prof 12
#> 53 AsstProf 11
#> 54 Prof 16
#> 55 AssocProf 12
#> 56 AssocProf 14
#> 57 Prof 23
#> 58 AssocProf 9
#> 59 AssocProf 10
#> 60 AsstProf 8
#> 61 AssocProf 9
#> 62 AsstProf 3
#> 63 Prof 33
#> 64 AssocProf 11
#> 65 AsstProf 4
#> 66 AssocProf 9
#> 67 Prof 22
#> 68 Prof 35
#> 69 Prof 17
#> 70 Prof 28
#> 71 Prof 17
#> 72 Prof 45
#> 73 Prof 29
#> 74 Prof 35
#> 75 Prof 28
#> 76 AsstProf 8
#> 77 Prof 17
#> 78 Prof 26
#> 79 AsstProf 3
#> 80 AsstProf 6
#> 81 Prof 43
#> 82 Prof 17
#> 83 Prof 22
#> 84 AsstProf 6
#> 85 Prof 17
#> 86 Prof 15
#> 87 Prof 37
#> 88 AsstProf 2
#> 89 Prof 25
#> 90 AssocProf 9
#> 91 AsstProf 10
#> 92 AssocProf 10
#> 93 AssocProf 10
#> 94 Prof 38
#> 95 Prof 21
#> 96 AsstProf 4
#> 97 AssocProf 17
#> 98 Prof 13
#> 99 Prof 30
#> 100 Prof 41
#> 101 Prof 42
#> 102 Prof 28
#> 103 Prof 16
#> 104 Prof 20
#> 105 AssocProf 18
#> 106 Prof 31
#> 107 AssocProf 11
#> 108 AssocProf 10
#> 109 AssocProf 15
#> 110 Prof 40
#> 111 Prof 20
#> 112 AssocProf 19
#> 113 AsstProf 3
#> 114 Prof 37
#> 115 Prof 12
#> 116 Prof 21
#> 117 Prof 30
#> 118 Prof 39
#> 119 AsstProf 4
#> 120 AsstProf 5
#> 121 Prof 14
#> 122 Prof 32
#> 123 Prof 24
#> 124 AssocProf 25
#> 125 Prof 24
#> 126 Prof 54
#> 127 Prof 28
#> 128 AsstProf 2
#> 129 Prof 32
#> 130 AsstProf 4
#> 131 AssocProf 11
#> 132 Prof 56
#> 133 AssocProf 10
#> 134 AsstProf 3
#> 135 Prof 35
#> 136 Prof 20
#> 137 Prof 16
#> 138 Prof 17
#> 139 AssocProf 10
#> 140 Prof 21
#> 141 AssocProf 14
#> 142 AssocProf 15
#> 143 Prof 19
#> 144 AsstProf 3
#> 145 Prof 27
#> 146 Prof 28
#> 147 AsstProf 4
#> 148 Prof 27
#> 149 Prof 36
#> 150 AsstProf 4
#> 151 Prof 14
#> 152 AsstProf 4
#> 153 Prof 21
#> 154 AssocProf 12
#> 155 AsstProf 4
#> 156 Prof 21
#> 157 AssocProf 12
#> 158 AsstProf 1
#> 159 AssocProf 6
#> 160 Prof 15
#> 161 AsstProf 2
#> 162 Prof 26
#> 163 AssocProf 22
#> 164 AsstProf 3
#> 165 AsstProf 1
#> 166 Prof 21
#> 167 Prof 16
#> 168 Prof 18
#> 169 AssocProf 8
#> 170 Prof 25
#> 171 AsstProf 5
#> 172 Prof 19
#> 173 Prof 37
#> 174 Prof 20
#> 175 AssocProf 17
#> 176 Prof 28
#> 177 AssocProf 10
#> 178 AssocProf 13
#> 179 Prof 27
#> 180 AsstProf 3
#> 181 Prof 11
#> 182 Prof 18
#> 183 AssocProf 8
#> 184 Prof 26
#> 185 Prof 23
#> 186 Prof 33
#> 187 AssocProf 13
#> 188 Prof 18
#> 189 AssocProf 28
#> 190 Prof 25
#> 191 Prof 22
#> 192 Prof 43
#> 193 Prof 19
#> 194 AssocProf 19
#> 195 AssocProf 48
#> 196 AssocProf 9
#> 197 AsstProf 4
#> 198 AsstProf 4
#> 199 Prof 34
#> 200 Prof 38
#> 201 AsstProf 4
#> 202 Prof 40
#> 203 Prof 28
#> 204 Prof 17
#> 205 Prof 19
#> 206 Prof 21
#> 207 Prof 35
#> 208 Prof 18
#> 209 AsstProf 7
#> 210 Prof 20
#> 211 AsstProf 4
#> 212 Prof 39
#> 213 Prof 15
#> 214 Prof 26
#> 215 AssocProf 11
#> 216 Prof 16
#> 217 Prof 15
#> 218 AssocProf 29
#> 219 AssocProf 14
#> 220 Prof 13
#> 221 Prof 21
#> 222 Prof 23
#> 223 AssocProf 13
#> 224 Prof 34
#> 225 Prof 38
#> 226 Prof 20
#> 227 AsstProf 3
#> 228 AssocProf 9
#> 229 Prof 16
#> 230 Prof 39
#> 231 Prof 29
#> 232 AssocProf 26
#> 233 Prof 38
#> 234 Prof 36
#> 235 AsstProf 8
#> 236 Prof 28
#> 237 Prof 25
#> 238 AsstProf 7
#> 239 Prof 46
#> 240 Prof 19
#> 241 AsstProf 5
#> 242 Prof 31
#> 243 Prof 38
#> 244 Prof 23
#> 245 Prof 19
#> 246 Prof 17
#> 247 Prof 30
#> 248 Prof 21
#> 249 Prof 28
#> 250 Prof 29
#> 251 Prof 39
#> 252 Prof 20
#> 253 Prof 31
#> 254 AsstProf 4
#> 255 Prof 28
#> 256 AssocProf 12
#> 257 Prof 22
#> 258 AssocProf 30
#> 259 AsstProf 9
#> 260 Prof 32
#> 261 AssocProf 41
#> 262 Prof 45
#> 263 Prof 31
#> 264 Prof 31
#> 265 Prof 37
#> 266 Prof 36
#> 267 Prof 43
#> 268 Prof 14
#> 269 Prof 47
#> 270 Prof 13
#> 271 Prof 42
#> 272 Prof 42
#> 273 AsstProf 4
#> 274 AsstProf 8
#> 275 AsstProf 8
#> 276 Prof 12
#> 277 Prof 52
#> 278 Prof 31
#> 279 Prof 24
#> 280 Prof 46
#> 281 Prof 39
#> 282 Prof 37
#> 283 Prof 51
#> 284 Prof 45
#> 285 AssocProf 8
#> 286 AssocProf 49
#> 287 Prof 28
#> 288 AsstProf 2
#> 289 Prof 29
#> 290 AsstProf 8
#> 291 Prof 33
#> 292 Prof 32
#> 293 Prof 39
#> 294 AssocProf 11
#> 295 Prof 19
#> 296 Prof 40
#> 297 Prof 18
#> 298 Prof 17
#> 299 Prof 49
#> 300 AssocProf 45
#> 301 Prof 39
#> 302 Prof 27
#> 303 Prof 28
#> 304 Prof 14
#> 305 Prof 46
#> 306 Prof 33
#> 307 AsstProf 7
#> 308 Prof 31
#> 309 AsstProf 5
#> 310 Prof 22
#> 311 Prof 20
#> 312 Prof 14
#> 313 Prof 29
#> 314 Prof 35
#> 315 Prof 22
#> 316 AsstProf 6
#> 317 AssocProf 12
#> 318 Prof 46
#> 319 Prof 16
#> 320 Prof 16
#> 321 Prof 24
#> 322 AssocProf 9
#> 323 AssocProf 13
#> 324 Prof 24
#> 325 Prof 30
#> 326 AsstProf 8
#> 327 Prof 23
#> 328 Prof 37
#> 329 AssocProf 10
#> 330 Prof 23
#> 331 Prof 49
#> 332 Prof 20
#> 333 Prof 18
#> 334 Prof 33
#> 335 AssocProf 19
#> 336 Prof 36
#> 337 Prof 35
#> 338 Prof 13
#> 339 Prof 32
#> 340 Prof 37
#> 341 Prof 13
#> 342 Prof 17
#> 343 Prof 38
#> 344 Prof 31
#> 345 Prof 32
#> 346 Prof 15
#> 347 Prof 41
#> 348 Prof 39
#> 349 AsstProf 4
#> 350 Prof 27
#> 351 Prof 56
#> 352 Prof 38
#> 353 Prof 26
#> 354 Prof 22
#> 355 AsstProf 8
#> 356 Prof 25
#> 357 Prof 49
#> 358 Prof 39
#> 359 Prof 28
#> 360 AsstProf 11
#> 361 Prof 14
#> 362 Prof 23
#> 363 Prof 30
#> 364 AssocProf 20
#> 365 Prof 43
#> 366 Prof 43
#> 367 Prof 15
#> 368 AssocProf 10
#> 369 Prof 35
#> 370 Prof 33
#> 371 AssocProf 13
#> 372 Prof 23
#> 373 Prof 12
#> 374 Prof 30
#> 375 Prof 27
#> 376 Prof 28
#> 377 AsstProf 4
#> 378 AsstProf 6
#> 379 Prof 38
#> 380 AssocProf 11
#> 381 AsstProf 8
#> 382 Prof 27
#> 383 AssocProf 8
#> 384 Prof 44
#> 385 Prof 27
#> 386 Prof 15
#> 387 Prof 29
#> 388 Prof 29
#> 389 Prof 38
#> 390 Prof 33
#> 391 Prof 40
#> 392 Prof 30
#> 393 Prof 33
#> 394 Prof 31
#> 395 Prof 42
#> 396 Prof 25
#> 397 AsstProf 8