Ödev 13.10.2025
Selman ŞİŞMAN
2025-10-13
Pratik ödev
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.4.3## Warning: package 'ggplot2' was built under R version 4.4.3## Warning: package 'tidyr' was built under R version 4.4.3## Warning: package 'dplyr' was built under R version 4.4.3## Warning: package 'forcats' was built under R version 4.4.3## Warning: package 'lubridate' was built under R version 4.4.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 4.0.0 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(ggplot2)
library(dplyr)
library(readr)student.mat <- read.csv("C:/Users/SELMAN/Desktop/student-mat.csv", header=TRUE, sep=";")View(student.mat)
str(student.mat)## 'data.frame': 395 obs. of 33 variables:
## $ school : chr "GP" "GP" "GP" "GP" ...
## $ sex : chr "F" "F" "F" "F" ...
## $ age : int 18 17 15 15 16 16 16 17 15 15 ...
## $ address : chr "U" "U" "U" "U" ...
## $ famsize : chr "GT3" "GT3" "LE3" "GT3" ...
## $ Pstatus : chr "A" "T" "T" "T" ...
## $ Medu : int 4 1 1 4 3 4 2 4 3 3 ...
## $ Fedu : int 4 1 1 2 3 3 2 4 2 4 ...
## $ Mjob : chr "at_home" "at_home" "at_home" "health" ...
## $ Fjob : chr "teacher" "other" "other" "services" ...
## $ reason : chr "course" "course" "other" "home" ...
## $ guardian : chr "mother" "father" "mother" "mother" ...
## $ traveltime: int 2 1 1 1 1 1 1 2 1 1 ...
## $ studytime : int 2 2 2 3 2 2 2 2 2 2 ...
## $ failures : int 0 0 3 0 0 0 0 0 0 0 ...
## $ schoolsup : chr "yes" "no" "yes" "no" ...
## $ famsup : chr "no" "yes" "no" "yes" ...
## $ paid : chr "no" "no" "yes" "yes" ...
## $ activities: chr "no" "no" "no" "yes" ...
## $ nursery : chr "yes" "no" "yes" "yes" ...
## $ higher : chr "yes" "yes" "yes" "yes" ...
## $ internet : chr "no" "yes" "yes" "yes" ...
## $ romantic : chr "no" "no" "no" "yes" ...
## $ famrel : int 4 5 4 3 4 5 4 4 4 5 ...
## $ freetime : int 3 3 3 2 3 4 4 1 2 5 ...
## $ goout : int 4 3 2 2 2 2 4 4 2 1 ...
## $ Dalc : int 1 1 2 1 1 1 1 1 1 1 ...
## $ Walc : int 1 1 3 1 2 2 1 1 1 1 ...
## $ health : int 3 3 3 5 5 5 3 1 1 5 ...
## $ absences : int 6 4 10 2 4 10 0 6 0 0 ...
## $ G1 : int 5 5 7 15 6 15 12 6 16 14 ...
## $ G2 : int 6 5 8 14 10 15 12 5 18 15 ...
## $ G3 : int 6 6 10 15 10 15 11 6 19 15 ...data(student.mat)## Warning in data(student.mat): data set 'student.mat' not foundstudent.mat %>% select(school:age) ## school sex age
## 1 GP F 18
## 2 GP F 17
## 3 GP F 15
## 4 GP F 15
## 5 GP F 16
## 6 GP M 16
## 7 GP M 16
## 8 GP F 17
## 9 GP M 15
## 10 GP M 15
## 11 GP F 15
## 12 GP F 15
## 13 GP M 15
## 14 GP M 15
## 15 GP M 15
## 16 GP F 16
## 17 GP F 16
## 18 GP F 16
## 19 GP M 17
## 20 GP M 16
## 21 GP M 15
## 22 GP M 15
## 23 GP M 16
## 24 GP M 16
## 25 GP F 15
## 26 GP F 16
## 27 GP M 15
## 28 GP M 15
## 29 GP M 16
## 30 GP M 16
## 31 GP M 15
## 32 GP M 15
## 33 GP M 15
## 34 GP M 15
## 35 GP M 16
## 36 GP F 15
## 37 GP M 15
## 38 GP M 16
## 39 GP F 15
## 40 GP F 15
## 41 GP F 16
## 42 GP M 15
## 43 GP M 15
## 44 GP M 15
## 45 GP F 16
## 46 GP F 15
## 47 GP F 16
## 48 GP M 16
## 49 GP M 15
## 50 GP F 15
## 51 GP F 16
## 52 GP F 15
## 53 GP M 15
## 54 GP F 15
## 55 GP F 15
## 56 GP F 16
## 57 GP F 15
## 58 GP M 15
## 59 GP M 15
## 60 GP F 16
## 61 GP F 16
## 62 GP F 16
## 63 GP F 16
## 64 GP F 16
## 65 GP F 15
## 66 GP F 16
## 67 GP M 15
## 68 GP F 16
## 69 GP F 15
## 70 GP F 15
## 71 GP M 16
## 72 GP M 15
## 73 GP F 15
## 74 GP M 16
## 75 GP F 16
## 76 GP M 15
## 77 GP M 15
## 78 GP F 16
## 79 GP M 17
## 80 GP F 16
## 81 GP M 15
## 82 GP M 15
## 83 GP F 15
## 84 GP M 15
## 85 GP F 15
## 86 GP F 15
## 87 GP F 16
## 88 GP F 15
## 89 GP M 16
## 90 GP M 16
## 91 GP F 16
## 92 GP F 15
## 93 GP F 16
## 94 GP F 16
## 95 GP M 15
## 96 GP F 15
## 97 GP M 16
## 98 GP F 16
## 99 GP F 16
## 100 GP F 16
## 101 GP M 16
## 102 GP M 16
## 103 GP M 15
## 104 GP F 15
## 105 GP M 15
## 106 GP F 15
## 107 GP F 15
## 108 GP M 16
## 109 GP M 15
## 110 GP F 16
## 111 GP M 15
## 112 GP F 16
## 113 GP F 16
## 114 GP M 15
## 115 GP M 15
## 116 GP M 16
## 117 GP M 15
## 118 GP M 16
## 119 GP M 17
## 120 GP M 15
## 121 GP F 15
## 122 GP M 15
## 123 GP F 16
## 124 GP M 16
## 125 GP F 16
## 126 GP M 15
## 127 GP F 15
## 128 GP F 19
## 129 GP M 18
## 130 GP M 16
## 131 GP F 15
## 132 GP F 15
## 133 GP F 17
## 134 GP F 16
## 135 GP M 15
## 136 GP F 15
## 137 GP M 17
## 138 GP F 16
## 139 GP M 16
## 140 GP F 15
## 141 GP M 15
## 142 GP M 16
## 143 GP F 15
## 144 GP F 16
## 145 GP M 17
## 146 GP F 15
## 147 GP F 15
## 148 GP F 15
## 149 GP M 16
## 150 GP M 15
## 151 GP M 18
## 152 GP M 16
## 153 GP F 15
## 154 GP M 19
## 155 GP F 17
## 156 GP M 15
## 157 GP M 17
## 158 GP F 18
## 159 GP M 16
## 160 GP M 16
## 161 GP M 17
## 162 GP M 15
## 163 GP M 16
## 164 GP M 17
## 165 GP M 17
## 166 GP M 16
## 167 GP M 16
## 168 GP F 16
## 169 GP F 16
## 170 GP F 16
## 171 GP M 16
## 172 GP M 16
## 173 GP M 17
## 174 GP F 16
## 175 GP F 16
## 176 GP M 17
## 177 GP F 16
## 178 GP M 17
## 179 GP M 16
## 180 GP M 17
## 181 GP M 16
## 182 GP M 16
## 183 GP F 17
## 184 GP F 17
## 185 GP F 16
## 186 GP M 17
## 187 GP M 16
## 188 GP M 16
## 189 GP F 17
## 190 GP M 17
## 191 GP F 16
## 192 GP F 17
## 193 GP M 17
## 194 GP M 16
## 195 GP M 16
## 196 GP F 17
## 197 GP M 17
## 198 GP M 16
## 199 GP F 17
## 200 GP F 16
## 201 GP F 16
## 202 GP F 16
## 203 GP F 17
## 204 GP F 17
## 205 GP F 16
## 206 GP F 17
## 207 GP F 16
## 208 GP F 16
## 209 GP F 16
## 210 GP F 17
## 211 GP F 19
## 212 GP M 17
## 213 GP F 16
## 214 GP M 18
## 215 GP F 17
## 216 GP F 17
## 217 GP F 17
## 218 GP M 18
## 219 GP F 17
## 220 GP F 17
## 221 GP F 17
## 222 GP F 17
## 223 GP F 16
## 224 GP M 18
## 225 GP F 16
## 226 GP F 18
## 227 GP F 17
## 228 GP M 17
## 229 GP M 18
## 230 GP F 17
## 231 GP F 17
## 232 GP M 17
## 233 GP M 17
## 234 GP M 16
## 235 GP M 16
## 236 GP M 16
## 237 GP M 17
## 238 GP F 16
## 239 GP F 17
## 240 GP M 18
## 241 GP M 17
## 242 GP M 17
## 243 GP M 16
## 244 GP M 16
## 245 GP F 18
## 246 GP M 16
## 247 GP M 17
## 248 GP M 22
## 249 GP M 18
## 250 GP M 16
## 251 GP M 18
## 252 GP M 16
## 253 GP M 18
## 254 GP M 16
## 255 GP M 17
## 256 GP M 17
## 257 GP F 17
## 258 GP M 19
## 259 GP M 18
## 260 GP F 17
## 261 GP F 18
## 262 GP M 18
## 263 GP M 18
## 264 GP F 17
## 265 GP F 18
## 266 GP M 18
## 267 GP M 17
## 268 GP F 18
## 269 GP M 18
## 270 GP F 18
## 271 GP F 19
## 272 GP F 18
## 273 GP F 18
## 274 GP M 17
## 275 GP F 17
## 276 GP F 17
## 277 GP F 18
## 278 GP M 18
## 279 GP F 18
## 280 GP M 18
## 281 GP M 17
## 282 GP M 17
## 283 GP F 18
## 284 GP F 18
## 285 GP F 17
## 286 GP M 17
## 287 GP F 18
## 288 GP F 17
## 289 GP M 18
## 290 GP M 18
## 291 GP M 18
## 292 GP F 17
## 293 GP F 18
## 294 GP F 17
## 295 GP M 18
## 296 GP M 17
## 297 GP F 19
## 298 GP F 18
## 299 GP F 18
## 300 GP M 18
## 301 GP F 18
## 302 GP M 17
## 303 GP F 17
## 304 GP F 17
## 305 GP M 19
## 306 GP F 18
## 307 GP M 20
## 308 GP M 19
## 309 GP M 19
## 310 GP F 19
## 311 GP F 19
## 312 GP F 19
## 313 GP M 19
## 314 GP F 19
## 315 GP F 19
## 316 GP F 19
## 317 GP F 18
## 318 GP F 18
## 319 GP F 17
## 320 GP F 18
## 321 GP F 17
## 322 GP F 17
## 323 GP F 17
## 324 GP F 17
## 325 GP F 17
## 326 GP M 18
## 327 GP M 17
## 328 GP M 17
## 329 GP F 17
## 330 GP F 17
## 331 GP M 18
## 332 GP F 17
## 333 GP F 18
## 334 GP F 18
## 335 GP F 18
## 336 GP F 17
## 337 GP F 19
## 338 GP F 17
## 339 GP F 18
## 340 GP F 17
## 341 GP F 19
## 342 GP M 18
## 343 GP M 18
## 344 GP F 17
## 345 GP F 18
## 346 GP F 18
## 347 GP M 18
## 348 GP M 18
## 349 GP F 17
## 350 MS M 18
## 351 MS M 19
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## 353 MS M 18
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## 355 MS M 17
## 356 MS F 18
## 357 MS F 17
## 358 MS F 17
## 359 MS M 18
## 360 MS F 18
## 361 MS F 18
## 362 MS M 18
## 363 MS F 18
## 364 MS F 17
## 365 MS F 17
## 366 MS M 18
## 367 MS M 18
## 368 MS F 17
## 369 MS F 18
## 370 MS F 18
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## 376 MS F 18
## 377 MS F 20
## 378 MS F 18
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## 391 MS M 20
## 392 MS M 17
## 393 MS M 21
## 394 MS M 18
## 395 MS M 19student.mat %>% filter(sex==F)## [1] school sex age address famsize Pstatus
## [7] Medu Fedu Mjob Fjob reason guardian
## [13] traveltime studytime failures schoolsup famsup paid
## [19] activities nursery higher internet romantic famrel
## [25] freetime goout Dalc Walc health absences
## [31] G1 G2 G3
## <0 rows> (or 0-length row.names)student.mat %>% filter(age==18)## school sex age address famsize Pstatus Medu Fedu Mjob Fjob
## 1 GP F 18 U GT3 A 4 4 at_home teacher
## 2 GP M 18 R GT3 T 2 2 services other
## 3 GP M 18 U LE3 T 1 1 other other
## 4 GP F 18 R GT3 T 1 1 at_home other
## 5 GP M 18 U GT3 T 2 2 services other
## 6 GP M 18 U LE3 T 3 3 services health
## 7 GP M 18 U GT3 T 2 2 other other
## 8 GP F 18 R GT3 T 3 1 other other
## 9 GP M 18 U LE3 T 2 1 at_home other
## 10 GP M 18 U GT3 T 2 2 other services
## 11 GP F 18 U GT3 T 2 1 other other
## 12 GP M 18 R LE3 T 3 3 other services
## 13 GP M 18 U GT3 T 3 2 services other
## 14 GP M 18 U GT3 T 2 1 services services
## 15 GP M 18 U GT3 T 2 1 other other
## 16 GP F 18 U GT3 T 4 3 services other
## 17 GP M 18 U GT3 T 4 3 teacher other
## 18 GP M 18 R GT3 T 3 2 other other
## 19 GP F 18 U GT3 T 2 2 at_home services
## 20 GP M 18 R LE3 A 3 4 other other
## 21 GP F 18 R GT3 T 4 4 teacher other
## 22 GP M 18 U GT3 T 4 2 health other
## 23 GP F 18 R GT3 T 2 1 other other
## 24 GP F 18 U GT3 T 2 3 other services
## 25 GP F 18 U LE3 T 1 1 other other
## 26 GP F 18 R GT3 A 3 2 other services
## 27 GP M 18 U GT3 T 4 4 teacher services
## 28 GP F 18 U GT3 T 4 4 health health
## 29 GP M 18 U LE3 T 4 3 teacher services
## 30 GP F 18 R LE3 T 1 1 at_home other
## 31 GP F 18 U GT3 T 1 1 other other
## 32 GP F 18 U GT3 T 2 2 at_home at_home
## 33 GP M 18 U GT3 T 2 1 services services
## 34 GP M 18 U LE3 A 4 4 teacher teacher
## 35 GP M 18 U GT3 T 4 2 teacher other
## 36 GP F 18 U LE3 T 2 1 services at_home
## 37 GP M 18 R LE3 T 3 2 services other
## 38 GP F 18 U LE3 T 4 3 other other
## 39 GP F 18 U GT3 T 4 3 other other
## 40 GP M 18 U LE3 T 4 4 teacher teacher
## 41 GP F 18 U LE3 A 4 4 health other
## 42 GP F 18 U GT3 T 2 4 services at_home
## 43 GP F 18 U GT3 T 2 1 services other
## 44 GP F 18 U GT3 T 4 3 other other
## 45 GP F 18 U GT3 T 4 4 teacher other
## 46 GP M 18 U GT3 T 4 4 other other
## 47 GP M 18 U LE3 T 2 2 other other
## 48 GP F 18 U GT3 T 3 3 services services
## 49 GP F 18 U LE3 T 2 2 other other
## 50 GP F 18 R GT3 T 2 2 at_home other
## 51 GP F 18 U LE3 T 3 3 services services
## 52 GP M 18 U GT3 T 4 4 teacher services
## 53 GP M 18 U LE3 T 3 4 services other
## 54 GP F 18 U GT3 T 2 3 at_home other
## 55 GP F 18 U GT3 T 3 2 other services
## 56 GP M 18 R GT3 T 4 3 teacher services
## 57 GP M 18 U GT3 T 4 3 teacher other
## 58 MS M 18 R GT3 T 3 2 other other
## 59 MS M 18 U LE3 T 1 3 at_home services
## 60 MS F 18 U GT3 T 3 3 services services
## 61 MS M 18 U LE3 T 1 1 other services
## 62 MS F 18 U LE3 T 1 1 at_home services
## 63 MS F 18 R LE3 A 1 4 at_home other
## 64 MS M 18 R LE3 T 1 1 at_home other
## 65 MS F 18 U GT3 T 3 3 services services
## 66 MS M 18 R GT3 T 1 3 at_home other
## 67 MS M 18 U LE3 T 4 4 teacher services
## 68 MS F 18 U GT3 T 2 3 at_home services
## 69 MS F 18 R GT3 T 4 4 other teacher
## 70 MS M 18 R LE3 T 1 2 at_home services
## 71 MS F 18 R LE3 T 4 4 other other
## 72 MS F 18 R GT3 T 1 1 other other
## 73 MS F 18 R LE3 T 4 4 teacher services
## 74 MS F 18 U GT3 T 3 3 other other
## 75 MS M 18 U GT3 T 4 4 teacher teacher
## 76 MS M 18 R GT3 T 2 1 other other
## 77 MS M 18 R GT3 T 4 2 other other
## 78 MS F 18 R GT3 T 2 2 at_home other
## 79 MS F 18 R GT3 T 4 4 teacher at_home
## 80 MS F 18 U LE3 T 3 1 teacher services
## 81 MS F 18 U GT3 T 1 1 other other
## 82 MS M 18 R LE3 T 3 2 services other
## reason guardian traveltime studytime failures schoolsup famsup paid
## 1 course mother 2 2 0 yes no no
## 2 reputation mother 1 1 2 no yes no
## 3 course mother 1 1 3 no no no
## 4 course mother 3 1 3 no yes no
## 5 home mother 1 2 1 no yes yes
## 6 home father 1 2 1 no yes yes
## 7 home mother 2 2 0 no yes yes
## 8 reputation mother 1 2 1 no no no
## 9 course mother 4 2 0 yes yes yes
## 10 reputation father 1 2 1 no no no
## 11 course other 2 3 0 no yes yes
## 12 course mother 1 2 1 no yes no
## 13 course mother 2 1 1 no no no
## 14 other mother 1 1 1 no no no
## 15 home mother 1 2 0 no no no
## 16 home father 1 2 0 no yes yes
## 17 course mother 1 2 0 no yes yes
## 18 course mother 1 3 0 no no no
## 19 home mother 1 3 0 no yes yes
## 20 reputation mother 2 2 0 no yes yes
## 21 reputation mother 2 2 0 no no yes
## 22 reputation father 1 2 0 no yes yes
## 23 reputation mother 2 2 0 no yes no
## 24 reputation father 1 4 0 no yes yes
## 25 home mother 2 2 0 no yes yes
## 26 home mother 2 2 0 no no no
## 27 home mother 2 1 0 no no yes
## 28 reputation father 1 2 1 yes yes no
## 29 course mother 2 1 0 no no yes
## 30 reputation mother 2 4 0 no yes yes
## 31 home mother 2 2 0 yes no no
## 32 other mother 1 3 0 no yes yes
## 33 reputation mother 1 3 0 no no yes
## 34 reputation mother 1 2 0 no yes yes
## 35 home mother 1 2 0 no yes yes
## 36 reputation mother 1 2 1 no no no
## 37 reputation mother 2 3 0 no yes yes
## 38 home other 2 2 0 no yes yes
## 39 reputation father 1 4 0 no yes yes
## 40 home mother 1 1 0 no yes yes
## 41 home mother 1 2 0 no yes no
## 42 reputation other 1 2 1 no yes yes
## 43 course mother 2 2 0 no yes yes
## 44 course mother 1 3 0 no yes yes
## 45 course mother 1 2 0 no yes yes
## 46 course mother 1 3 0 no no no
## 47 course mother 1 4 0 no yes no
## 48 home mother 1 2 0 no no no
## 49 home other 1 2 0 no no no
## 50 course mother 2 4 0 no no no
## 51 home mother 1 4 0 no yes no
## 52 home father 1 2 1 no yes no
## 53 home mother 1 2 0 no no no
## 54 course mother 1 3 0 no yes no
## 55 other mother 1 3 0 no no no
## 56 course mother 1 3 0 no no no
## 57 course mother 1 3 0 no yes yes
## 58 course mother 2 1 1 no yes no
## 59 course mother 1 1 1 no no no
## 60 course father 1 2 0 no yes no
## 61 home father 2 1 0 no no no
## 62 course father 2 3 0 no no no
## 63 course mother 3 2 0 no no no
## 64 other mother 2 2 1 no no no
## 65 other mother 2 2 0 no yes no
## 66 course mother 2 2 0 no yes yes
## 67 other mother 2 3 0 no no yes
## 68 course father 2 1 0 no yes yes
## 69 other father 3 2 0 no yes yes
## 70 other father 3 1 0 no yes yes
## 71 reputation mother 2 3 0 no no no
## 72 home mother 4 3 0 no no no
## 73 course mother 1 2 0 no no yes
## 74 home mother 1 2 0 no no yes
## 75 home father 1 2 0 no no yes
## 76 other mother 2 1 0 no no no
## 77 home father 2 1 1 no no yes
## 78 other mother 2 3 0 no no yes
## 79 reputation mother 3 1 0 no yes yes
## 80 course mother 1 2 0 no yes yes
## 81 course mother 2 2 1 no no no
## 82 course mother 3 1 0 no no no
## activities nursery higher internet romantic famrel freetime goout Dalc Walc
## 1 no yes yes no no 4 3 4 1 1
## 2 yes yes yes yes no 3 3 3 1 2
## 3 no yes no yes yes 2 3 5 2 5
## 4 yes no yes no no 5 2 5 1 5
## 5 yes yes yes yes no 4 4 4 2 4
## 6 no yes yes yes no 3 2 4 2 4
## 7 no yes yes yes no 3 3 3 5 5
## 8 yes yes yes yes yes 5 3 3 1 1
## 9 yes yes yes yes yes 4 3 2 4 5
## 10 no yes no yes no 5 5 4 3 5
## 11 no no yes yes yes 4 4 4 1 1
## 12 no yes yes yes yes 4 3 3 1 3
## 13 no yes no yes no 4 4 5 2 4
## 14 no no no yes no 3 2 5 2 5
## 15 yes yes yes yes no 5 2 4 1 2
## 16 no yes yes yes yes 3 1 2 1 3
## 17 no no yes yes no 4 3 2 1 1
## 18 yes no yes no no 5 3 2 1 1
## 19 yes yes yes yes yes 4 3 3 1 1
## 20 yes yes yes yes no 4 2 5 3 4
## 21 yes yes yes yes no 4 3 4 2 2
## 22 yes yes yes yes yes 5 4 5 1 3
## 23 no yes no yes yes 4 3 5 1 2
## 24 yes yes yes yes yes 4 5 5 1 3
## 25 no no yes no no 4 4 3 1 1
## 26 no no no yes yes 4 1 1 1 1
## 27 yes yes yes yes no 3 2 4 1 4
## 28 yes yes yes yes yes 2 4 4 1 1
## 29 yes yes yes yes no 4 2 3 1 2
## 30 yes yes yes no no 5 2 2 1 1
## 31 yes yes yes yes no 5 4 4 1 1
## 32 no yes yes yes no 4 3 3 1 2
## 33 yes yes yes yes no 4 2 4 1 3
## 34 yes yes yes yes no 5 4 3 1 1
## 35 yes yes yes yes yes 4 3 2 1 4
## 36 no yes yes yes yes 5 4 3 1 1
## 37 yes yes yes yes no 5 4 2 1 1
## 38 no yes yes yes yes 4 4 5 1 2
## 39 no yes yes yes no 4 3 3 1 1
## 40 no yes yes yes yes 1 4 2 2 2
## 41 no yes yes yes yes 4 2 4 1 1
## 42 yes yes yes yes no 4 4 3 1 1
## 43 yes yes yes yes no 5 3 3 1 2
## 44 yes yes yes yes yes 4 3 4 1 1
## 45 no yes yes yes no 4 4 4 3 3
## 46 yes yes yes yes no 4 3 3 2 2
## 47 yes yes yes yes no 4 5 5 2 4
## 48 yes yes yes yes no 5 3 4 1 1
## 49 yes no yes yes yes 4 3 3 1 1
## 50 yes yes yes no no 4 4 4 1 1
## 51 no yes yes yes no 5 3 3 1 1
## 52 yes yes yes yes no 4 3 3 2 2
## 53 yes yes yes yes yes 4 3 3 1 3
## 54 no yes yes yes no 4 3 3 1 2
## 55 no yes yes yes yes 5 4 3 2 3
## 56 no yes yes yes yes 5 3 2 1 2
## 57 no yes yes yes yes 5 4 5 2 3
## 58 no no yes yes no 2 5 5 5 5
## 59 no yes no yes yes 4 3 3 2 3
## 60 no yes yes no yes 5 3 4 1 1
## 61 no no yes yes yes 3 3 2 1 2
## 62 no yes yes yes no 5 3 2 1 1
## 63 no yes yes no yes 4 3 4 1 4
## 64 yes no no no no 4 4 3 2 3
## 65 no yes yes yes yes 4 3 2 1 3
## 66 no yes yes no no 3 3 4 2 4
## 67 no yes yes yes yes 4 2 2 2 2
## 68 no yes yes yes yes 5 2 3 1 2
## 69 no no yes yes yes 3 2 2 4 2
## 70 yes yes no yes yes 4 3 3 2 3
## 71 no yes yes yes no 5 4 4 1 1
## 72 no yes yes yes no 4 3 2 1 2
## 73 yes yes yes yes no 5 4 3 3 4
## 74 no yes yes yes yes 4 1 3 1 2
## 75 yes no yes yes no 3 2 4 1 4
## 76 yes no yes yes yes 4 4 3 1 3
## 77 no yes yes no no 5 4 3 4 3
## 78 no yes yes no no 5 3 3 1 3
## 79 yes yes yes yes yes 4 4 3 2 2
## 80 no yes yes yes no 4 3 4 1 1
## 81 yes yes yes no no 1 1 1 1 1
## 82 no no yes yes no 4 4 1 3 4
## health absences G1 G2 G3
## 1 3 6 5 6 6
## 2 4 0 7 4 0
## 3 4 0 6 5 0
## 4 4 6 9 8 10
## 5 5 15 6 7 8
## 6 4 13 6 6 8
## 7 4 0 12 13 13
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## 9 3 14 10 8 9
## 10 2 0 7 7 0
## 11 3 0 7 0 0
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## 13 5 0 6 8 8
## 14 5 4 6 9 8
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## 16 2 21 17 18 18
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## 18 3 1 13 12 12
## 19 3 0 9 10 0
## 20 1 13 17 17 17
## 21 4 8 12 10 11
## 22 5 10 10 9 10
## 23 3 0 6 0 0
## 24 2 4 15 14 14
## 25 3 2 11 11 11
## 26 5 75 10 9 9
## 27 3 22 9 9 9
## 28 4 15 9 8 8
## 29 1 8 10 11 10
## 30 3 1 12 12 12
## 31 4 4 8 9 10
## 32 2 5 18 18 19
## 33 2 6 15 14 14
## 34 2 9 15 13 15
## 35 5 11 12 11 11
## 36 5 12 12 12 13
## 37 4 8 14 13 14
## 38 2 10 10 8 8
## 39 3 0 14 13 14
## 40 1 5 16 15 16
## 41 4 14 12 10 11
## 42 3 8 14 12 12
## 43 1 0 8 8 0
## 44 5 9 9 10 9
## 45 5 2 11 11 11
## 46 3 3 9 12 11
## 47 5 2 9 8 8
## 48 4 0 7 0 0
## 49 2 0 8 8 0
## 50 4 0 10 9 0
## 51 1 7 16 15 17
## 52 2 0 10 10 0
## 53 5 11 16 15 15
## 54 3 4 11 10 10
## 55 1 7 13 13 14
## 56 4 9 16 15 16
## 57 5 0 10 10 9
## 58 5 10 11 13 13
## 59 3 7 8 7 8
## 60 5 0 10 9 9
## 61 3 4 10 10 10
## 62 4 0 18 16 16
## 63 5 0 13 13 13
## 64 5 2 13 12 12
## 65 3 0 11 11 10
## 66 3 4 10 10 10
## 67 5 0 13 13 13
## 68 4 0 11 10 10
## 69 5 10 14 12 11
## 70 3 3 14 12 12
## 71 1 0 19 18 19
## 72 4 2 8 8 10
## 73 2 4 8 9 10
## 74 1 0 15 15 15
## 75 2 4 15 14 14
## 76 5 5 7 6 7
## 77 3 14 6 5 5
## 78 4 2 10 9 10
## 79 5 7 6 5 6
## 80 1 0 7 9 8
## 81 5 0 6 5 0
## 82 5 0 11 12 10student.mat %>% filter(guardian=="mother")## school sex age address famsize Pstatus Medu Fedu Mjob Fjob
## 1 GP F 18 U GT3 A 4 4 at_home teacher
## 2 GP F 15 U LE3 T 1 1 at_home other
## 3 GP F 15 U GT3 T 4 2 health services
## 4 GP M 16 U LE3 T 4 3 services other
## 5 GP M 16 U LE3 T 2 2 other other
## 6 GP F 17 U GT3 A 4 4 other teacher
## 7 GP M 15 U LE3 A 3 2 services other
## 8 GP M 15 U GT3 T 3 4 other other
## 9 GP F 15 U GT3 T 4 4 teacher health
## 10 GP M 15 U GT3 T 4 3 teacher other
## 11 GP F 16 U GT3 T 4 4 health other
## 12 GP F 16 U GT3 T 4 4 services services
## 13 GP F 16 U GT3 T 3 3 other other
## 14 GP M 17 U GT3 T 3 2 services services
## 15 GP M 15 U GT3 T 4 3 teacher other
## 16 GP M 16 U LE3 T 4 2 teacher other
## 17 GP M 16 U LE3 T 2 2 other other
## 18 GP F 15 R GT3 T 2 4 services health
## 19 GP F 16 U GT3 T 2 2 services services
## 20 GP M 15 U GT3 T 2 2 other other
## 21 GP M 15 U GT3 T 4 2 health services
## 22 GP M 16 U LE3 A 3 4 services other
## 23 GP M 16 U GT3 T 4 4 teacher teacher
## 24 GP M 15 U GT3 T 4 4 health services
## 25 GP M 15 U GT3 T 4 4 services services
## 26 GP M 15 R GT3 T 4 3 teacher at_home
## 27 GP M 15 U LE3 T 3 3 other other
## 28 GP M 16 U GT3 T 3 2 other other
## 29 GP M 15 U LE3 T 4 3 teacher services
## 30 GP M 16 R GT3 A 4 4 other teacher
## 31 GP F 15 R GT3 T 3 4 services health
## 32 GP F 15 R GT3 T 2 2 at_home other
## 33 GP F 16 U LE3 T 2 2 other other
## 34 GP F 15 U LE3 A 4 3 other other
## 35 GP F 16 U LE3 A 3 3 other services
## 36 GP M 16 U GT3 T 4 3 health services
## 37 GP M 15 U GT3 T 4 2 teacher other
## 38 GP F 16 U LE3 T 2 2 services services
## 39 GP F 15 U LE3 T 4 2 health other
## 40 GP F 15 U GT3 T 4 4 services services
## 41 GP F 15 U LE3 A 3 3 other other
## 42 GP F 16 U GT3 A 2 1 other other
## 43 GP F 15 U GT3 A 4 3 services services
## 44 GP M 15 U GT3 T 4 4 teacher health
## 45 GP F 16 U GT3 T 4 2 services other
## 46 GP F 16 R GT3 T 4 4 health teacher
## 47 GP F 16 U GT3 T 4 3 teacher health
## 48 GP F 16 U LE3 T 4 3 teacher services
## 49 GP M 15 U GT3 A 4 4 other services
## 50 GP F 16 U GT3 T 3 1 services other
## 51 GP F 15 R LE3 T 2 2 health services
## 52 GP M 15 U GT3 T 4 2 other other
## 53 GP F 15 R GT3 T 1 1 other other
## 54 GP M 16 U GT3 T 3 1 other other
## 55 GP F 16 U GT3 T 3 3 other services
## 56 GP M 15 U GT3 T 4 3 teacher other
## 57 GP M 15 U GT3 T 4 0 teacher other
## 58 GP F 16 U GT3 T 2 2 other other
## 59 GP M 17 U GT3 T 2 1 other other
## 60 GP F 16 U GT3 T 3 4 at_home other
## 61 GP M 15 U GT3 T 2 3 other other
## 62 GP F 15 U LE3 T 3 2 services other
## 63 GP M 15 U LE3 T 2 2 services services
## 64 GP F 16 U LE3 T 2 2 at_home other
## 65 GP F 15 U GT3 T 4 2 other other
## 66 GP M 16 U LE3 A 4 4 teacher health
## 67 GP F 16 U GT3 T 3 3 other other
## 68 GP F 15 U GT3 T 4 3 services other
## 69 GP F 16 U GT3 T 4 2 teacher services
## 70 GP M 15 U LE3 T 2 2 services health
## 71 GP F 15 R GT3 T 1 1 at_home other
## 72 GP M 16 R GT3 T 4 3 services other
## 73 GP F 16 U GT3 T 2 1 other other
## 74 GP F 16 U GT3 T 4 4 other other
## 75 GP F 16 U GT3 T 4 3 other at_home
## 76 GP M 16 U GT3 T 4 4 services services
## 77 GP M 15 U GT3 T 4 4 services other
## 78 GP F 15 U GT3 T 3 2 services other
## 79 GP M 15 U GT3 A 3 4 services other
## 80 GP F 15 U GT3 T 2 2 other other
## 81 GP F 16 U LE3 T 4 4 health health
## 82 GP M 15 U LE3 A 4 4 teacher teacher
## 83 GP F 16 U GT3 T 2 2 at_home other
## 84 GP M 15 U LE3 T 4 2 teacher other
## 85 GP M 15 R GT3 T 2 1 health services
## 86 GP F 15 U GT3 T 1 2 at_home services
## 87 GP M 16 U GT3 T 4 4 health other
## 88 GP F 16 U GT3 T 2 2 other other
## 89 GP F 15 U LE3 A 3 4 other other
## 90 GP M 18 R GT3 T 2 2 services other
## 91 GP M 16 R GT3 T 4 4 teacher teacher
## 92 GP F 15 U GT3 T 1 1 at_home other
## 93 GP M 15 R GT3 T 3 4 at_home teacher
## 94 GP F 15 U GT3 T 4 4 services at_home
## 95 GP M 17 R GT3 T 3 4 at_home other
## 96 GP M 16 U LE3 T 1 1 services other
## 97 GP F 15 U GT3 T 4 4 teacher teacher
## 98 GP F 15 U GT3 T 4 4 teacher services
## 99 GP F 16 U LE3 T 1 1 at_home at_home
## 100 GP M 17 U GT3 T 2 1 other other
## 101 GP F 15 U GT3 T 1 2 at_home other
## 102 GP M 16 U GT3 T 4 4 teacher teacher
## 103 GP M 15 U LE3 A 2 1 services other
## 104 GP M 18 U LE3 T 1 1 other other
## 105 GP M 16 U LE3 T 2 1 at_home other
## 106 GP M 19 U GT3 T 3 2 services at_home
## 107 GP F 17 U GT3 T 4 4 other teacher
## 108 GP M 15 R GT3 T 2 3 at_home services
## 109 GP M 17 R LE3 T 1 2 other other
## 110 GP F 18 R GT3 T 1 1 at_home other
## 111 GP M 16 R GT3 T 2 2 at_home other
## 112 GP M 17 R LE3 T 2 1 at_home other
## 113 GP M 15 R GT3 T 3 2 other other
## 114 GP M 16 U LE3 T 1 2 other other
## 115 GP M 17 R LE3 T 1 1 other services
## 116 GP M 16 U GT3 T 3 2 services services
## 117 GP F 16 U GT3 T 2 2 other other
## 118 GP F 16 U GT3 T 4 4 health health
## 119 GP M 16 U GT3 T 1 0 other other
## 120 GP M 17 U LE3 T 4 4 teacher other
## 121 GP F 16 U GT3 T 1 3 at_home services
## 122 GP F 16 U LE3 T 3 3 other other
## 123 GP M 17 U LE3 T 4 3 teacher other
## 124 GP F 16 U GT3 T 2 2 services other
## 125 GP M 16 R GT3 T 4 2 teacher services
## 126 GP M 17 U GT3 T 4 3 other other
## 127 GP M 16 U GT3 T 4 3 teacher other
## 128 GP M 16 U GT3 T 3 3 services other
## 129 GP F 17 U LE3 T 3 3 other other
## 130 GP F 16 U GT3 T 3 2 other other
## 131 GP M 17 U GT3 T 3 3 services services
## 132 GP M 16 U GT3 T 1 2 services services
## 133 GP M 16 U LE3 T 2 1 other other
## 134 GP F 17 U GT3 A 3 3 health other
## 135 GP M 17 R GT3 T 1 2 at_home other
## 136 GP F 16 U GT3 T 2 3 services services
## 137 GP F 17 U GT3 T 1 1 at_home services
## 138 GP M 16 R GT3 T 3 3 services services
## 139 GP M 17 U GT3 T 4 4 services teacher
## 140 GP F 17 U GT3 T 4 4 services teacher
## 141 GP F 16 U LE3 T 4 4 teacher teacher
## 142 GP F 16 U GT3 T 4 3 health other
## 143 GP F 16 U GT3 T 2 3 other other
## 144 GP F 17 U GT3 T 1 1 other other
## 145 GP F 17 R GT3 T 2 2 other other
## 146 GP F 16 R GT3 T 2 2 services services
## 147 GP F 17 U GT3 T 3 4 at_home services
## 148 GP F 16 U GT3 A 3 1 services other
## 149 GP F 16 U GT3 T 4 3 teacher other
## 150 GP F 16 U GT3 T 1 1 at_home other
## 151 GP F 17 R GT3 T 4 3 teacher other
## 152 GP M 17 U LE3 T 4 4 services other
## 153 GP F 16 U GT3 A 2 2 other other
## 154 GP M 18 U GT3 T 2 2 services other
## 155 GP F 17 R LE3 T 4 4 services other
## 156 GP F 17 U LE3 T 3 2 other other
## 157 GP F 17 U GT3 T 4 3 other other
## 158 GP F 17 U GT3 T 2 2 at_home at_home
## 159 GP F 17 R GT3 T 2 1 at_home services
## 160 GP F 17 U GT3 T 1 1 at_home other
## 161 GP F 16 U GT3 T 2 3 services teacher
## 162 GP M 18 U GT3 T 2 2 other other
## 163 GP F 16 U GT3 T 4 4 teacher services
## 164 GP F 18 R GT3 T 3 1 other other
## 165 GP F 17 U GT3 T 3 2 other other
## 166 GP M 18 U LE3 T 2 1 at_home other
## 167 GP F 17 U GT3 A 2 1 other other
## 168 GP M 17 U GT3 T 4 4 teacher teacher
## 169 GP M 16 U LE3 T 1 1 other other
## 170 GP M 16 U GT3 T 3 2 at_home other
## 171 GP F 16 U GT3 T 2 1 other other
## 172 GP F 17 R GT3 T 2 1 at_home services
## 173 GP M 17 U LE3 T 4 3 health other
## 174 GP M 17 R LE3 A 4 4 teacher other
## 175 GP M 16 U LE3 T 4 3 teacher other
## 176 GP M 16 U GT3 T 4 4 services services
## 177 GP M 16 U GT3 T 2 1 other other
## 178 GP M 22 U GT3 T 3 1 services services
## 179 GP M 18 R LE3 T 3 3 other services
## 180 GP M 16 U GT3 T 0 2 other other
## 181 GP M 18 U GT3 T 3 2 services other
## 182 GP M 18 U GT3 T 2 1 services services
## 183 GP M 16 R GT3 T 2 1 other other
## 184 GP M 17 R GT3 T 2 1 other other
## 185 GP M 17 U LE3 T 1 1 health other
## 186 GP F 17 U LE3 T 4 2 teacher services
## 187 GP M 19 U LE3 A 4 3 services at_home
## 188 GP M 18 U GT3 T 2 1 other other
## 189 GP M 18 U GT3 T 4 3 teacher other
## 190 GP M 18 R GT3 T 3 2 other other
## 191 GP F 17 U GT3 T 3 3 other other
## 192 GP F 18 U GT3 T 2 2 at_home services
## 193 GP M 18 R LE3 A 3 4 other other
## 194 GP M 17 U GT3 T 3 1 services other
## 195 GP F 18 R GT3 T 4 4 teacher other
## 196 GP F 18 R GT3 T 2 1 other other
## 197 GP F 18 U LE3 T 1 1 other other
## 198 GP M 17 R GT3 T 1 2 at_home at_home
## 199 GP F 17 U GT3 T 2 4 at_home health
## 200 GP F 17 U LE3 T 2 2 services other
## 201 GP F 18 R GT3 A 3 2 other services
## 202 GP M 18 U GT3 T 4 4 teacher services
## 203 GP M 18 U LE3 T 4 3 teacher services
## 204 GP M 17 U LE3 A 4 1 services other
## 205 GP M 17 U LE3 A 3 2 teacher services
## 206 GP F 18 R LE3 T 1 1 at_home other
## 207 GP F 18 U GT3 T 1 1 other other
## 208 GP F 17 U GT3 T 2 2 other other
## 209 GP F 18 U GT3 T 2 2 at_home at_home
## 210 GP F 17 U GT3 T 1 1 services teacher
## 211 GP M 18 U GT3 T 2 1 services services
## 212 GP M 18 U LE3 A 4 4 teacher teacher
## 213 GP M 18 U GT3 T 4 2 teacher other
## 214 GP F 17 U GT3 T 4 3 health services
## 215 GP F 18 U LE3 T 2 1 services at_home
## 216 GP F 17 R LE3 T 3 1 services other
## 217 GP M 18 R LE3 T 3 2 services other
## 218 GP M 17 U GT3 T 3 3 health other
## 219 GP M 18 U LE3 T 4 4 teacher teacher
## 220 GP F 18 U LE3 A 4 4 health other
## 221 GP F 17 U GT3 T 4 2 other other
## 222 GP F 18 U GT3 T 2 1 services other
## 223 GP F 18 U GT3 T 4 3 other other
## 224 GP F 18 U GT3 T 4 4 teacher other
## 225 GP F 17 U GT3 A 4 3 services services
## 226 GP F 17 U GT3 T 2 2 other other
## 227 GP F 17 R LE3 T 2 2 services services
## 228 GP M 18 U GT3 T 4 4 other other
## 229 GP M 17 U GT3 T 3 3 other services
## 230 GP M 17 R GT3 T 2 2 services other
## 231 GP F 17 U GT3 T 4 4 teacher services
## 232 GP F 17 U GT3 T 4 4 teacher teacher
## 233 GP M 18 U LE3 T 2 2 other other
## 234 GP F 18 U GT3 T 3 3 services services
## 235 GP F 18 R GT3 T 2 2 at_home other
## 236 GP F 17 U GT3 T 3 4 services other
## 237 GP F 17 U GT3 T 3 2 other other
## 238 GP F 18 U LE3 T 3 3 services services
## 239 GP F 17 R GT3 A 3 2 other other
## 240 GP M 18 U LE3 T 3 4 services other
## 241 GP F 18 U GT3 T 2 3 at_home other
## 242 GP F 18 U GT3 T 3 2 other services
## 243 GP M 18 R GT3 T 4 3 teacher services
## 244 GP M 18 U GT3 T 4 3 teacher other
## 245 GP F 17 U GT3 T 4 3 health other
## 246 MS M 18 R GT3 T 3 2 other other
## 247 MS M 17 U GT3 T 3 3 health other
## 248 MS M 18 U LE3 T 1 3 at_home services
## 249 MS M 17 R GT3 T 4 3 services other
## 250 MS F 17 U LE3 A 3 2 services other
## 251 MS F 18 R LE3 A 1 4 at_home other
## 252 MS M 18 R LE3 T 1 1 at_home other
## 253 MS F 18 U GT3 T 3 3 services services
## 254 MS F 17 U LE3 T 4 4 at_home at_home
## 255 MS M 18 R GT3 T 1 3 at_home other
## 256 MS M 18 U LE3 T 4 4 teacher services
## 257 MS F 17 R GT3 T 1 1 other services
## 258 MS F 17 U GT3 T 2 2 other at_home
## 259 MS F 17 R GT3 T 1 2 other other
## 260 MS F 18 R LE3 T 4 4 other other
## 261 MS F 18 R GT3 T 1 1 other other
## 262 MS F 18 R LE3 T 4 4 teacher services
## 263 MS F 18 U GT3 T 3 3 other other
## 264 MS F 17 R GT3 T 3 1 at_home other
## 265 MS M 18 R GT3 T 2 1 other other
## 266 MS M 19 R GT3 T 1 1 other services
## 267 MS F 18 R GT3 T 2 2 at_home other
## 268 MS F 18 R GT3 T 4 4 teacher at_home
## 269 MS F 19 R GT3 T 2 3 services other
## 270 MS F 18 U LE3 T 3 1 teacher services
## 271 MS F 18 U GT3 T 1 1 other other
## 272 MS M 17 U LE3 T 3 1 services services
## 273 MS M 18 R LE3 T 3 2 services other
## reason guardian traveltime studytime failures schoolsup famsup paid
## 1 course mother 2 2 0 yes no no
## 2 other mother 1 2 3 yes no yes
## 3 home mother 1 3 0 no yes yes
## 4 reputation mother 1 2 0 no yes yes
## 5 home mother 1 2 0 no no no
## 6 home mother 2 2 0 yes yes no
## 7 home mother 1 2 0 no yes yes
## 8 home mother 1 2 0 no yes yes
## 9 reputation mother 1 2 0 no yes yes
## 10 course mother 2 2 0 no yes yes
## 11 home mother 1 1 0 no yes no
## 12 reputation mother 1 3 0 no yes yes
## 13 reputation mother 3 2 0 yes yes no
## 14 course mother 1 1 3 no yes no
## 15 reputation mother 1 2 0 no no no
## 16 course mother 1 2 0 no no no
## 17 reputation mother 2 2 0 no yes no
## 18 course mother 1 3 0 yes yes yes
## 19 home mother 1 1 2 no yes yes
## 20 home mother 1 1 0 no yes yes
## 21 other mother 1 1 0 no no yes
## 22 home mother 1 2 0 yes yes no
## 23 home mother 1 2 0 no yes yes
## 24 home mother 1 2 0 no yes yes
## 25 reputation mother 2 2 0 no yes no
## 26 course mother 1 2 0 no yes no
## 27 course mother 1 2 0 no no no
## 28 home mother 1 1 0 no yes yes
## 29 home mother 1 3 0 no yes no
## 30 reputation mother 2 3 0 no yes no
## 31 course mother 1 3 0 yes yes yes
## 32 reputation mother 1 1 0 yes yes yes
## 33 home mother 2 2 1 no yes no
## 34 course mother 1 2 0 yes yes yes
## 35 home mother 1 2 0 no yes no
## 36 reputation mother 1 4 0 no no no
## 37 home mother 1 2 0 no yes yes
## 38 course mother 3 2 0 no yes yes
## 39 other mother 1 2 0 no yes yes
## 40 course mother 1 1 0 yes yes yes
## 41 other mother 1 1 0 no no yes
## 42 other mother 1 2 0 no no yes
## 43 reputation mother 1 2 0 no yes yes
## 44 reputation mother 1 2 0 no yes no
## 45 course mother 1 2 0 no yes no
## 46 other mother 1 2 0 no yes no
## 47 home mother 1 3 0 yes yes yes
## 48 course mother 3 2 0 no yes no
## 49 reputation mother 1 4 0 no yes no
## 50 course mother 1 4 0 yes yes yes
## 51 reputation mother 2 2 0 yes yes yes
## 52 course mother 1 4 0 no no no
## 53 reputation mother 1 2 2 yes yes no
## 54 reputation mother 1 1 0 no no no
## 55 home mother 1 2 0 yes yes yes
## 56 home mother 1 2 0 no yes yes
## 57 course mother 2 4 0 no no no
## 58 reputation mother 1 4 0 no no yes
## 59 home mother 2 1 3 yes yes no
## 60 course mother 1 2 0 no yes no
## 61 home mother 1 3 0 yes no yes
## 62 reputation mother 1 2 0 no yes yes
## 63 home mother 2 2 0 no no yes
## 64 course mother 1 2 0 no yes no
## 65 reputation mother 1 3 0 no yes no
## 66 reputation mother 1 2 0 no yes no
## 67 home mother 1 3 0 no yes yes
## 68 reputation mother 1 1 0 no no yes
## 69 home mother 2 2 0 no yes yes
## 70 reputation mother 1 4 0 no yes no
## 71 home mother 2 4 1 yes yes yes
## 72 reputation mother 2 1 0 yes yes no
## 73 course mother 1 2 0 no yes yes
## 74 reputation mother 1 1 0 no no no
## 75 course mother 1 3 0 yes yes yes
## 76 other mother 1 1 0 yes yes yes
## 77 course mother 1 1 0 no yes no
## 78 home mother 2 2 0 yes yes yes
## 79 course mother 1 2 0 no yes yes
## 80 course mother 1 4 0 yes yes yes
## 81 other mother 1 3 0 no yes yes
## 82 course mother 1 1 0 no no no
## 83 home mother 1 2 1 yes no no
## 84 course mother 1 1 0 no no no
## 85 reputation mother 1 2 0 no no no
## 86 course mother 1 2 0 no no no
## 87 course mother 1 1 0 no yes no
## 88 home mother 1 2 0 no no yes
## 89 home mother 1 2 0 yes no no
## 90 reputation mother 1 1 2 no yes no
## 91 course mother 1 1 0 no no yes
## 92 course mother 3 1 0 no yes no
## 93 course mother 4 2 0 no yes no
## 94 course mother 1 3 0 no yes no
## 95 course mother 3 2 0 no no no
## 96 course mother 1 2 1 no no no
## 97 course mother 2 1 0 no no no
## 98 course mother 1 3 0 no yes yes
## 99 course mother 1 1 0 no no no
## 100 home mother 1 1 3 no yes no
## 101 course mother 1 2 0 no yes yes
## 102 course mother 1 1 0 no yes no
## 103 course mother 4 1 3 no no no
## 104 course mother 1 1 3 no no no
## 105 course mother 1 1 1 no no no
## 106 home mother 1 1 3 no yes no
## 107 course mother 1 1 0 yes yes no
## 108 course mother 1 2 0 yes no yes
## 109 reputation mother 1 1 0 no no no
## 110 course mother 3 1 3 no yes no
## 111 course mother 3 1 0 no no no
## 112 course mother 2 1 2 no no no
## 113 course mother 2 2 2 yes yes no
## 114 course mother 2 1 1 no no no
## 115 course mother 4 2 3 no no no
## 116 course mother 2 1 1 no yes no
## 117 home mother 1 2 0 no yes yes
## 118 reputation mother 1 2 0 no yes yes
## 119 reputation mother 2 2 0 no yes yes
## 120 reputation mother 1 2 0 no yes yes
## 121 home mother 1 2 3 no no no
## 122 reputation mother 2 2 0 no yes yes
## 123 course mother 2 2 0 no no yes
## 124 reputation mother 2 2 0 no no yes
## 125 other mother 1 1 0 no yes no
## 126 course mother 1 2 0 no yes no
## 127 home mother 1 2 0 no yes yes
## 128 home mother 1 2 0 no no yes
## 129 reputation mother 1 2 0 no yes no
## 130 reputation mother 1 2 0 no yes yes
## 131 other mother 1 2 0 no yes no
## 132 other mother 1 1 0 no yes yes
## 133 course mother 1 2 0 no no yes
## 134 reputation mother 1 2 0 no yes no
## 135 home mother 1 2 0 no no no
## 136 course mother 1 2 0 no no no
## 137 course mother 1 2 0 no no no
## 138 reputation mother 1 1 0 no yes no
## 139 home mother 1 1 0 no no no
## 140 home mother 2 1 1 no yes no
## 141 reputation mother 1 2 0 no yes yes
## 142 home mother 1 2 0 no yes no
## 143 reputation mother 1 2 0 yes yes yes
## 144 course mother 1 2 0 no yes yes
## 145 reputation mother 1 1 0 no yes no
## 146 reputation mother 2 4 0 no yes yes
## 147 home mother 1 3 1 no yes yes
## 148 course mother 1 2 3 no yes yes
## 149 other mother 1 2 0 no no yes
## 150 home mother 2 1 0 no yes yes
## 151 reputation mother 2 3 0 no yes yes
## 152 home mother 1 2 0 no yes yes
## 153 reputation mother 1 2 0 yes yes yes
## 154 home mother 1 2 1 no yes yes
## 155 other mother 1 1 0 no yes yes
## 156 reputation mother 2 2 0 no no yes
## 157 reputation mother 1 2 2 no no yes
## 158 course mother 1 3 0 no yes yes
## 159 reputation mother 2 2 0 no yes no
## 160 reputation mother 1 3 1 no yes no
## 161 other mother 1 2 0 yes no no
## 162 home mother 2 2 0 no yes yes
## 163 home mother 1 3 0 no yes no
## 164 reputation mother 1 2 1 no no no
## 165 course mother 1 2 0 no no no
## 166 course mother 4 2 0 yes yes yes
## 167 course mother 2 3 0 no no no
## 168 reputation mother 1 2 0 yes yes no
## 169 home mother 2 2 0 no yes yes
## 170 reputation mother 2 3 0 no no no
## 171 home mother 1 1 0 no no no
## 172 course mother 3 2 0 no no no
## 173 course mother 2 2 0 no no no
## 174 course mother 2 2 0 no yes yes
## 175 course mother 1 1 0 no no no
## 176 course mother 1 1 0 no no no
## 177 course mother 3 1 0 no no no
## 178 other mother 1 1 3 no no no
## 179 course mother 1 2 1 no yes no
## 180 other mother 1 1 0 no no yes
## 181 course mother 2 1 1 no no no
## 182 other mother 1 1 1 no no no
## 183 course mother 2 1 0 no no no
## 184 course mother 1 1 0 no no no
## 185 course mother 2 1 1 no yes no
## 186 reputation mother 1 4 0 no yes yes
## 187 reputation mother 1 2 0 no yes no
## 188 home mother 1 2 0 no no no
## 189 course mother 1 2 0 no yes yes
## 190 course mother 1 3 0 no no no
## 191 home mother 1 3 0 no no no
## 192 home mother 1 3 0 no yes yes
## 193 reputation mother 2 2 0 no yes yes
## 194 other mother 1 2 0 no no yes
## 195 reputation mother 2 2 0 no no yes
## 196 reputation mother 2 2 0 no yes no
## 197 home mother 2 2 0 no yes yes
## 198 home mother 1 2 0 no yes yes
## 199 reputation mother 2 2 0 no yes yes
## 200 course mother 2 2 0 yes yes yes
## 201 home mother 2 2 0 no no no
## 202 home mother 2 1 0 no no yes
## 203 course mother 2 1 0 no no yes
## 204 home mother 2 1 0 no no yes
## 205 home mother 1 1 1 no no no
## 206 reputation mother 2 4 0 no yes yes
## 207 home mother 2 2 0 yes no no
## 208 course mother 1 2 0 no yes no
## 209 other mother 1 3 0 no yes yes
## 210 reputation mother 1 3 0 no yes yes
## 211 reputation mother 1 3 0 no no yes
## 212 reputation mother 1 2 0 no yes yes
## 213 home mother 1 2 0 no yes yes
## 214 reputation mother 1 3 0 no yes yes
## 215 reputation mother 1 2 1 no no no
## 216 reputation mother 2 4 0 no yes yes
## 217 reputation mother 2 3 0 no yes yes
## 218 home mother 1 1 0 no yes yes
## 219 home mother 1 1 0 no yes yes
## 220 home mother 1 2 0 no yes no
## 221 reputation mother 2 3 0 no yes yes
## 222 course mother 2 2 0 no yes yes
## 223 course mother 1 3 0 no yes yes
## 224 course mother 1 2 0 no yes yes
## 225 course mother 1 2 0 no yes yes
## 226 course mother 1 2 0 no yes no
## 227 course mother 1 3 0 no yes yes
## 228 course mother 1 3 0 no no no
## 229 reputation mother 1 1 0 no no no
## 230 course mother 4 1 0 no yes no
## 231 course mother 1 3 0 no yes yes
## 232 course mother 2 3 0 no yes yes
## 233 course mother 1 4 0 no yes no
## 234 home mother 1 2 0 no no no
## 235 course mother 2 4 0 no no no
## 236 course mother 1 3 0 no no no
## 237 home mother 1 2 0 no yes yes
## 238 home mother 1 4 0 no yes no
## 239 home mother 1 2 0 no yes yes
## 240 home mother 1 2 0 no no no
## 241 course mother 1 3 0 no yes no
## 242 other mother 1 3 0 no no no
## 243 course mother 1 3 0 no no no
## 244 course mother 1 3 0 no yes yes
## 245 reputation mother 1 3 0 no yes yes
## 246 course mother 2 1 1 no yes no
## 247 course mother 2 2 0 no yes yes
## 248 course mother 1 1 1 no no no
## 249 home mother 2 2 0 no yes yes
## 250 reputation mother 2 2 0 no no no
## 251 course mother 3 2 0 no no no
## 252 other mother 2 2 1 no no no
## 253 other mother 2 2 0 no yes no
## 254 course mother 1 2 0 no yes yes
## 255 course mother 2 2 0 no yes yes
## 256 other mother 2 3 0 no no yes
## 257 reputation mother 3 1 1 no yes yes
## 258 home mother 1 3 0 no no no
## 259 course mother 1 1 0 no no no
## 260 reputation mother 2 3 0 no no no
## 261 home mother 4 3 0 no no no
## 262 course mother 1 2 0 no no yes
## 263 home mother 1 2 0 no no yes
## 264 reputation mother 1 2 0 no yes yes
## 265 other mother 2 1 0 no no no
## 266 other mother 2 1 1 no no no
## 267 other mother 2 3 0 no no yes
## 268 reputation mother 3 1 0 no yes yes
## 269 course mother 1 3 1 no no no
## 270 course mother 1 2 0 no yes yes
## 271 course mother 2 2 1 no no no
## 272 course mother 2 1 0 no no no
## 273 course mother 3 1 0 no no no
## activities nursery higher internet romantic famrel freetime goout Dalc Walc
## 1 no yes yes no no 4 3 4 1 1
## 2 no yes yes yes no 4 3 2 2 3
## 3 yes yes yes yes yes 3 2 2 1 1
## 4 yes yes yes yes no 5 4 2 1 2
## 5 no yes yes yes no 4 4 4 1 1
## 6 no yes yes no no 4 1 4 1 1
## 7 no yes yes yes no 4 2 2 1 1
## 8 yes yes yes yes no 5 5 1 1 1
## 9 no yes yes yes no 3 3 3 1 2
## 10 no yes yes yes no 5 4 3 1 2
## 11 no yes yes yes no 4 4 4 1 2
## 12 yes yes yes yes no 3 2 3 1 2
## 13 yes yes yes no no 5 3 2 1 1
## 14 yes yes yes yes no 5 5 5 2 4
## 15 no yes yes yes no 4 4 1 1 1
## 16 yes yes yes yes no 4 5 1 1 3
## 17 yes yes yes yes no 5 4 4 2 4
## 18 yes yes yes yes no 4 3 2 1 1
## 19 no no yes yes no 1 2 2 1 3
## 20 no yes yes yes no 4 2 2 1 2
## 21 no yes yes yes no 2 2 4 2 4
## 22 yes yes yes yes no 5 3 3 1 1
## 23 yes yes yes yes yes 4 4 5 5 5
## 24 no no yes yes no 5 4 2 3 4
## 25 yes yes yes yes no 4 3 1 1 1
## 26 yes yes yes yes yes 4 5 2 1 1
## 27 yes no yes yes no 5 3 2 1 1
## 28 no no yes yes no 5 4 3 1 1
## 29 yes yes yes yes no 5 4 3 1 1
## 30 yes yes yes yes yes 2 4 3 1 1
## 31 yes yes yes yes no 4 3 2 1 1
## 32 yes yes yes no no 4 3 1 1 1
## 33 yes no yes yes yes 3 3 3 1 2
## 34 yes yes yes yes yes 5 2 2 1 1
## 35 no yes yes yes no 2 3 5 1 4
## 36 yes yes yes yes no 4 2 2 1 1
## 37 no yes yes no no 4 3 3 2 2
## 38 no yes yes yes no 4 3 3 2 3
## 39 no yes yes yes no 4 3 3 1 1
## 40 no yes yes yes no 3 3 4 2 3
## 41 no yes yes yes no 5 3 4 4 4
## 42 yes yes yes yes yes 5 3 4 1 1
## 43 yes yes yes yes no 4 3 2 1 1
## 44 yes yes yes no no 3 2 2 1 1
## 45 no yes yes yes no 4 2 3 1 1
## 46 yes yes yes no no 2 4 4 2 3
## 47 yes yes yes yes no 3 4 4 2 4
## 48 yes yes yes yes no 5 4 3 1 2
## 49 yes no yes yes yes 1 3 3 5 5
## 50 no yes yes yes no 4 3 3 1 2
## 51 no yes yes yes no 4 1 3 1 3
## 52 no yes yes yes no 3 3 3 1 1
## 53 no no yes yes yes 3 3 4 2 4
## 54 yes yes yes no no 5 3 2 2 2
## 55 yes yes yes yes no 4 3 3 2 4
## 56 yes yes yes yes no 4 3 3 2 3
## 57 yes yes yes yes no 3 4 3 1 1
## 58 no yes yes yes yes 5 2 3 1 3
## 59 yes yes no yes no 4 5 1 1 1
## 60 no yes yes yes no 2 4 3 1 2
## 61 no no yes yes no 5 3 2 1 2
## 62 no yes yes yes no 4 4 4 1 1
## 63 yes yes yes yes no 5 3 3 1 3
## 64 no yes yes no no 4 3 4 1 2
## 65 yes yes yes yes no 5 3 3 1 3
## 66 no yes yes no no 4 1 3 3 5
## 67 no yes yes yes yes 4 3 3 1 3
## 68 yes yes yes yes no 4 5 5 1 3
## 69 yes yes yes yes no 5 3 3 1 1
## 70 yes yes yes yes no 4 3 4 1 1
## 71 yes yes yes yes no 3 1 2 1 1
## 72 yes no yes yes no 3 3 3 1 1
## 73 no yes yes no yes 4 3 5 1 1
## 74 yes no yes yes no 5 3 4 1 2
## 75 no yes yes yes no 5 3 5 1 1
## 76 yes yes yes yes no 4 5 5 5 5
## 77 yes no yes yes no 5 3 3 1 1
## 78 no yes yes yes no 4 3 5 1 1
## 79 yes yes yes yes no 5 4 4 1 1
## 80 no yes yes yes no 5 1 2 1 1
## 81 yes yes yes yes yes 5 4 5 1 1
## 82 yes yes yes yes no 5 5 3 1 1
## 83 yes yes yes yes no 3 1 2 1 1
## 84 no yes yes yes no 3 5 2 1 1
## 85 yes yes yes yes yes 5 4 2 1 1
## 86 no no yes yes no 3 2 3 1 2
## 87 yes yes yes yes no 3 4 4 1 4
## 88 no yes yes yes yes 5 4 4 1 1
## 89 yes yes yes yes yes 5 3 2 1 1
## 90 yes yes yes yes no 3 3 3 1 2
## 91 yes yes yes yes no 3 5 5 2 5
## 92 yes no yes yes yes 4 3 3 1 2
## 93 no yes yes no yes 5 3 3 1 1
## 94 yes yes yes yes yes 4 3 3 1 1
## 95 no yes yes no no 5 4 5 2 4
## 96 no yes yes no yes 4 4 4 1 3
## 97 yes yes yes yes no 4 3 2 1 1
## 98 yes yes yes yes no 4 2 2 1 1
## 99 no yes yes yes no 3 4 4 3 3
## 100 no yes yes yes no 5 4 5 1 2
## 101 no no yes yes no 4 3 2 1 1
## 102 no yes no yes yes 3 3 2 2 1
## 103 no yes yes yes no 4 5 5 2 5
## 104 no yes no yes yes 2 3 5 2 5
## 105 yes yes yes no yes 4 4 4 3 5
## 106 no yes no yes yes 4 5 4 1 1
## 107 no yes yes no yes 4 2 1 1 1
## 108 yes yes yes no no 4 4 4 1 1
## 109 no yes yes no no 2 2 2 3 3
## 110 yes no yes no no 5 2 5 1 5
## 111 no no yes no no 4 2 2 1 2
## 112 yes yes no yes yes 3 3 2 2 2
## 113 no yes yes yes yes 4 4 4 1 4
## 114 yes yes yes no no 4 4 4 2 4
## 115 yes yes no no yes 5 3 5 1 5
## 116 yes no no no no 4 5 2 1 1
## 117 no no yes yes no 5 1 5 1 1
## 118 no yes yes yes yes 4 4 2 1 1
## 119 yes yes yes yes yes 4 3 2 1 1
## 120 yes yes yes yes no 4 4 4 1 3
## 121 yes no yes yes yes 4 3 5 1 1
## 122 yes yes yes yes no 4 4 5 1 1
## 123 yes yes yes yes no 4 4 4 4 4
## 124 yes no yes yes no 3 4 4 1 4
## 125 yes yes yes yes yes 4 3 3 3 4
## 126 yes yes yes yes yes 5 2 3 1 1
## 127 yes yes yes yes no 3 4 3 2 3
## 128 yes yes yes yes yes 4 2 3 1 2
## 129 yes yes yes yes yes 5 3 3 2 3
## 130 no yes yes yes no 1 2 2 1 2
## 131 yes yes yes yes yes 4 3 4 2 3
## 132 yes yes yes yes yes 3 3 3 1 2
## 133 yes yes yes yes yes 4 2 3 1 2
## 134 no no yes yes yes 3 3 3 1 3
## 135 no yes yes no no 3 1 3 1 5
## 136 no yes yes yes no 4 3 3 1 1
## 137 yes yes yes yes no 5 3 3 1 1
## 138 yes yes yes yes no 4 3 2 3 4
## 139 no yes yes yes no 5 2 3 1 2
## 140 no yes yes yes no 4 2 4 2 3
## 141 no yes yes yes no 4 5 2 1 2
## 142 yes yes yes yes no 4 3 5 1 5
## 143 yes yes yes no no 4 4 3 1 3
## 144 no no yes no no 4 4 4 1 3
## 145 no yes yes yes no 5 3 2 1 2
## 146 yes no yes yes no 5 3 5 1 1
## 147 no yes yes yes yes 4 4 3 3 4
## 148 no yes yes yes no 2 3 3 2 2
## 149 yes yes yes yes yes 1 3 2 1 1
## 150 no yes yes no no 4 3 2 1 4
## 151 yes yes yes yes yes 4 4 2 1 1
## 152 no yes yes yes yes 5 3 5 4 5
## 153 no yes yes yes no 3 3 4 1 1
## 154 yes yes yes yes no 4 4 4 2 4
## 155 no yes yes no no 5 2 1 1 2
## 156 no yes yes yes no 4 4 4 1 3
## 157 no yes yes yes yes 3 4 5 2 4
## 158 yes yes yes yes no 4 3 3 1 1
## 159 yes yes yes yes no 4 2 5 1 2
## 160 yes yes yes no yes 4 3 4 1 1
## 161 no yes yes yes no 2 3 1 1 1
## 162 no yes yes yes no 3 3 3 5 5
## 163 yes no yes yes no 5 3 2 1 1
## 164 yes yes yes yes yes 5 3 3 1 1
## 165 yes no yes yes no 5 3 4 1 3
## 166 yes yes yes yes yes 4 3 2 4 5
## 167 yes yes yes yes yes 3 2 3 1 2
## 168 yes yes yes yes yes 4 5 5 1 3
## 169 no yes yes yes no 3 4 2 1 1
## 170 yes yes yes yes yes 5 3 3 1 3
## 171 no yes yes yes yes 4 5 2 1 1
## 172 yes yes yes no no 2 1 1 1 1
## 173 yes yes yes yes yes 2 5 5 1 4
## 174 no yes yes yes no 3 3 3 2 3
## 175 yes no yes yes no 5 4 5 1 1
## 176 yes yes yes yes no 5 3 2 1 2
## 177 no yes yes yes no 4 3 3 1 1
## 178 no no no yes yes 5 4 5 5 5
## 179 no yes yes yes yes 4 3 3 1 3
## 180 no no yes yes no 4 3 2 2 4
## 181 no yes no yes no 4 4 5 2 4
## 182 no no no yes no 3 2 5 2 5
## 183 yes no yes no no 3 3 2 1 3
## 184 no no yes yes no 4 4 2 2 4
## 185 yes yes yes yes no 4 4 4 1 2
## 186 yes yes yes yes no 4 2 3 1 1
## 187 no yes yes yes no 4 3 1 1 1
## 188 yes yes yes yes no 5 2 4 1 2
## 189 no no yes yes no 4 3 2 1 1
## 190 yes no yes no no 5 3 2 1 1
## 191 yes no yes no no 3 2 3 1 1
## 192 yes yes yes yes yes 4 3 3 1 1
## 193 yes yes yes yes no 4 2 5 3 4
## 194 yes yes yes yes yes 5 4 4 3 4
## 195 yes yes yes yes no 4 3 4 2 2
## 196 no yes no yes yes 4 3 5 1 2
## 197 no no yes no no 4 4 3 1 1
## 198 yes no yes no yes 3 5 2 2 2
## 199 no yes yes yes yes 4 3 3 1 1
## 200 no yes yes yes yes 4 4 4 2 3
## 201 no no no yes yes 4 1 1 1 1
## 202 yes yes yes yes no 3 2 4 1 4
## 203 yes yes yes yes no 4 2 3 1 2
## 204 yes yes yes yes yes 4 5 4 2 4
## 205 no yes yes yes no 4 4 4 3 4
## 206 yes yes yes no no 5 2 2 1 1
## 207 yes yes yes yes no 5 4 4 1 1
## 208 no no yes yes no 5 4 5 1 2
## 209 no yes yes yes no 4 3 3 1 2
## 210 no yes yes yes no 4 3 3 1 1
## 211 yes yes yes yes no 4 2 4 1 3
## 212 yes yes yes yes no 5 4 3 1 1
## 213 yes yes yes yes yes 4 3 2 1 4
## 214 no yes yes yes no 4 2 2 1 2
## 215 no yes yes yes yes 5 4 3 1 1
## 216 no yes yes no no 3 1 2 1 1
## 217 yes yes yes yes no 5 4 2 1 1
## 218 no yes yes yes no 4 4 3 1 3
## 219 no yes yes yes yes 1 4 2 2 2
## 220 no yes yes yes yes 4 2 4 1 1
## 221 no yes yes yes no 4 3 3 1 1
## 222 yes yes yes yes no 5 3 3 1 2
## 223 yes yes yes yes yes 4 3 4 1 1
## 224 no yes yes yes no 4 4 4 3 3
## 225 no yes yes yes yes 5 2 2 1 2
## 226 no yes yes no yes 4 2 2 1 1
## 227 yes yes yes yes no 3 3 2 2 2
## 228 yes yes yes yes no 4 3 3 2 2
## 229 yes no yes yes no 4 3 5 3 5
## 230 no yes yes yes no 4 4 5 5 5
## 231 yes yes yes yes no 5 4 4 1 3
## 232 no no yes yes yes 4 3 3 1 2
## 233 yes yes yes yes no 4 5 5 2 4
## 234 yes yes yes yes no 5 3 4 1 1
## 235 yes yes yes no no 4 4 4 1 1
## 236 no yes yes yes no 4 4 5 1 3
## 237 no yes yes yes yes 4 3 2 2 3
## 238 no yes yes yes no 5 3 3 1 1
## 239 no yes yes yes no 4 3 3 2 3
## 240 yes yes yes yes yes 4 3 3 1 3
## 241 no yes yes yes no 4 3 3 1 2
## 242 no yes yes yes yes 5 4 3 2 3
## 243 no yes yes yes yes 5 3 2 1 2
## 244 no yes yes yes yes 5 4 5 2 3
## 245 yes yes yes yes yes 4 4 3 1 3
## 246 no no yes yes no 2 5 5 5 5
## 247 no yes yes yes no 4 5 4 2 3
## 248 no yes no yes yes 4 3 3 2 3
## 249 yes no yes yes yes 4 5 5 1 3
## 250 no yes yes no yes 1 2 3 1 2
## 251 no yes yes no yes 4 3 4 1 4
## 252 yes no no no no 4 4 3 2 3
## 253 no yes yes yes yes 4 3 2 1 3
## 254 yes yes yes yes yes 2 3 4 1 1
## 255 no yes yes no no 3 3 4 2 4
## 256 no yes yes yes yes 4 2 2 2 2
## 257 no yes yes yes yes 5 2 1 1 2
## 258 yes yes yes no yes 3 4 3 1 1
## 259 yes yes yes yes no 3 5 5 1 3
## 260 no yes yes yes no 5 4 4 1 1
## 261 no yes yes yes no 4 3 2 1 2
## 262 yes yes yes yes no 5 4 3 3 4
## 263 no yes yes yes yes 4 1 3 1 2
## 264 yes no yes yes no 4 5 4 2 3
## 265 yes no yes yes yes 4 4 3 1 3
## 266 no yes yes no no 4 3 2 1 3
## 267 no yes yes no no 5 3 3 1 3
## 268 yes yes yes yes yes 4 4 3 2 2
## 269 yes no yes yes no 5 4 2 1 2
## 270 no yes yes yes no 4 3 4 1 1
## 271 yes yes yes no no 1 1 1 1 1
## 272 no no yes yes no 2 4 5 3 4
## 273 no no yes yes no 4 4 1 3 4
## health absences G1 G2 G3
## 1 3 6 5 6 6
## 2 3 10 7 8 10
## 3 5 2 15 14 15
## 4 5 10 15 15 15
## 5 3 0 12 12 11
## 6 1 6 6 5 6
## 7 1 0 16 18 19
## 8 5 0 14 15 15
## 9 2 0 10 8 9
## 10 3 2 10 10 11
## 11 2 4 14 14 14
## 12 2 6 13 14 14
## 13 4 4 8 10 10
## 14 5 16 6 5 5
## 15 1 0 13 14 15
## 16 5 2 15 15 16
## 17 5 0 13 13 12
## 18 5 2 10 9 8
## 19 5 14 6 9 8
## 20 5 2 12 12 11
## 21 1 4 15 16 15
## 22 5 4 11 11 11
## 23 5 16 10 12 11
## 24 5 0 9 11 12
## 25 5 0 17 16 17
## 26 5 0 17 16 16
## 27 2 0 8 10 12
## 28 5 0 12 14 15
## 29 4 2 15 16 18
## 30 5 7 15 16 15
## 31 5 2 12 12 11
## 32 2 8 14 13 13
## 33 3 25 7 10 11
## 34 5 8 8 8 6
## 35 3 12 11 12 11
## 36 2 4 19 19 20
## 37 5 2 15 15 14
## 38 4 2 12 13 13
## 39 5 2 11 13 13
## 40 5 0 8 10 11
## 41 1 6 10 13 13
## 42 2 8 8 9 10
## 43 1 0 14 15 15
## 44 5 4 14 15 15
## 45 5 2 15 16 16
## 46 4 6 10 11 11
## 47 4 2 10 9 9
## 48 1 2 16 15 15
## 49 3 4 13 13 12
## 50 5 4 7 7 6
## 51 4 2 8 9 8
## 52 3 0 10 10 10
## 53 5 2 8 6 5
## 54 5 2 12 12 14
## 55 5 54 11 12 11
## 56 5 6 9 9 10
## 57 1 8 11 11 10
## 58 3 0 11 11 11
## 59 3 2 8 8 10
## 60 3 12 5 5 5
## 61 5 4 11 10 11
## 62 5 10 7 6 6
## 63 4 4 15 15 15
## 64 2 4 8 7 6
## 65 1 4 13 14 14
## 66 5 18 8 6 7
## 67 4 0 7 7 8
## 68 1 4 16 17 18
## 69 1 0 11 10 10
## 70 4 6 11 13 14
## 71 1 2 7 10 10
## 72 4 2 11 15 15
## 73 5 2 8 9 10
## 74 1 6 11 14 14
## 75 3 0 7 9 8
## 76 4 14 7 7 5
## 77 5 4 10 13 14
## 78 2 26 7 6 6
## 79 1 0 16 18 18
## 80 3 8 7 8 8
## 81 4 4 14 15 16
## 82 4 6 18 19 19
## 83 5 6 10 13 13
## 84 3 10 18 19 19
## 85 5 8 9 9 9
## 86 1 2 16 15 15
## 87 5 18 14 11 13
## 88 5 0 8 7 8
## 89 1 0 7 10 11
## 90 4 0 7 4 0
## 91 4 8 18 18 18
## 92 4 0 8 0 0
## 93 5 0 9 0 0
## 94 5 0 11 0 0
## 95 5 0 10 0 0
## 96 5 0 14 12 12
## 97 5 0 16 16 15
## 98 5 2 9 11 11
## 99 1 2 14 14 13
## 100 5 0 5 0 0
## 101 5 2 10 11 11
## 102 5 0 7 6 0
## 103 5 0 8 9 10
## 104 4 0 6 5 0
## 105 5 6 12 13 14
## 106 4 0 5 0 0
## 107 4 0 11 11 12
## 108 1 2 11 8 8
## 109 5 8 16 12 13
## 110 4 6 9 8 10
## 111 3 2 17 15 15
## 112 5 0 7 6 0
## 113 3 6 5 9 7
## 114 5 0 7 0 0
## 115 5 0 5 8 7
## 116 2 16 12 11 12
## 117 4 0 6 7 0
## 118 3 0 14 14 14
## 119 3 2 13 15 16
## 120 5 0 13 11 10
## 121 3 0 8 7 0
## 122 4 4 10 11 9
## 123 4 4 10 9 9
## 124 5 2 13 13 11
## 125 3 10 10 8 9
## 126 2 4 10 10 11
## 127 3 10 9 8 8
## 128 3 2 12 13 12
## 129 1 56 9 9 8
## 130 1 14 12 13 12
## 131 4 12 12 12 11
## 132 3 2 11 12 11
## 133 5 0 15 15 15
## 134 3 6 8 7 9
## 135 3 4 8 9 10
## 136 2 10 11 12 13
## 137 3 0 8 8 9
## 138 5 8 8 9 10
## 139 5 4 17 15 16
## 140 2 24 18 18 18
## 141 3 0 9 9 10
## 142 2 2 16 16 16
## 143 4 6 8 10 10
## 144 1 4 9 9 10
## 145 3 18 7 6 6
## 146 5 6 10 10 11
## 147 5 28 10 9 9
## 148 4 5 7 7 7
## 149 1 10 11 12 13
## 150 5 6 9 9 10
## 151 4 6 7 7 7
## 152 3 13 12 12 13
## 153 4 0 12 13 14
## 154 5 15 6 7 8
## 155 3 12 8 10 10
## 156 1 2 14 15 15
## 157 1 22 6 6 4
## 158 4 4 9 10 10
## 159 5 2 6 6 6
## 160 5 0 6 5 0
## 161 3 2 16 16 17
## 162 4 0 12 13 13
## 163 5 0 13 13 14
## 164 4 16 9 8 7
## 165 3 10 16 15 15
## 166 3 14 10 8 9
## 167 3 10 12 10 12
## 168 2 14 11 9 9
## 169 5 18 9 7 6
## 170 2 10 11 9 10
## 171 5 20 13 12 12
## 172 3 2 13 11 11
## 173 5 14 12 12 12
## 174 4 2 10 11 12
## 175 3 0 6 0 0
## 176 5 0 13 12 12
## 177 4 6 18 18 18
## 178 1 16 6 8 8
## 179 5 8 3 5 5
## 180 5 0 13 15 15
## 181 5 0 6 8 8
## 182 5 4 6 9 8
## 183 3 0 8 9 8
## 184 5 0 8 12 12
## 185 5 2 7 9 8
## 186 4 6 14 12 13
## 187 1 12 11 11 11
## 188 4 8 15 14 14
## 189 3 2 8 8 8
## 190 3 1 13 12 12
## 191 4 4 10 9 9
## 192 3 0 9 10 0
## 193 1 13 17 17 17
## 194 5 2 9 9 10
## 195 4 8 12 10 11
## 196 3 0 6 0 0
## 197 3 2 11 11 11
## 198 1 2 15 14 14
## 199 1 2 10 10 10
## 200 5 6 12 12 12
## 201 5 75 10 9 9
## 202 3 22 9 9 9
## 203 1 8 10 11 10
## 204 5 30 8 8 8
## 205 3 19 11 9 10
## 206 3 1 12 12 12
## 207 4 4 8 9 10
## 208 5 4 10 9 11
## 209 2 5 18 18 19
## 210 3 6 13 12 12
## 211 2 6 15 14 14
## 212 2 9 15 13 15
## 213 5 11 12 11 11
## 214 3 0 15 15 15
## 215 5 12 12 12 13
## 216 3 6 18 18 18
## 217 4 8 14 13 14
## 218 5 4 14 12 11
## 219 1 5 16 15 16
## 220 4 14 12 10 11
## 221 3 0 15 12 14
## 222 1 0 8 8 0
## 223 5 9 9 10 9
## 224 5 2 11 11 11
## 225 5 23 13 13 13
## 226 3 12 11 9 9
## 227 3 3 11 11 11
## 228 3 3 9 12 11
## 229 5 3 14 15 16
## 230 4 8 11 10 10
## 231 4 7 10 9 9
## 232 4 4 14 14 14
## 233 5 2 9 8 8
## 234 4 0 7 0 0
## 235 4 0 10 9 0
## 236 5 16 16 15 15
## 237 2 0 7 8 0
## 238 1 7 16 15 17
## 239 2 4 9 10 10
## 240 5 11 16 15 15
## 241 3 4 11 10 10
## 242 1 7 13 13 14
## 243 4 9 16 15 16
## 244 5 0 10 10 9
## 245 4 0 13 15 15
## 246 5 10 11 13 13
## 247 3 2 13 13 13
## 248 3 7 8 7 8
## 249 2 4 13 11 11
## 250 5 2 12 12 11
## 251 5 0 13 13 13
## 252 5 2 13 12 12
## 253 3 0 11 11 10
## 254 1 0 16 15 15
## 255 3 4 10 10 10
## 256 5 0 13 13 13
## 257 1 0 7 6 0
## 258 3 8 13 11 11
## 259 1 14 6 5 5
## 260 1 0 19 18 19
## 261 4 2 8 8 10
## 262 2 4 8 9 10
## 263 1 0 15 15 15
## 264 1 17 10 10 10
## 265 5 5 7 6 7
## 266 5 0 6 5 0
## 267 4 2 10 9 10
## 268 5 7 6 5 6
## 269 5 0 7 5 0
## 270 1 0 7 9 8
## 271 5 0 6 5 0
## 272 2 3 14 16 16
## 273 5 0 11 12 10student.mat <- student.mat %>% mutate(toplam_ort=rowMeans(student.mat[,31:33]))student.mat %>%
mutate(toplam_ort2 = rowMeans(student.mat[, c("G1", "G2", "G3")], na.rm = TRUE))## school sex age address famsize Pstatus Medu Fedu Mjob Fjob
## 1 GP F 18 U GT3 A 4 4 at_home teacher
## 2 GP F 17 U GT3 T 1 1 at_home other
## 3 GP F 15 U LE3 T 1 1 at_home other
## 4 GP F 15 U GT3 T 4 2 health services
## 5 GP F 16 U GT3 T 3 3 other other
## 6 GP M 16 U LE3 T 4 3 services other
## 7 GP M 16 U LE3 T 2 2 other other
## 8 GP F 17 U GT3 A 4 4 other teacher
## 9 GP M 15 U LE3 A 3 2 services other
## 10 GP M 15 U GT3 T 3 4 other other
## 11 GP F 15 U GT3 T 4 4 teacher health
## 12 GP F 15 U GT3 T 2 1 services other
## 13 GP M 15 U LE3 T 4 4 health services
## 14 GP M 15 U GT3 T 4 3 teacher other
## 15 GP M 15 U GT3 A 2 2 other other
## 16 GP F 16 U GT3 T 4 4 health other
## 17 GP F 16 U GT3 T 4 4 services services
## 18 GP F 16 U GT3 T 3 3 other other
## 19 GP M 17 U GT3 T 3 2 services services
## 20 GP M 16 U LE3 T 4 3 health other
## 21 GP M 15 U GT3 T 4 3 teacher other
## 22 GP M 15 U GT3 T 4 4 health health
## 23 GP M 16 U LE3 T 4 2 teacher other
## 24 GP M 16 U LE3 T 2 2 other other
## 25 GP F 15 R GT3 T 2 4 services health
## 26 GP F 16 U GT3 T 2 2 services services
## 27 GP M 15 U GT3 T 2 2 other other
## 28 GP M 15 U GT3 T 4 2 health services
## 29 GP M 16 U LE3 A 3 4 services other
## 30 GP M 16 U GT3 T 4 4 teacher teacher
## 31 GP M 15 U GT3 T 4 4 health services
## 32 GP M 15 U GT3 T 4 4 services services
## 33 GP M 15 R GT3 T 4 3 teacher at_home
## 34 GP M 15 U LE3 T 3 3 other other
## 35 GP M 16 U GT3 T 3 2 other other
## 36 GP F 15 U GT3 T 2 3 other other
## 37 GP M 15 U LE3 T 4 3 teacher services
## 38 GP M 16 R GT3 A 4 4 other teacher
## 39 GP F 15 R GT3 T 3 4 services health
## 40 GP F 15 R GT3 T 2 2 at_home other
## 41 GP F 16 U LE3 T 2 2 other other
## 42 GP M 15 U LE3 T 4 4 teacher other
## 43 GP M 15 U GT3 T 4 4 services teacher
## 44 GP M 15 U GT3 T 2 2 services services
## 45 GP F 16 U LE3 T 2 2 other at_home
## 46 GP F 15 U LE3 A 4 3 other other
## 47 GP F 16 U LE3 A 3 3 other services
## 48 GP M 16 U GT3 T 4 3 health services
## 49 GP M 15 U GT3 T 4 2 teacher other
## 50 GP F 15 U GT3 T 4 4 services teacher
## 51 GP F 16 U LE3 T 2 2 services services
## 52 GP F 15 U LE3 T 4 2 health other
## 53 GP M 15 U LE3 A 4 2 health health
## 54 GP F 15 U GT3 T 4 4 services services
## 55 GP F 15 U LE3 A 3 3 other other
## 56 GP F 16 U GT3 A 2 1 other other
## 57 GP F 15 U GT3 A 4 3 services services
## 58 GP M 15 U GT3 T 4 4 teacher health
## 59 GP M 15 U LE3 T 1 2 other at_home
## 60 GP F 16 U GT3 T 4 2 services other
## 61 GP F 16 R GT3 T 4 4 health teacher
## 62 GP F 16 U GT3 T 1 1 services services
## 63 GP F 16 U LE3 T 1 2 other services
## 64 GP F 16 U GT3 T 4 3 teacher health
## 65 GP F 15 U LE3 T 4 3 services services
## 66 GP F 16 U LE3 T 4 3 teacher services
## 67 GP M 15 U GT3 A 4 4 other services
## 68 GP F 16 U GT3 T 3 1 services other
## 69 GP F 15 R LE3 T 2 2 health services
## 70 GP F 15 R LE3 T 3 1 other other
## 71 GP M 16 U GT3 T 3 1 other other
## 72 GP M 15 U GT3 T 4 2 other other
## 73 GP F 15 R GT3 T 1 1 other other
## 74 GP M 16 U GT3 T 3 1 other other
## 75 GP F 16 U GT3 T 3 3 other services
## 76 GP M 15 U GT3 T 4 3 teacher other
## 77 GP M 15 U GT3 T 4 0 teacher other
## 78 GP F 16 U GT3 T 2 2 other other
## 79 GP M 17 U GT3 T 2 1 other other
## 80 GP F 16 U GT3 T 3 4 at_home other
## 81 GP M 15 U GT3 T 2 3 other services
## 82 GP M 15 U GT3 T 2 3 other other
## 83 GP F 15 U LE3 T 3 2 services other
## 84 GP M 15 U LE3 T 2 2 services services
## 85 GP F 15 U GT3 T 1 1 other other
## 86 GP F 15 U GT3 T 4 4 services services
## 87 GP F 16 U LE3 T 2 2 at_home other
## 88 GP F 15 U GT3 T 4 2 other other
## 89 GP M 16 U GT3 T 2 2 services other
## 90 GP M 16 U LE3 A 4 4 teacher health
## 91 GP F 16 U GT3 T 3 3 other other
## 92 GP F 15 U GT3 T 4 3 services other
## 93 GP F 16 U LE3 T 3 1 other other
## 94 GP F 16 U GT3 T 4 2 teacher services
## 95 GP M 15 U LE3 T 2 2 services health
## 96 GP F 15 R GT3 T 1 1 at_home other
## 97 GP M 16 R GT3 T 4 3 services other
## 98 GP F 16 U GT3 T 2 1 other other
## 99 GP F 16 U GT3 T 4 4 other other
## 100 GP F 16 U GT3 T 4 3 other at_home
## 101 GP M 16 U GT3 T 4 4 services services
## 102 GP M 16 U GT3 T 4 4 services teacher
## 103 GP M 15 U GT3 T 4 4 services other
## 104 GP F 15 U GT3 T 3 2 services other
## 105 GP M 15 U GT3 A 3 4 services other
## 106 GP F 15 U GT3 A 3 3 other health
## 107 GP F 15 U GT3 T 2 2 other other
## 108 GP M 16 U GT3 T 3 3 services other
## 109 GP M 15 R GT3 T 4 4 other other
## 110 GP F 16 U LE3 T 4 4 health health
## 111 GP M 15 U LE3 A 4 4 teacher teacher
## 112 GP F 16 R GT3 T 3 3 services other
## 113 GP F 16 U GT3 T 2 2 at_home other
## 114 GP M 15 U LE3 T 4 2 teacher other
## 115 GP M 15 R GT3 T 2 1 health services
## 116 GP M 16 U GT3 T 4 4 teacher teacher
## 117 GP M 15 U GT3 T 4 4 other teacher
## 118 GP M 16 U GT3 T 3 3 other services
## 119 GP M 17 R GT3 T 1 3 other other
## 120 GP M 15 U GT3 T 3 4 other other
## 121 GP F 15 U GT3 T 1 2 at_home services
## 122 GP M 15 U GT3 T 2 2 services services
## 123 GP F 16 U LE3 T 2 4 other health
## 124 GP M 16 U GT3 T 4 4 health other
## 125 GP F 16 U GT3 T 2 2 other other
## 126 GP M 15 U GT3 T 3 4 services services
## 127 GP F 15 U LE3 A 3 4 other other
## 128 GP F 19 U GT3 T 0 1 at_home other
## 129 GP M 18 R GT3 T 2 2 services other
## 130 GP M 16 R GT3 T 4 4 teacher teacher
## 131 GP F 15 R GT3 T 3 4 services teacher
## 132 GP F 15 U GT3 T 1 1 at_home other
## 133 GP F 17 U LE3 T 2 2 other other
## 134 GP F 16 U GT3 A 3 4 services other
## 135 GP M 15 R GT3 T 3 4 at_home teacher
## 136 GP F 15 U GT3 T 4 4 services at_home
## 137 GP M 17 R GT3 T 3 4 at_home other
## 138 GP F 16 U GT3 A 3 3 other other
## 139 GP M 16 U LE3 T 1 1 services other
## 140 GP F 15 U GT3 T 4 4 teacher teacher
## 141 GP M 15 U GT3 T 4 3 teacher services
## 142 GP M 16 U LE3 T 2 2 services services
## 143 GP F 15 U GT3 T 4 4 teacher services
## 144 GP F 16 U LE3 T 1 1 at_home at_home
## 145 GP M 17 U GT3 T 2 1 other other
## 146 GP F 15 U GT3 T 1 1 other services
## 147 GP F 15 U GT3 T 3 2 health services
## 148 GP F 15 U GT3 T 1 2 at_home other
## 149 GP M 16 U GT3 T 4 4 teacher teacher
## 150 GP M 15 U LE3 A 2 1 services other
## 151 GP M 18 U LE3 T 1 1 other other
## 152 GP M 16 U LE3 T 2 1 at_home other
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## 364 course mother 1 2 0 no yes yes
## 365 course father 2 2 0 no no no
## 366 course mother 2 2 0 no yes yes
## 367 other mother 2 3 0 no no yes
## 368 reputation mother 3 1 1 no yes yes
## 369 course father 2 1 0 no yes yes
## 370 other father 3 2 0 no yes yes
## 371 home other 2 2 2 no no no
## 372 other father 3 1 0 no yes yes
## 373 home mother 1 3 0 no no no
## 374 course mother 1 1 0 no no no
## 375 reputation mother 2 3 0 no no no
## 376 home mother 4 3 0 no no no
## 377 course other 2 3 2 no yes yes
## 378 course mother 1 2 0 no no yes
## 379 home mother 1 2 0 no no yes
## 380 reputation mother 1 2 0 no yes yes
## 381 home father 1 2 0 no no yes
## 382 other mother 2 1 0 no no no
## 383 home father 2 2 0 no no no
## 384 other mother 2 1 1 no no no
## 385 home father 2 1 1 no no yes
## 386 other mother 2 3 0 no no yes
## 387 reputation mother 3 1 0 no yes yes
## 388 course mother 1 3 1 no no no
## 389 course mother 1 2 0 no yes yes
## 390 course mother 2 2 1 no no no
## 391 course other 1 2 2 no yes yes
## 392 course mother 2 1 0 no no no
## 393 course other 1 1 3 no no no
## 394 course mother 3 1 0 no no no
## 395 course father 1 1 0 no no no
## activities nursery higher internet romantic famrel freetime goout Dalc Walc
## 1 no yes yes no no 4 3 4 1 1
## 2 no no yes yes no 5 3 3 1 1
## 3 no yes yes yes no 4 3 2 2 3
## 4 yes yes yes yes yes 3 2 2 1 1
## 5 no yes yes no no 4 3 2 1 2
## 6 yes yes yes yes no 5 4 2 1 2
## 7 no yes yes yes no 4 4 4 1 1
## 8 no yes yes no no 4 1 4 1 1
## 9 no yes yes yes no 4 2 2 1 1
## 10 yes yes yes yes no 5 5 1 1 1
## 11 no yes yes yes no 3 3 3 1 2
## 12 yes yes yes yes no 5 2 2 1 1
## 13 yes yes yes yes no 4 3 3 1 3
## 14 no yes yes yes no 5 4 3 1 2
## 15 no yes yes yes yes 4 5 2 1 1
## 16 no yes yes yes no 4 4 4 1 2
## 17 yes yes yes yes no 3 2 3 1 2
## 18 yes yes yes no no 5 3 2 1 1
## 19 yes yes yes yes no 5 5 5 2 4
## 20 yes yes yes yes no 3 1 3 1 3
## 21 no yes yes yes no 4 4 1 1 1
## 22 no yes yes yes no 5 4 2 1 1
## 23 yes yes yes yes no 4 5 1 1 3
## 24 yes yes yes yes no 5 4 4 2 4
## 25 yes yes yes yes no 4 3 2 1 1
## 26 no no yes yes no 1 2 2 1 3
## 27 no yes yes yes no 4 2 2 1 2
## 28 no yes yes yes no 2 2 4 2 4
## 29 yes yes yes yes no 5 3 3 1 1
## 30 yes yes yes yes yes 4 4 5 5 5
## 31 no no yes yes no 5 4 2 3 4
## 32 yes yes yes yes no 4 3 1 1 1
## 33 yes yes yes yes yes 4 5 2 1 1
## 34 yes no yes yes no 5 3 2 1 1
## 35 no no yes yes no 5 4 3 1 1
## 36 yes yes yes no no 3 5 1 1 1
## 37 yes yes yes yes no 5 4 3 1 1
## 38 yes yes yes yes yes 2 4 3 1 1
## 39 yes yes yes yes no 4 3 2 1 1
## 40 yes yes yes no no 4 3 1 1 1
## 41 yes no yes yes yes 3 3 3 1 2
## 42 no no yes yes yes 5 4 3 2 4
## 43 yes yes yes yes no 4 3 3 1 1
## 44 no yes yes yes no 5 4 1 1 1
## 45 yes yes yes yes no 4 3 3 2 2
## 46 yes yes yes yes yes 5 2 2 1 1
## 47 no yes yes yes no 2 3 5 1 4
## 48 yes yes yes yes no 4 2 2 1 1
## 49 no yes yes no no 4 3 3 2 2
## 50 yes no yes yes no 4 4 4 1 1
## 51 no yes yes yes no 4 3 3 2 3
## 52 no yes yes yes no 4 3 3 1 1
## 53 no yes yes no no 5 5 5 3 4
## 54 no yes yes yes no 3 3 4 2 3
## 55 no yes yes yes no 5 3 4 4 4
## 56 yes yes yes yes yes 5 3 4 1 1
## 57 yes yes yes yes no 4 3 2 1 1
## 58 yes yes yes no no 3 2 2 1 1
## 59 yes yes yes yes no 4 3 2 1 1
## 60 no yes yes yes no 4 2 3 1 1
## 61 yes yes yes no no 2 4 4 2 3
## 62 yes no yes yes yes 5 5 5 5 5
## 63 yes yes yes yes no 4 4 3 1 1
## 64 yes yes yes yes no 3 4 4 2 4
## 65 yes yes yes yes yes 4 4 4 2 4
## 66 yes yes yes yes no 5 4 3 1 2
## 67 yes no yes yes yes 1 3 3 5 5
## 68 no yes yes yes no 4 3 3 1 2
## 69 no yes yes yes no 4 1 3 1 3
## 70 no no yes yes no 4 4 2 2 3
## 71 no yes yes yes no 4 3 2 1 1
## 72 no yes yes yes no 3 3 3 1 1
## 73 no no yes yes yes 3 3 4 2 4
## 74 yes yes yes no no 5 3 2 2 2
## 75 yes yes yes yes no 4 3 3 2 4
## 76 yes yes yes yes no 4 3 3 2 3
## 77 yes yes yes yes no 3 4 3 1 1
## 78 no yes yes yes yes 5 2 3 1 3
## 79 yes yes no yes no 4 5 1 1 1
## 80 no yes yes yes no 2 4 3 1 2
## 81 yes no yes yes yes 3 2 2 1 3
## 82 no no yes yes no 5 3 2 1 2
## 83 no yes yes yes no 4 4 4 1 1
## 84 yes yes yes yes no 5 3 3 1 3
## 85 yes no yes yes no 4 3 2 2 3
## 86 no yes yes yes yes 4 4 4 2 3
## 87 no yes yes no no 4 3 4 1 2
## 88 yes yes yes yes no 5 3 3 1 3
## 89 yes no yes yes no 4 4 2 1 1
## 90 no yes yes no no 4 1 3 3 5
## 91 no yes yes yes yes 4 3 3 1 3
## 92 yes yes yes yes no 4 5 5 1 3
## 93 no yes yes no no 3 3 3 2 3
## 94 yes yes yes yes no 5 3 3 1 1
## 95 yes yes yes yes no 4 3 4 1 1
## 96 yes yes yes yes no 3 1 2 1 1
## 97 yes no yes yes no 3 3 3 1 1
## 98 no yes yes no yes 4 3 5 1 1
## 99 yes no yes yes no 5 3 4 1 2
## 100 no yes yes yes no 5 3 5 1 1
## 101 yes yes yes yes no 4 5 5 5 5
## 102 yes yes yes yes yes 4 4 3 1 1
## 103 yes no yes yes no 5 3 3 1 1
## 104 no yes yes yes no 4 3 5 1 1
## 105 yes yes yes yes no 5 4 4 1 1
## 106 no yes yes no no 4 3 3 1 1
## 107 no yes yes yes no 5 1 2 1 1
## 108 yes yes yes yes no 5 3 3 1 1
## 109 yes yes yes yes yes 1 3 5 3 5
## 110 yes yes yes yes yes 5 4 5 1 1
## 111 yes yes yes yes no 5 5 3 1 1
## 112 yes yes yes yes no 4 1 2 1 1
## 113 yes yes yes yes no 3 1 2 1 1
## 114 no yes yes yes no 3 5 2 1 1
## 115 yes yes yes yes yes 5 4 2 1 1
## 116 yes yes yes yes no 5 4 4 1 2
## 117 yes yes yes no no 4 4 3 1 1
## 118 yes yes yes yes no 5 4 2 1 1
## 119 yes yes yes yes no 5 2 4 1 4
## 120 no yes yes yes no 3 4 3 1 2
## 121 no no yes yes no 3 2 3 1 2
## 122 yes yes yes yes no 5 5 4 1 2
## 123 yes yes yes yes yes 4 2 2 1 2
## 124 yes yes yes yes no 3 4 4 1 4
## 125 no yes yes yes yes 5 4 4 1 1
## 126 no yes yes yes no 5 5 5 3 2
## 127 yes yes yes yes yes 5 3 2 1 1
## 128 no no no no no 3 4 2 1 1
## 129 yes yes yes yes no 3 3 3 1 2
## 130 yes yes yes yes no 3 5 5 2 5
## 131 no yes yes yes yes 4 2 2 2 2
## 132 yes no yes yes yes 4 3 3 1 2
## 133 no yes yes yes yes 3 4 4 1 3
## 134 no yes yes yes no 3 2 1 1 4
## 135 no yes yes no yes 5 3 3 1 1
## 136 yes yes yes yes yes 4 3 3 1 1
## 137 no yes yes no no 5 4 5 2 4
## 138 yes no yes yes yes 4 3 2 1 1
## 139 no yes yes no yes 4 4 4 1 3
## 140 yes yes yes yes no 4 3 2 1 1
## 141 no yes yes yes no 2 2 2 1 1
## 142 yes yes yes yes no 2 3 3 2 2
## 143 yes yes yes yes no 4 2 2 1 1
## 144 no yes yes yes no 3 4 4 3 3
## 145 no yes yes yes no 5 4 5 1 2
## 146 no yes yes yes no 4 4 2 1 2
## 147 no yes yes yes no 3 3 2 1 1
## 148 no no yes yes no 4 3 2 1 1
## 149 no yes no yes yes 3 3 2 2 1
## 150 no yes yes yes no 4 5 5 2 5
## 151 no yes no yes yes 2 3 5 2 5
## 152 yes yes yes no yes 4 4 4 3 5
## 153 yes yes yes yes yes 4 2 1 2 3
## 154 no yes no yes yes 4 5 4 1 1
## 155 no yes yes no yes 4 2 1 1 1
## 156 yes yes yes no no 4 4 4 1 1
## 157 no yes yes no no 2 2 2 3 3
## 158 yes no yes no no 5 2 5 1 5
## 159 no no yes no no 4 2 2 1 2
## 160 no yes yes yes yes 4 5 5 4 4
## 161 yes yes no yes yes 3 3 2 2 2
## 162 no yes yes yes yes 4 4 4 1 4
## 163 yes yes yes no no 4 4 4 2 4
## 164 no yes no yes no 5 3 3 1 4
## 165 yes yes no no yes 5 3 5 1 5
## 166 yes no no no no 4 5 2 1 1
## 167 no yes no yes no 4 3 5 2 4
## 168 no yes yes yes yes 4 2 3 1 1
## 169 no no yes yes no 5 1 5 1 1
## 170 no yes yes yes yes 4 4 2 1 1
## 171 yes no yes yes no 3 4 5 2 4
## 172 yes yes yes yes yes 4 3 2 1 1
## 173 yes yes yes yes no 4 4 4 1 3
## 174 yes no yes yes yes 4 3 5 1 1
## 175 yes yes yes yes no 4 4 5 1 1
## 176 yes yes yes yes no 4 4 4 4 4
## 177 yes no yes yes no 3 4 4 1 4
## 178 yes no yes yes no 4 3 4 1 4
## 179 yes yes yes yes yes 4 3 3 3 4
## 180 yes yes yes yes yes 5 2 3 1 1
## 181 yes yes yes yes no 3 4 3 2 3
## 182 yes yes yes yes yes 4 2 3 1 2
## 183 yes yes yes no no 5 4 2 2 3
## 184 yes yes yes yes yes 5 3 3 2 3
## 185 no yes yes yes no 1 2 2 1 2
## 186 yes yes yes yes yes 4 3 4 2 3
## 187 yes yes yes yes yes 3 3 3 1 2
## 188 yes yes yes yes yes 4 2 3 1 2
## 189 no no yes yes yes 3 3 3 1 3
## 190 no yes yes no no 3 1 3 1 5
## 191 no yes yes yes no 4 3 3 1 1
## 192 yes yes yes yes no 5 3 3 1 1
## 193 yes no yes yes no 4 4 4 4 5
## 194 yes yes yes yes no 4 3 2 3 4
## 195 no yes yes yes no 5 3 3 1 1
## 196 yes yes yes yes yes 4 3 2 1 1
## 197 no yes yes yes no 5 2 3 1 2
## 198 yes yes yes yes no 3 3 4 3 5
## 199 no yes yes yes no 4 2 4 2 3
## 200 no yes yes yes no 4 5 2 1 2
## 201 yes yes yes yes no 4 3 5 1 5
## 202 yes yes yes no no 4 4 3 1 3
## 203 no no yes no no 4 4 4 1 3
## 204 no yes yes yes no 5 3 2 1 2
## 205 yes no yes yes no 5 3 5 1 1
## 206 no yes yes yes yes 4 4 3 3 4
## 207 no yes yes yes no 2 3 3 2 2
## 208 yes yes yes yes yes 1 3 2 1 1
## 209 no yes yes no no 4 3 2 1 4
## 210 yes yes yes yes yes 4 4 2 1 1
## 211 yes yes yes yes no 4 3 3 1 2
## 212 no yes yes yes yes 5 3 5 4 5
## 213 no yes yes yes no 3 3 4 1 1
## 214 yes yes yes yes no 4 4 4 2 4
## 215 no yes yes no no 5 2 1 1 2
## 216 no yes yes yes no 4 4 4 1 3
## 217 no yes yes yes yes 3 4 5 2 4
## 218 no yes yes yes no 3 2 4 2 4
## 219 no yes yes no no 3 3 3 1 4
## 220 yes yes yes yes no 4 3 3 1 1
## 221 yes yes yes yes no 4 2 5 1 2
## 222 yes yes yes no yes 4 3 4 1 1
## 223 no yes yes yes no 2 3 1 1 1
## 224 no yes yes yes no 3 3 3 5 5
## 225 yes no yes yes no 5 3 2 1 1
## 226 yes yes yes yes yes 5 3 3 1 1
## 227 yes no yes yes no 5 3 4 1 3
## 228 no no yes yes no 5 3 3 1 3
## 229 yes yes yes yes yes 4 3 2 4 5
## 230 yes yes yes yes yes 3 2 3 1 2
## 231 yes yes yes yes yes 3 2 3 1 2
## 232 yes yes yes yes no 4 5 2 1 1
## 233 yes yes yes yes yes 4 5 5 1 3
## 234 yes yes yes yes no 4 2 4 2 4
## 235 no yes yes yes no 3 4 2 1 1
## 236 yes yes yes yes yes 5 3 3 1 3
## 237 yes no yes yes yes 4 4 2 5 5
## 238 no yes yes yes yes 4 5 2 1 1
## 239 yes yes yes no no 2 1 1 1 1
## 240 no yes no yes no 5 5 4 3 5
## 241 yes yes yes yes yes 2 5 5 1 4
## 242 no yes yes yes no 3 3 3 2 3
## 243 yes no yes yes no 5 4 5 1 1
## 244 yes yes yes yes no 5 3 2 1 2
## 245 no no yes yes yes 4 4 4 1 1
## 246 no yes yes yes no 4 3 3 1 1
## 247 no yes yes yes no 5 2 2 1 1
## 248 no no no yes yes 5 4 5 5 5
## 249 no yes yes yes yes 4 3 3 1 3
## 250 no no yes yes no 4 3 2 2 4
## 251 no yes no yes no 4 4 5 2 4
## 252 no no yes yes no 5 3 3 1 3
## 253 no no no yes no 3 2 5 2 5
## 254 yes no yes no no 3 3 2 1 3
## 255 no no yes yes no 4 4 2 2 4
## 256 yes yes yes yes no 4 4 4 1 2
## 257 yes yes yes yes no 4 2 3 1 1
## 258 no yes yes yes no 4 3 1 1 1
## 259 yes yes yes yes no 5 2 4 1 2
## 260 yes yes yes yes yes 3 4 1 1 1
## 261 no yes yes yes yes 3 1 2 1 3
## 262 no no yes yes no 4 3 2 1 1
## 263 yes no yes no no 5 3 2 1 1
## 264 yes no yes no no 3 2 3 1 1
## 265 yes yes yes yes yes 4 3 3 1 1
## 266 yes yes yes yes no 4 2 5 3 4
## 267 yes yes yes yes yes 5 4 4 3 4
## 268 yes yes yes yes no 4 3 4 2 2
## 269 yes yes yes yes yes 5 4 5 1 3
## 270 no yes no yes yes 4 3 5 1 2
## 271 yes yes yes yes no 4 3 5 3 3
## 272 yes yes yes yes yes 4 5 5 1 3
## 273 no no yes no no 4 4 3 1 1
## 274 yes no yes no yes 3 5 2 2 2
## 275 no yes yes yes yes 4 3 3 1 1
## 276 no yes yes yes yes 4 4 4 2 3
## 277 no no no yes yes 4 1 1 1 1
## 278 yes yes yes yes no 3 2 4 1 4
## 279 yes yes yes yes yes 2 4 4 1 1
## 280 yes yes yes yes no 4 2 3 1 2
## 281 yes yes yes yes yes 4 5 4 2 4
## 282 no yes yes yes no 4 4 4 3 4
## 283 yes yes yes no no 5 2 2 1 1
## 284 yes yes yes yes no 5 4 4 1 1
## 285 no no yes yes no 5 4 5 1 2
## 286 no no yes yes no 4 3 3 1 2
## 287 no yes yes yes no 4 3 3 1 2
## 288 no yes yes yes no 4 3 3 1 1
## 289 yes yes yes yes no 4 2 4 1 3
## 290 yes yes yes yes no 5 4 3 1 1
## 291 yes yes yes yes yes 4 3 2 1 4
## 292 no yes yes yes no 4 2 2 1 2
## 293 no yes yes yes yes 5 4 3 1 1
## 294 no yes yes no no 3 1 2 1 1
## 295 yes yes yes yes no 5 4 2 1 1
## 296 no yes yes yes no 4 4 3 1 3
## 297 yes yes yes yes no 2 3 4 2 3
## 298 no yes yes yes yes 4 4 5 1 2
## 299 no yes yes yes no 4 3 3 1 1
## 300 no yes yes yes yes 1 4 2 2 2
## 301 no yes yes yes yes 4 2 4 1 1
## 302 no yes yes yes no 4 1 1 2 2
## 303 no yes yes yes no 4 3 3 1 1
## 304 yes no yes yes no 5 2 2 1 2
## 305 yes yes yes yes yes 4 4 4 1 1
## 306 yes yes yes yes no 4 4 3 1 1
## 307 yes yes yes no no 5 5 3 1 1
## 308 no yes yes yes yes 4 3 4 1 1
## 309 yes yes yes no yes 4 5 3 1 2
## 310 yes no yes yes no 4 4 3 1 3
## 311 yes no yes no yes 4 2 4 2 2
## 312 no yes no yes yes 3 4 1 1 1
## 313 no no yes yes no 4 5 2 2 2
## 314 no no yes yes yes 4 2 2 1 2
## 315 no no yes yes yes 4 1 2 1 1
## 316 no yes yes yes yes 4 1 2 1 1
## 317 yes yes yes yes no 5 3 3 1 2
## 318 yes yes yes yes yes 4 3 4 1 1
## 319 yes no yes yes no 4 3 4 2 5
## 320 no yes yes yes no 4 4 4 3 3
## 321 no yes yes yes yes 5 2 2 1 2
## 322 no yes yes no yes 4 2 2 1 1
## 323 yes yes yes yes no 3 3 2 2 2
## 324 no no yes yes no 3 4 3 2 3
## 325 no yes yes yes no 3 3 3 2 3
## 326 yes yes yes yes no 4 3 3 2 2
## 327 yes no yes yes no 4 3 5 3 5
## 328 no yes yes yes no 4 4 5 5 5
## 329 yes yes yes yes no 5 4 4 1 3
## 330 no no yes yes yes 4 3 3 1 2
## 331 yes yes yes yes no 4 5 5 2 4
## 332 no yes yes yes yes 4 4 3 1 1
## 333 yes yes yes yes no 5 3 4 1 1
## 334 yes no yes yes yes 4 3 3 1 1
## 335 yes yes yes no no 4 4 4 1 1
## 336 no yes yes yes no 4 4 5 1 3
## 337 no yes yes no no 5 4 3 1 2
## 338 no yes yes yes yes 4 3 2 2 3
## 339 no yes yes yes no 5 3 3 1 1
## 340 no yes yes yes no 4 3 3 2 3
## 341 yes yes yes yes yes 4 3 4 1 3
## 342 yes yes yes yes no 4 3 3 2 2
## 343 yes yes yes yes yes 4 3 3 1 3
## 344 no yes yes yes yes 3 3 1 1 2
## 345 no yes yes yes no 4 3 3 1 2
## 346 no yes yes yes yes 5 4 3 2 3
## 347 no yes yes yes yes 5 3 2 1 2
## 348 no yes yes yes yes 5 4 5 2 3
## 349 yes yes yes yes yes 4 4 3 1 3
## 350 no no yes yes no 2 5 5 5 5
## 351 no yes yes yes no 5 4 4 3 3
## 352 no yes yes yes no 4 5 4 2 3
## 353 no yes no yes yes 4 3 3 2 3
## 354 no yes yes yes no 4 4 4 3 3
## 355 yes no yes yes yes 4 5 5 1 3
## 356 no yes yes no yes 5 3 4 1 1
## 357 yes yes yes yes no 4 3 3 1 2
## 358 no yes yes no yes 1 2 3 1 2
## 359 no no yes yes yes 3 3 2 1 2
## 360 no yes yes yes no 5 3 2 1 1
## 361 no yes yes no yes 4 3 4 1 4
## 362 yes no no no no 4 4 3 2 3
## 363 no yes yes yes yes 4 3 2 1 3
## 364 yes yes yes yes yes 2 3 4 1 1
## 365 no no yes no no 3 2 2 1 2
## 366 no yes yes no no 3 3 4 2 4
## 367 no yes yes yes yes 4 2 2 2 2
## 368 no yes yes yes yes 5 2 1 1 2
## 369 no yes yes yes yes 5 2 3 1 2
## 370 no no yes yes yes 3 2 2 4 2
## 371 yes yes yes no yes 3 2 2 1 1
## 372 yes yes no yes yes 4 3 3 2 3
## 373 yes yes yes no yes 3 4 3 1 1
## 374 yes yes yes yes no 3 5 5 1 3
## 375 no yes yes yes no 5 4 4 1 1
## 376 no yes yes yes no 4 3 2 1 2
## 377 no no yes yes yes 5 4 3 1 1
## 378 yes yes yes yes no 5 4 3 3 4
## 379 no yes yes yes yes 4 1 3 1 2
## 380 yes no yes yes no 4 5 4 2 3
## 381 yes no yes yes no 3 2 4 1 4
## 382 yes no yes yes yes 4 4 3 1 3
## 383 yes yes yes yes no 4 4 3 1 1
## 384 no yes yes no no 4 3 2 1 3
## 385 no yes yes no no 5 4 3 4 3
## 386 no yes yes no no 5 3 3 1 3
## 387 yes yes yes yes yes 4 4 3 2 2
## 388 yes no yes yes no 5 4 2 1 2
## 389 no yes yes yes no 4 3 4 1 1
## 390 yes yes yes no no 1 1 1 1 1
## 391 no yes yes no no 5 5 4 4 5
## 392 no no yes yes no 2 4 5 3 4
## 393 no no yes no no 5 5 3 3 3
## 394 no no yes yes no 4 4 1 3 4
## 395 no yes yes yes no 3 2 3 3 3
## health absences G1 G2 G3 toplam_ort toplam_ort2
## 1 3 6 5 6 6 5.666667 5.666667
## 2 3 4 5 5 6 5.333333 5.333333
## 3 3 10 7 8 10 8.333333 8.333333
## 4 5 2 15 14 15 14.666667 14.666667
## 5 5 4 6 10 10 8.666667 8.666667
## 6 5 10 15 15 15 15.000000 15.000000
## 7 3 0 12 12 11 11.666667 11.666667
## 8 1 6 6 5 6 5.666667 5.666667
## 9 1 0 16 18 19 17.666667 17.666667
## 10 5 0 14 15 15 14.666667 14.666667
## 11 2 0 10 8 9 9.000000 9.000000
## 12 4 4 10 12 12 11.333333 11.333333
## 13 5 2 14 14 14 14.000000 14.000000
## 14 3 2 10 10 11 10.333333 10.333333
## 15 3 0 14 16 16 15.333333 15.333333
## 16 2 4 14 14 14 14.000000 14.000000
## 17 2 6 13 14 14 13.666667 13.666667
## 18 4 4 8 10 10 9.333333 9.333333
## 19 5 16 6 5 5 5.333333 5.333333
## 20 5 4 8 10 10 9.333333 9.333333
## 21 1 0 13 14 15 14.000000 14.000000
## 22 5 0 12 15 15 14.000000 14.000000
## 23 5 2 15 15 16 15.333333 15.333333
## 24 5 0 13 13 12 12.666667 12.666667
## 25 5 2 10 9 8 9.000000 9.000000
## 26 5 14 6 9 8 7.666667 7.666667
## 27 5 2 12 12 11 11.666667 11.666667
## 28 1 4 15 16 15 15.333333 15.333333
## 29 5 4 11 11 11 11.000000 11.000000
## 30 5 16 10 12 11 11.000000 11.000000
## 31 5 0 9 11 12 10.666667 10.666667
## 32 5 0 17 16 17 16.666667 16.666667
## 33 5 0 17 16 16 16.333333 16.333333
## 34 2 0 8 10 12 10.000000 10.000000
## 35 5 0 12 14 15 13.666667 13.666667
## 36 5 0 8 7 6 7.000000 7.000000
## 37 4 2 15 16 18 16.333333 16.333333
## 38 5 7 15 16 15 15.333333 15.333333
## 39 5 2 12 12 11 11.666667 11.666667
## 40 2 8 14 13 13 13.333333 13.333333
## 41 3 25 7 10 11 9.333333 9.333333
## 42 5 8 12 12 12 12.000000 12.000000
## 43 5 2 19 18 18 18.333333 18.333333
## 44 1 0 8 8 11 9.000000 9.000000
## 45 5 14 10 10 9 9.666667 9.666667
## 46 5 8 8 8 6 7.333333 7.333333
## 47 3 12 11 12 11 11.333333 11.333333
## 48 2 4 19 19 20 19.333333 19.333333
## 49 5 2 15 15 14 14.666667 14.666667
## 50 3 2 7 7 7 7.000000 7.000000
## 51 4 2 12 13 13 12.666667 12.666667
## 52 5 2 11 13 13 12.333333 12.333333
## 53 5 6 11 11 10 10.666667 10.666667
## 54 5 0 8 10 11 9.666667 9.666667
## 55 1 6 10 13 13 12.000000 12.000000
## 56 2 8 8 9 10 9.000000 9.000000
## 57 1 0 14 15 15 14.666667 14.666667
## 58 5 4 14 15 15 14.666667 14.666667
## 59 5 2 9 10 9 9.333333 9.333333
## 60 5 2 15 16 16 15.666667 15.666667
## 61 4 6 10 11 11 10.666667 10.666667
## 62 5 6 10 8 11 9.666667 9.666667
## 63 1 4 8 10 9 9.000000 9.000000
## 64 4 2 10 9 9 9.333333 9.333333
## 65 2 0 10 10 10 10.000000 10.000000
## 66 1 2 16 15 15 15.333333 15.333333
## 67 3 4 13 13 12 12.666667 12.666667
## 68 5 4 7 7 6 6.666667 6.666667
## 69 4 2 8 9 8 8.333333 8.333333
## 70 3 12 16 16 16 16.000000 16.000000
## 71 5 0 13 15 15 14.333333 14.333333
## 72 3 0 10 10 10 10.000000 10.000000
## 73 5 2 8 6 5 6.333333 6.333333
## 74 5 2 12 12 14 12.666667 12.666667
## 75 5 54 11 12 11 11.333333 11.333333
## 76 5 6 9 9 10 9.333333 9.333333
## 77 1 8 11 11 10 10.666667 10.666667
## 78 3 0 11 11 11 11.000000 11.000000
## 79 3 2 8 8 10 8.666667 8.666667
## 80 3 12 5 5 5 5.000000 5.000000
## 81 3 2 10 12 12 11.333333 11.333333
## 82 5 4 11 10 11 10.666667 10.666667
## 83 5 10 7 6 6 6.333333 6.333333
## 84 4 4 15 15 15 15.000000 15.000000
## 85 4 2 9 10 10 9.666667 9.666667
## 86 5 6 7 9 8 8.000000 8.000000
## 87 2 4 8 7 6 7.000000 7.000000
## 88 1 4 13 14 14 13.666667 13.666667
## 89 3 12 11 10 10 10.333333 10.333333
## 90 5 18 8 6 7 7.000000 7.000000
## 91 4 0 7 7 8 7.333333 7.333333
## 92 1 4 16 17 18 17.000000 17.000000
## 93 2 4 7 6 6 6.333333 6.333333
## 94 1 0 11 10 10 10.333333 10.333333
## 95 4 6 11 13 14 12.666667 12.666667
## 96 1 2 7 10 10 9.000000 9.000000
## 97 4 2 11 15 15 13.666667 13.666667
## 98 5 2 8 9 10 9.000000 9.000000
## 99 1 6 11 14 14 13.000000 13.000000
## 100 3 0 7 9 8 8.000000 8.000000
## 101 4 14 7 7 5 6.333333 6.333333
## 102 4 0 16 17 17 16.666667 16.666667
## 103 5 4 10 13 14 12.333333 12.333333
## 104 2 26 7 6 6 6.333333 6.333333
## 105 1 0 16 18 18 17.333333 17.333333
## 106 4 10 10 11 11 10.666667 10.666667
## 107 3 8 7 8 8 7.666667 7.666667
## 108 5 2 16 18 18 17.333333 17.333333
## 109 1 6 10 13 13 12.000000 12.000000
## 110 4 4 14 15 16 15.000000 15.000000
## 111 4 6 18 19 19 18.666667 18.666667
## 112 2 0 7 10 10 9.000000 9.000000
## 113 5 6 10 13 13 12.000000 12.000000
## 114 3 10 18 19 19 18.666667 18.666667
## 115 5 8 9 9 9 9.000000 9.000000
## 116 5 2 15 15 16 15.333333 15.333333
## 117 2 2 11 13 14 12.666667 12.666667
## 118 5 0 13 14 13 13.333333 13.333333
## 119 5 20 9 7 8 8.000000 8.000000
## 120 4 6 14 13 13 13.333333 13.333333
## 121 1 2 16 15 15 15.333333 15.333333
## 122 5 6 16 14 15 15.000000 15.000000
## 123 5 2 13 13 13 13.000000 13.000000
## 124 5 18 14 11 13 12.666667 12.666667
## 125 5 0 8 7 8 7.666667 7.666667
## 126 5 0 13 13 12 12.666667 12.666667
## 127 1 0 7 10 11 9.333333 9.333333
## 128 5 2 7 8 9 8.000000 8.000000
## 129 4 0 7 4 0 3.666667 3.666667
## 130 4 8 18 18 18 18.000000 18.000000
## 131 5 0 12 0 0 4.000000 4.000000
## 132 4 0 8 0 0 2.666667 2.666667
## 133 5 12 10 13 12 11.666667 11.666667
## 134 5 16 12 11 11 11.333333 11.333333
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## 394 5 0 11 12 10 11.000000 11.000000
## 395 5 5 8 9 9 8.666667 8.666667student.mat %>% group_by(Medu) %>% summarize()## # A tibble: 5 × 1
## Medu
## <int>
## 1 0
## 2 1
## 3 2
## 4 3
## 5 4student.mat %>% arrange(desc(G1))## school sex age address famsize Pstatus Medu Fedu Mjob Fjob
## 1 GP M 15 U GT3 T 4 4 services teacher
## 2 GP M 16 U GT3 T 4 3 health services
## 3 MS F 18 R LE3 T 4 4 other other
## 4 GP M 15 U LE3 A 4 4 teacher teacher
## 5 GP M 15 U LE3 T 4 2 teacher other
## 6 GP M 16 R GT3 T 4 4 teacher teacher
## 7 GP F 17 U GT3 T 4 4 services teacher
## 8 GP M 16 U GT3 T 2 1 other other
## 9 GP F 18 U GT3 T 2 2 at_home at_home
## 10 GP F 17 R LE3 T 3 1 services other
## 11 MS F 18 U LE3 T 1 1 at_home services
## 12 GP M 15 U GT3 T 4 4 services services
## 13 GP M 15 R GT3 T 4 3 teacher at_home
## 14 GP M 16 R GT3 T 2 2 at_home other
## 15 GP M 17 U GT3 T 4 4 services teacher
## 16 GP F 18 U GT3 T 4 3 services other
## 17 GP M 18 R LE3 A 3 4 other other
## 18 GP F 17 U GT3 T 3 2 health health
## 19 GP M 20 U GT3 A 3 2 services other
## 20 GP M 15 U LE3 A 3 2 services other
## 21 GP F 16 U LE3 T 4 3 teacher services
## 22 GP F 15 R LE3 T 3 1 other other
## 23 GP F 15 U GT3 T 4 3 services other
## 24 GP M 16 U GT3 T 4 4 services teacher
## 25 GP M 15 U GT3 A 3 4 services other
## 26 GP M 16 U GT3 T 3 3 services other
## 27 GP F 15 U GT3 T 1 2 at_home services
## 28 GP M 15 U GT3 T 2 2 services services
## 29 GP F 15 U GT3 T 4 4 teacher teacher
## 30 GP M 17 R LE3 T 1 2 other other
## 31 GP F 17 U GT3 T 2 4 services services
## 32 GP F 16 U GT3 T 4 3 health other
## 33 GP F 16 U GT3 T 2 3 services teacher
## 34 GP F 17 U GT3 T 3 2 other other
## 35 GP M 18 U LE3 T 4 4 teacher teacher
## 36 GP F 17 U LE3 T 0 2 at_home at_home
## 37 GP F 17 U GT3 T 3 4 services other
## 38 GP F 18 U LE3 T 3 3 services services
## 39 GP M 18 U LE3 T 3 4 services other
## 40 GP M 18 R GT3 T 4 3 teacher services
## 41 MS F 17 U LE3 T 4 4 at_home at_home
## 42 GP F 15 U GT3 T 4 2 health services
## 43 GP M 16 U LE3 T 4 3 services other
## 44 GP M 16 U LE3 T 4 2 teacher other
## 45 GP M 15 U GT3 T 4 2 health services
## 46 GP M 15 U LE3 T 4 3 teacher services
## 47 GP M 16 R GT3 A 4 4 other teacher
## 48 GP M 15 U GT3 T 4 2 teacher other
## 49 GP F 16 U GT3 T 4 2 services other
## 50 GP M 15 U LE3 T 2 2 services services
## 51 GP M 16 U GT3 T 4 4 teacher teacher
## 52 GP M 16 U LE3 T 2 1 other other
## 53 GP M 18 U GT3 T 2 1 other other
## 54 GP F 18 U GT3 T 2 3 other services
## 55 GP M 17 R GT3 T 1 2 at_home at_home
## 56 GP M 18 U GT3 T 2 1 services services
## 57 GP M 18 U LE3 A 4 4 teacher teacher
## 58 GP F 17 U GT3 T 4 3 health services
## 59 GP F 17 U GT3 T 4 2 other other
## 60 GP M 19 U GT3 T 3 3 other other
## 61 GP M 19 R GT3 T 3 3 other services
## 62 GP F 19 U GT3 T 1 1 at_home health
## 63 MS F 20 U GT3 T 4 2 health other
## 64 MS F 18 U GT3 T 3 3 other other
## 65 MS M 18 U GT3 T 4 4 teacher teacher
## 66 GP M 15 U GT3 T 3 4 other other
## 67 GP M 15 U LE3 T 4 4 health services
## 68 GP M 15 U GT3 A 2 2 other other
## 69 GP F 16 U GT3 T 4 4 health other
## 70 GP F 15 R GT3 T 2 2 at_home other
## 71 GP F 15 U GT3 A 4 3 services services
## 72 GP M 15 U GT3 T 4 4 teacher health
## 73 GP F 16 U LE3 T 4 4 health health
## 74 GP M 15 U GT3 T 3 4 other other
## 75 GP M 16 U GT3 T 4 4 health other
## 76 GP M 16 U LE3 T 1 1 services other
## 77 GP F 16 U LE3 T 1 1 at_home at_home
## 78 GP F 16 U GT3 T 4 2 health services
## 79 GP F 16 U GT3 T 4 4 health health
## 80 GP F 17 U LE3 T 2 4 services services
## 81 GP F 17 U LE3 T 3 2 other other
## 82 GP M 16 U GT3 T 4 4 health other
## 83 GP M 17 U LE3 T 2 2 other other
## 84 GP F 17 U LE3 T 4 2 teacher services
## 85 GP M 18 R LE3 T 3 2 services other
## 86 GP M 17 U GT3 T 3 3 health other
## 87 GP F 18 U GT3 T 4 3 other other
## 88 GP F 18 U GT3 T 2 4 services at_home
## 89 GP F 19 U GT3 T 2 1 at_home other
## 90 GP M 17 U GT3 T 3 3 other services
## 91 GP F 17 U GT3 T 4 4 teacher teacher
## 92 GP F 19 R GT3 A 3 1 services at_home
## 93 MS F 18 R GT3 T 4 4 other teacher
## 94 MS M 18 R LE3 T 1 2 at_home services
## 95 MS M 17 U LE3 T 3 1 services services
## 96 GP F 16 U GT3 T 4 4 services services
## 97 GP M 15 U GT3 T 4 3 teacher other
## 98 GP M 16 U LE3 T 2 2 other other
## 99 GP M 15 U GT3 A 4 4 other services
## 100 GP M 16 U GT3 T 3 1 other other
## 101 GP F 15 U GT3 T 4 2 other other
## 102 GP M 16 U GT3 T 3 3 other services
## 103 GP F 16 U LE3 T 2 4 other health
## 104 GP M 15 U GT3 T 3 4 services services
## 105 GP M 16 U GT3 T 1 0 other other
## 106 GP M 17 U LE3 T 4 4 teacher other
## 107 GP F 16 U GT3 T 2 2 services other
## 108 GP M 16 U GT3 T 2 3 other other
## 109 GP F 16 U GT3 T 4 4 teacher services
## 110 GP F 17 U LE3 T 4 3 health other
## 111 GP F 16 U GT3 T 2 1 other other
## 112 GP F 17 R GT3 T 2 1 at_home services
## 113 GP M 16 U GT3 T 4 4 services services
## 114 GP M 16 U GT3 T 0 2 other other
## 115 GP M 18 R GT3 T 3 2 other other
## 116 GP F 17 U GT3 T 1 1 services teacher
## 117 GP M 19 U GT3 T 1 2 other services
## 118 GP F 19 U LE3 T 3 2 services other
## 119 GP F 19 R GT3 T 2 3 other other
## 120 GP F 17 U GT3 A 4 3 services services
## 121 GP F 18 U GT3 T 3 2 other services
## 122 GP F 17 U GT3 T 4 3 health other
## 123 MS M 17 U GT3 T 3 3 health other
## 124 MS M 17 R GT3 T 4 3 services other
## 125 MS F 18 R LE3 A 1 4 at_home other
## 126 MS M 18 R LE3 T 1 1 at_home other
## 127 MS M 18 U LE3 T 4 4 teacher services
## 128 MS F 17 U GT3 T 2 2 other at_home
## 129 GP M 16 U LE3 T 2 2 other other
## 130 GP M 15 U GT3 T 4 4 health health
## 131 GP M 15 U GT3 T 2 2 other other
## 132 GP M 16 U GT3 T 3 2 other other
## 133 GP F 15 R GT3 T 3 4 services health
## 134 GP M 15 U LE3 T 4 4 teacher other
## 135 GP F 16 U LE3 T 2 2 services services
## 136 GP M 16 U GT3 T 3 1 other other
## 137 GP F 15 R GT3 T 3 4 services teacher
## 138 GP F 16 U GT3 A 3 4 services other
## 139 GP M 16 U LE3 T 2 1 at_home other
## 140 GP M 16 U GT3 T 3 2 services services
## 141 GP M 16 U GT3 T 3 3 services other
## 142 GP F 16 U GT3 T 3 2 other other
## 143 GP M 17 U GT3 T 3 3 services services
## 144 GP M 17 U LE3 T 4 4 services other
## 145 GP F 16 U GT3 A 2 2 other other
## 146 GP M 18 U GT3 T 2 2 other other
## 147 GP M 17 U LE3 T 2 3 services services
## 148 GP F 17 U GT3 A 2 1 other other
## 149 GP M 17 U LE3 T 4 3 health other
## 150 GP M 17 U GT3 T 2 3 other other
## 151 GP F 18 R GT3 T 4 4 teacher other
## 152 GP F 17 U LE3 T 2 2 services other
## 153 GP F 18 R LE3 T 1 1 at_home other
## 154 GP M 17 U GT3 T 1 1 other other
## 155 GP M 18 U GT3 T 4 2 teacher other
## 156 GP F 18 U LE3 T 2 1 services at_home
## 157 GP F 18 U LE3 A 4 4 health other
## 158 GP F 19 U LE3 T 1 1 at_home other
## 159 GP F 17 U GT3 T 3 1 services services
## 160 GP F 17 R GT3 T 2 4 at_home other
## 161 MS F 17 R GT3 T 4 4 teacher services
## 162 MS F 17 U LE3 A 3 2 services other
## 163 MS F 17 R GT3 T 1 2 other services
## 164 GP M 16 U LE3 A 3 4 services other
## 165 GP F 16 U LE3 A 3 3 other services
## 166 GP F 15 U LE3 T 4 2 health other
## 167 GP M 15 U LE3 A 4 2 health health
## 168 GP F 16 U GT3 T 3 3 other services
## 169 GP M 15 U GT3 T 4 0 teacher other
## 170 GP F 16 U GT3 T 2 2 other other
## 171 GP M 15 U GT3 T 2 3 other other
## 172 GP M 16 U GT3 T 2 2 services other
## 173 GP F 16 U GT3 T 4 2 teacher services
## 174 GP M 15 U LE3 T 2 2 services health
## 175 GP M 16 R GT3 T 4 3 services other
## 176 GP F 16 U GT3 T 4 4 other other
## 177 GP M 15 U GT3 T 4 4 other teacher
## 178 GP F 15 U GT3 T 4 4 services at_home
## 179 GP F 17 U GT3 T 4 4 other teacher
## 180 GP M 15 R GT3 T 2 3 at_home services
## 181 GP M 16 U GT3 T 1 2 services services
## 182 GP F 16 U GT3 T 2 3 services services
## 183 GP F 16 U GT3 T 4 3 teacher other
## 184 GP M 17 R GT3 T 2 2 other other
## 185 GP M 17 U GT3 T 4 4 teacher teacher
## 186 GP M 16 U GT3 T 3 2 at_home other
## 187 GP M 19 U LE3 A 4 3 services at_home
## 188 GP F 18 U LE3 T 1 1 other other
## 189 GP M 17 U LE3 A 3 2 teacher services
## 190 GP M 17 U LE3 T 4 4 other teacher
## 191 GP F 17 R GT3 T 3 4 at_home services
## 192 GP F 18 U GT3 T 4 4 teacher other
## 193 GP F 17 U GT3 T 2 2 other other
## 194 GP F 17 R LE3 T 2 2 services services
## 195 GP M 17 R GT3 T 2 2 services other
## 196 GP F 19 U GT3 T 2 1 services services
## 197 GP F 18 U GT3 T 2 3 at_home other
## 198 MS M 18 R GT3 T 3 2 other other
## 199 MS F 18 U GT3 T 3 3 services services
## 200 MS F 18 U GT3 T 2 3 at_home services
## 201 MS M 17 U GT3 T 2 3 other services
## 202 MS M 18 R LE3 T 3 2 services other
## 203 GP F 15 U GT3 T 4 4 teacher health
## 204 GP F 15 U GT3 T 2 1 services other
## 205 GP M 15 U GT3 T 4 3 teacher other
## 206 GP F 15 R GT3 T 2 4 services health
## 207 GP M 16 U GT3 T 4 4 teacher teacher
## 208 GP F 16 U LE3 T 2 2 other at_home
## 209 GP F 15 U LE3 A 3 3 other other
## 210 GP F 16 R GT3 T 4 4 health teacher
## 211 GP F 16 U GT3 T 1 1 services services
## 212 GP F 16 U GT3 T 4 3 teacher health
## 213 GP F 15 U LE3 T 4 3 services services
## 214 GP M 15 U GT3 T 4 2 other other
## 215 GP M 15 U GT3 T 2 3 other services
## 216 GP M 15 U GT3 T 4 4 services other
## 217 GP F 15 U GT3 A 3 3 other health
## 218 GP M 15 R GT3 T 4 4 other other
## 219 GP F 16 U GT3 T 2 2 at_home other
## 220 GP F 17 U LE3 T 2 2 other other
## 221 GP M 17 R GT3 T 3 4 at_home other
## 222 GP F 15 U GT3 T 1 2 at_home other
## 223 GP F 15 R GT3 T 3 3 services services
## 224 GP M 16 U GT3 T 3 3 other services
## 225 GP M 17 U GT3 T 1 3 at_home services
## 226 GP M 16 U GT3 T 2 2 other other
## 227 GP F 16 U LE3 T 3 3 other other
## 228 GP M 17 U LE3 T 4 3 teacher other
## 229 GP M 16 R GT3 T 4 2 teacher services
## 230 GP M 17 U GT3 T 4 3 other other
## 231 GP F 16 R GT3 T 2 2 services services
## 232 GP F 17 U GT3 T 3 4 at_home services
## 233 GP M 18 U LE3 T 2 1 at_home other
## 234 GP M 17 R LE3 A 4 4 teacher other
## 235 GP F 17 U LE3 T 2 2 services services
## 236 GP F 17 U GT3 T 3 3 other other
## 237 GP M 18 U GT3 T 4 2 health other
## 238 GP F 17 U GT3 T 2 4 at_home health
## 239 GP F 18 R GT3 A 3 2 other services
## 240 GP M 18 U LE3 T 4 3 teacher services
## 241 GP F 17 U GT3 T 2 2 other other
## 242 GP F 19 U GT3 T 4 4 health other
## 243 GP F 18 U LE3 T 4 3 other other
## 244 GP F 17 U GT3 T 4 4 teacher services
## 245 GP F 18 R GT3 T 2 2 at_home other
## 246 GP M 18 U GT3 T 4 4 teacher services
## 247 GP M 18 U GT3 T 4 3 teacher other
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## activities nursery higher internet romantic famrel freetime goout Dalc Walc
## 1 yes yes yes yes no 4 3 3 1 1
## 2 yes yes yes yes no 4 2 2 1 1
## 3 no yes yes yes no 5 4 4 1 1
## 4 yes yes yes yes no 5 5 3 1 1
## 5 no yes yes yes no 3 5 2 1 1
## 6 yes yes yes yes no 3 5 5 2 5
## 7 no yes yes yes no 4 2 4 2 3
## 8 no yes yes yes no 4 3 3 1 1
## 9 no yes yes yes no 4 3 3 1 2
## 10 no yes yes no no 3 1 2 1 1
## 11 no yes yes yes no 5 3 2 1 1
## 12 yes yes yes yes no 4 3 1 1 1
## 13 yes yes yes yes yes 4 5 2 1 1
## 14 no no yes no no 4 2 2 1 2
## 15 no yes yes yes no 5 2 3 1 2
## 16 no yes yes yes yes 3 1 2 1 3
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## 18 yes no yes yes no 5 2 2 1 2
## 19 yes yes yes no no 5 5 3 1 1
## 20 no yes yes yes no 4 2 2 1 1
## 21 yes yes yes yes no 5 4 3 1 2
## 22 no no yes yes no 4 4 2 2 3
## 23 yes yes yes yes no 4 5 5 1 3
## 24 yes yes yes yes yes 4 4 3 1 1
## 25 yes yes yes yes no 5 4 4 1 1
## 26 yes yes yes yes no 5 3 3 1 1
## 27 no no yes yes no 3 2 3 1 2
## 28 yes yes yes yes no 5 5 4 1 2
## 29 yes yes yes yes no 4 3 2 1 1
## 30 no yes yes no no 2 2 2 3 3
## 31 yes yes yes no no 5 4 2 2 3
## 32 yes yes yes yes no 4 3 5 1 5
## 33 no yes yes yes no 2 3 1 1 1
## 34 yes no yes yes no 5 3 4 1 3
## 35 no yes yes yes yes 1 4 2 2 2
## 36 no yes yes yes no 3 3 3 2 3
## 37 no yes yes yes no 4 4 5 1 3
## 38 no yes yes yes no 5 3 3 1 1
## 39 yes yes yes yes yes 4 3 3 1 3
## 40 no yes yes yes yes 5 3 2 1 2
## 41 yes yes yes yes yes 2 3 4 1 1
## 42 yes yes yes yes yes 3 2 2 1 1
## 43 yes yes yes yes no 5 4 2 1 2
## 44 yes yes yes yes no 4 5 1 1 3
## 45 no yes yes yes no 2 2 4 2 4
## 46 yes yes yes yes no 5 4 3 1 1
## 47 yes yes yes yes yes 2 4 3 1 1
## 48 no yes yes no no 4 3 3 2 2
## 49 no yes yes yes no 4 2 3 1 1
## 50 yes yes yes yes no 5 3 3 1 3
## 51 yes yes yes yes no 5 4 4 1 2
## 52 yes yes yes yes yes 4 2 3 1 2
## 53 yes yes yes yes no 5 2 4 1 2
## 54 yes yes yes yes yes 4 5 5 1 3
## 55 yes no yes no yes 3 5 2 2 2
## 56 yes yes yes yes no 4 2 4 1 3
## 57 yes yes yes yes no 5 4 3 1 1
## 58 no yes yes yes no 4 2 2 1 2
## 59 no yes yes yes no 4 3 3 1 1
## 60 yes yes yes yes yes 4 4 4 1 1
## 61 yes yes yes no yes 4 5 3 1 2
## 62 no no yes yes yes 4 1 2 1 1
## 63 no no yes yes yes 5 4 3 1 1
## 64 no yes yes yes yes 4 1 3 1 2
## 65 yes no yes yes no 3 2 4 1 4
## 66 yes yes yes yes no 5 5 1 1 1
## 67 yes yes yes yes no 4 3 3 1 3
## 68 no yes yes yes yes 4 5 2 1 1
## 69 no yes yes yes no 4 4 4 1 2
## 70 yes yes yes no no 4 3 1 1 1
## 71 yes yes yes yes no 4 3 2 1 1
## 72 yes yes yes no no 3 2 2 1 1
## 73 yes yes yes yes yes 5 4 5 1 1
## 74 no yes yes yes no 3 4 3 1 2
## 75 yes yes yes yes no 3 4 4 1 4
## 76 no yes yes no yes 4 4 4 1 3
## 77 no yes yes yes no 3 4 4 3 3
## 78 no yes yes yes yes 4 2 3 1 1
## 79 no yes yes yes yes 4 4 2 1 1
## 80 yes yes yes yes yes 4 3 2 1 1
## 81 no yes yes yes no 4 4 4 1 3
## 82 yes yes yes yes no 4 2 4 2 4
## 83 yes no yes yes yes 4 4 2 5 5
## 84 yes yes yes yes no 4 2 3 1 1
## 85 yes yes yes yes no 5 4 2 1 1
## 86 no yes yes yes no 4 4 3 1 3
## 87 no yes yes yes no 4 3 3 1 1
## 88 yes yes yes yes no 4 4 3 1 1
## 89 no yes no yes yes 3 4 1 1 1
## 90 yes no yes yes no 4 3 5 3 5
## 91 no no yes yes yes 4 3 3 1 2
## 92 no yes yes no no 5 4 3 1 2
## 93 no no yes yes yes 3 2 2 4 2
## 94 yes yes no yes yes 4 3 3 2 3
## 95 no no yes yes no 2 4 5 3 4
## 96 yes yes yes yes no 3 2 3 1 2
## 97 no yes yes yes no 4 4 1 1 1
## 98 yes yes yes yes no 5 4 4 2 4
## 99 yes no yes yes yes 1 3 3 5 5
## 100 no yes yes yes no 4 3 2 1 1
## 101 yes yes yes yes no 5 3 3 1 3
## 102 yes yes yes yes no 5 4 2 1 1
## 103 yes yes yes yes yes 4 2 2 1 2
## 104 no yes yes yes no 5 5 5 3 2
## 105 yes yes yes yes yes 4 3 2 1 1
## 106 yes yes yes yes no 4 4 4 1 3
## 107 yes no yes yes no 3 4 4 1 4
## 108 no yes yes yes no 5 3 3 1 1
## 109 yes no yes yes no 5 3 2 1 1
## 110 yes yes yes yes yes 3 2 3 1 2
## 111 no yes yes yes yes 4 5 2 1 1
## 112 yes yes yes no no 2 1 1 1 1
## 113 yes yes yes yes no 5 3 2 1 2
## 114 no no yes yes no 4 3 2 2 4
## 115 yes no yes no no 5 3 2 1 1
## 116 no yes yes yes no 4 3 3 1 1
## 117 no no yes yes no 4 5 2 2 2
## 118 no no yes yes yes 4 2 2 1 2
## 119 no yes yes yes yes 4 1 2 1 1
## 120 no yes yes yes yes 5 2 2 1 2
## 121 no yes yes yes yes 5 4 3 2 3
## 122 yes yes yes yes yes 4 4 3 1 3
## 123 no yes yes yes no 4 5 4 2 3
## 124 yes no yes yes yes 4 5 5 1 3
## 125 no yes yes no yes 4 3 4 1 4
## 126 yes no no no no 4 4 3 2 3
## 127 no yes yes yes yes 4 2 2 2 2
## 128 yes yes yes no yes 3 4 3 1 1
## 129 no yes yes yes no 4 4 4 1 1
## 130 no yes yes yes no 5 4 2 1 1
## 131 no yes yes yes no 4 2 2 1 2
## 132 no no yes yes no 5 4 3 1 1
## 133 yes yes yes yes no 4 3 2 1 1
## 134 no no yes yes yes 5 4 3 2 4
## 135 no yes yes yes no 4 3 3 2 3
## 136 yes yes yes no no 5 3 2 2 2
## 137 no yes yes yes yes 4 2 2 2 2
## 138 no yes yes yes no 3 2 1 1 4
## 139 yes yes yes no yes 4 4 4 3 5
## 140 yes no no no no 4 5 2 1 1
## 141 yes yes yes yes yes 4 2 3 1 2
## 142 no yes yes yes no 1 2 2 1 2
## 143 yes yes yes yes yes 4 3 4 2 3
## 144 no yes yes yes yes 5 3 5 4 5
## 145 no yes yes yes no 3 3 4 1 1
## 146 no yes yes yes no 3 3 3 5 5
## 147 no no yes yes no 5 3 3 1 3
## 148 yes yes yes yes yes 3 2 3 1 2
## 149 yes yes yes yes yes 2 5 5 1 4
## 150 no yes yes yes no 5 2 2 1 1
## 151 yes yes yes yes no 4 3 4 2 2
## 152 no yes yes yes yes 4 4 4 2 3
## 153 yes yes yes no no 5 2 2 1 1
## 154 no no yes yes no 4 3 3 1 2
## 155 yes yes yes yes yes 4 3 2 1 4
## 156 no yes yes yes yes 5 4 3 1 1
## 157 no yes yes yes yes 4 2 4 1 1
## 158 yes no yes yes no 4 4 3 1 3
## 159 no no yes yes no 3 4 3 2 3
## 160 no yes yes yes yes 4 4 3 1 1
## 161 yes yes yes yes no 4 3 3 1 2
## 162 no yes yes no yes 1 2 3 1 2
## 163 no no yes no no 3 2 2 1 2
## 164 yes yes yes yes no 5 3 3 1 1
## 165 no yes yes yes no 2 3 5 1 4
## 166 no yes yes yes no 4 3 3 1 1
## 167 no yes yes no no 5 5 5 3 4
## 168 yes yes yes yes no 4 3 3 2 4
## 169 yes yes yes yes no 3 4 3 1 1
## 170 no yes yes yes yes 5 2 3 1 3
## 171 no no yes yes no 5 3 2 1 2
## 172 yes no yes yes no 4 4 2 1 1
## 173 yes yes yes yes no 5 3 3 1 1
## 174 yes yes yes yes no 4 3 4 1 1
## 175 yes no yes yes no 3 3 3 1 1
## 176 yes no yes yes no 5 3 4 1 2
## 177 yes yes yes no no 4 4 3 1 1
## 178 yes yes yes yes yes 4 3 3 1 1
## 179 no yes yes no yes 4 2 1 1 1
## 180 yes yes yes no no 4 4 4 1 1
## 181 yes yes yes yes yes 3 3 3 1 2
## 182 no yes yes yes no 4 3 3 1 1
## 183 yes yes yes yes yes 1 3 2 1 1
## 184 yes yes yes yes no 4 5 2 1 1
## 185 yes yes yes yes yes 4 5 5 1 3
## 186 yes yes yes yes yes 5 3 3 1 3
## 187 no yes yes yes no 4 3 1 1 1
## 188 no no yes no no 4 4 3 1 1
## 189 no yes yes yes no 4 4 4 3 4
## 190 no yes yes yes no 4 1 1 2 2
## 191 yes no yes yes no 4 3 4 2 5
## 192 no yes yes yes no 4 4 4 3 3
## 193 no yes yes no yes 4 2 2 1 1
## 194 yes yes yes yes no 3 3 2 2 2
## 195 no yes yes yes no 4 4 5 5 5
## 196 yes yes yes yes yes 4 3 4 1 3
## 197 no yes yes yes no 4 3 3 1 2
## 198 no no yes yes no 2 5 5 5 5
## 199 no yes yes yes yes 4 3 2 1 3
## 200 no yes yes yes yes 5 2 3 1 2
## 201 yes yes yes yes no 4 4 3 1 1
## 202 no no yes yes no 4 4 1 3 4
## 203 no yes yes yes no 3 3 3 1 2
## 204 yes yes yes yes no 5 2 2 1 1
## 205 no yes yes yes no 5 4 3 1 2
## 206 yes yes yes yes no 4 3 2 1 1
## 207 yes yes yes yes yes 4 4 5 5 5
## 208 yes yes yes yes no 4 3 3 2 2
## 209 no yes yes yes no 5 3 4 4 4
## 210 yes yes yes no no 2 4 4 2 3
## 211 yes no yes yes yes 5 5 5 5 5
## 212 yes yes yes yes no 3 4 4 2 4
## 213 yes yes yes yes yes 4 4 4 2 4
## 214 no yes yes yes no 3 3 3 1 1
## 215 yes no yes yes yes 3 2 2 1 3
## 216 yes no yes yes no 5 3 3 1 1
## 217 no yes yes no no 4 3 3 1 1
## 218 yes yes yes yes yes 1 3 5 3 5
## 219 yes yes yes yes no 3 1 2 1 1
## 220 no yes yes yes yes 3 4 4 1 3
## 221 no yes yes no no 5 4 5 2 4
## 222 no no yes yes no 4 3 2 1 1
## 223 yes yes yes yes yes 4 2 1 2 3
## 224 no yes yes yes yes 4 5 5 4 4
## 225 no yes no yes no 5 3 3 1 4
## 226 no yes no yes no 4 3 5 2 4
## 227 yes yes yes yes no 4 4 5 1 1
## 228 yes yes yes yes no 4 4 4 4 4
## 229 yes yes yes yes yes 4 3 3 3 4
## 230 yes yes yes yes yes 5 2 3 1 1
## 231 yes no yes yes no 5 3 5 1 1
## 232 no yes yes yes yes 4 4 3 3 4
## 233 yes yes yes yes yes 4 3 2 4 5
## 234 no yes yes yes no 3 3 3 2 3
## 235 yes yes yes yes yes 3 4 1 1 1
## 236 yes no yes no no 3 2 3 1 1
## 237 yes yes yes yes yes 5 4 5 1 3
## 238 no yes yes yes yes 4 3 3 1 1
## 239 no no no yes yes 4 1 1 1 1
## 240 yes yes yes yes no 4 2 3 1 2
## 241 no no yes yes no 5 4 5 1 2
## 242 yes yes yes yes no 2 3 4 2 3
## 243 no yes yes yes yes 4 4 5 1 2
## 244 yes yes yes yes no 5 4 4 1 3
## 245 yes yes yes no no 4 4 4 1 1
## 246 yes yes yes yes no 4 3 3 2 2
## 247 no yes yes yes yes 5 4 5 2 3
## 248 no yes yes no yes 5 3 4 1 1
## 249 no no yes yes yes 3 3 2 1 2
## 250 no yes yes no no 3 3 4 2 4
## 251 yes no yes yes no 4 5 4 2 3
## 252 no yes yes no no 5 3 3 1 3
## 253 no no yes no no 5 5 3 3 3
## 254 no no yes yes no 5 4 2 3 4
## 255 yes yes yes yes no 4 3 2 1 1
## 256 yes yes yes yes no 4 3 3 2 3
## 257 yes no yes yes no 4 3 2 2 3
## 258 yes yes yes yes yes 5 4 2 1 1
## 259 yes yes yes yes no 5 2 4 1 4
## 260 no yes yes no yes 5 3 3 1 1
## 261 yes yes yes yes no 2 3 3 2 2
## 262 yes yes yes yes no 4 2 2 1 1
## 263 yes no yes no no 5 2 5 1 5
## 264 yes yes yes yes no 3 4 3 2 3
## 265 yes yes yes yes yes 5 3 3 2 3
## 266 yes yes yes yes no 3 3 4 3 5
## 267 no yes yes yes no 4 5 2 1 2
## 268 no no yes no no 4 4 4 1 3
## 269 no yes yes no no 4 3 2 1 4
## 270 yes yes yes yes no 4 3 3 1 1
## 271 yes yes yes yes yes 5 3 3 1 1
## 272 no yes yes yes no 3 4 2 1 1
## 273 yes yes yes yes yes 4 3 3 1 1
## 274 yes yes yes yes yes 5 4 4 3 4
## 275 yes yes yes yes no 4 3 5 3 3
## 276 yes yes yes yes no 3 2 4 1 4
## 277 yes yes yes yes yes 2 4 4 1 1
## 278 yes no yes no yes 4 2 4 2 2
## 279 yes yes yes yes yes 4 3 4 1 1
## 280 yes yes yes yes no 4 3 3 2 2
## 281 yes yes yes yes no 4 5 5 2 4
## 282 no yes yes yes no 4 3 3 2 3
## 283 no yes yes yes yes 3 3 1 1 2
## 284 no yes yes no no 5 5 4 4 5
## 285 yes yes yes no no 5 3 2 1 1
## 286 yes yes yes yes no 3 1 3 1 3
## 287 yes no yes yes no 5 3 2 1 1
## 288 yes yes yes no no 3 5 1 1 1
## 289 no yes yes yes no 5 4 1 1 1
## 290 yes yes yes yes yes 5 2 2 1 1
## 291 no yes yes yes no 3 3 4 2 3
## 292 yes yes yes yes yes 5 3 4 1 1
## 293 yes yes yes yes no 4 4 3 1 1
## 294 no yes yes yes no 4 1 3 1 3
## 295 no no yes yes yes 3 3 4 2 4
## 296 yes yes no yes no 4 5 1 1 1
## 297 no yes yes no no 4 3 4 1 2
## 298 no yes yes no no 4 1 3 3 5
## 299 no yes yes no yes 4 3 5 1 1
## 300 no yes yes yes yes 5 4 4 1 1
## 301 yes no yes yes yes 4 3 3 1 2
## 302 no yes yes yes no 4 4 2 1 2
## 303 no yes yes yes no 4 5 5 2 5
## 304 yes no yes yes yes 4 3 5 1 1
## 305 no no yes yes yes 3 3 3 1 3
## 306 no yes yes no no 3 1 3 1 5
## 307 yes yes yes yes no 5 3 3 1 1
## 308 yes yes yes yes no 4 3 2 3 4
## 309 yes yes yes no no 4 4 3 1 3
## 310 yes yes yes yes no 4 3 3 1 2
## 311 no yes yes no no 5 2 1 1 2
## 312 yes no yes no no 3 3 2 1 3
## 313 no no yes yes no 4 4 2 2 4
## 314 no no yes yes no 4 3 2 1 1
## 315 yes yes yes yes yes 4 5 4 2 4
## 316 yes yes yes yes no 5 4 4 1 1
## 317 no yes yes yes yes 4 3 4 1 1
## 318 yes yes yes yes no 5 3 3 1 2
## 319 yes no yes yes yes 4 3 3 1 1
## 320 no yes yes yes no 5 4 4 3 3
## 321 no yes no yes yes 4 3 3 2 3
## 322 no yes yes yes no 4 4 4 3 3
## 323 no yes yes yes no 4 3 2 1 2
## 324 yes yes yes yes no 5 4 3 3 4
## 325 no yes yes yes no 3 2 3 3 3
## 326 no yes yes yes no 4 3 2 2 3
## 327 yes no yes yes yes 3 3 3 1 2
## 328 yes no yes yes no 4 4 4 1 1
## 329 no yes yes yes no 4 3 3 1 2
## 330 no yes yes yes no 4 4 4 1 1
## 331 no yes yes yes yes 4 4 4 2 3
## 332 no yes yes yes yes 4 3 3 1 3
## 333 no yes yes no no 3 3 3 2 3
## 334 yes yes yes yes no 3 1 2 1 1
## 335 no yes yes yes no 5 3 5 1 1
## 336 yes yes yes yes no 4 5 5 5 5
## 337 no yes yes yes no 4 3 5 1 1
## 338 no yes yes yes no 5 1 2 1 1
## 339 yes yes yes yes no 4 1 2 1 1
## 340 yes yes yes yes yes 5 3 2 1 1
## 341 no no no no no 3 4 2 1 1
## 342 yes yes yes yes no 3 3 3 1 2
## 343 no yes yes yes no 2 2 2 1 1
## 344 no yes no yes yes 3 3 2 2 1
## 345 yes yes no yes yes 3 3 2 2 2
## 346 yes yes yes no no 4 4 4 2 4
## 347 yes no yes yes no 4 4 4 4 5
## 348 no yes yes yes no 5 3 2 1 2
## 349 no yes yes yes no 2 3 3 2 2
## 350 yes yes yes yes yes 4 4 2 1 1
## 351 no yes yes no no 3 3 3 1 4
## 352 no yes no yes no 5 5 4 3 5
## 353 no no yes yes yes 4 4 4 1 1
## 354 no no yes yes no 5 3 3 1 3
## 355 yes yes yes yes no 4 4 4 1 2
## 356 yes yes yes yes no 5 3 4 1 1
## 357 no yes yes yes yes 4 3 2 2 3
## 358 no yes yes yes yes 5 2 1 1 2
## 359 yes yes yes no yes 3 2 2 1 1
## 360 yes no yes yes yes 4 4 3 1 3
## 361 yes no yes yes no 5 4 2 1 2
## 362 no yes yes yes no 4 3 4 1 1
## 363 no yes yes no no 4 3 2 1 2
## 364 no yes yes no no 4 1 4 1 1
## 365 yes yes yes yes no 5 5 5 2 4
## 366 no no yes yes no 1 2 2 1 3
## 367 no yes yes yes no 3 3 2 1 1
## 368 no yes no yes yes 2 3 5 2 5
## 369 no no yes yes no 5 1 5 1 1
## 370 yes no yes yes no 3 4 5 2 4
## 371 yes no yes yes no 4 3 4 1 4
## 372 yes yes yes yes no 4 4 4 2 4
## 373 no yes yes yes yes 3 4 5 2 4
## 374 no yes yes yes no 3 2 4 2 4
## 375 yes yes yes yes no 4 2 5 1 2
## 376 yes yes yes no yes 4 3 4 1 1
## 377 yes no yes yes no 5 4 5 1 1
## 378 no no no yes yes 5 4 5 5 5
## 379 no yes no yes no 4 4 5 2 4
## 380 no no no yes no 3 2 5 2 5
## 381 no yes no yes yes 4 3 5 1 2
## 382 yes yes yes yes no 3 5 5 1 3
## 383 no yes yes no no 4 3 2 1 3
## 384 no yes yes no no 5 4 3 4 3
## 385 yes yes yes yes yes 4 4 3 2 2
## 386 yes yes yes no no 1 1 1 1 1
## 387 no yes yes no no 4 3 4 1 1
## 388 no no yes yes no 5 3 3 1 1
## 389 no yes yes yes no 2 4 3 1 2
## 390 no yes yes yes no 5 4 5 1 2
## 391 no yes no yes yes 4 5 4 1 1
## 392 no yes yes yes yes 4 4 4 1 4
## 393 yes yes no no yes 5 3 5 1 5
## 394 yes no yes yes yes 4 3 2 1 1
## 395 no yes yes yes yes 4 3 3 1 3
## health absences G1 G2 G3 toplam_ort
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## 2 2 4 19 19 20 19.333333
## 3 1 0 19 18 19 18.666667
## 4 4 6 18 19 19 18.666667
## 5 3 10 18 19 19 18.666667
## 6 4 8 18 18 18 18.000000
## 7 2 24 18 18 18 18.000000
## 8 4 6 18 18 18 18.000000
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## 10 3 6 18 18 18 18.000000
## 11 4 0 18 16 16 16.666667
## 12 5 0 17 16 17 16.666667
## 13 5 0 17 16 16 16.333333
## 14 3 2 17 15 15 15.666667
## 15 5 4 17 15 16 16.000000
## 16 2 21 17 18 18 17.666667
## 17 1 13 17 17 17 17.000000
## 18 5 0 17 17 18 17.333333
## 19 5 0 17 18 18 17.666667
## 20 1 0 16 18 19 17.666667
## 21 1 2 16 15 15 15.333333
## 22 3 12 16 16 16 16.000000
## 23 1 4 16 17 18 17.000000
## 24 4 0 16 17 17 16.666667
## 25 1 0 16 18 18 17.333333
## 26 5 2 16 18 18 17.333333
## 27 1 2 16 15 15 15.333333
## 28 5 6 16 14 15 15.000000
## 29 5 0 16 16 15 15.666667
## 30 5 8 16 12 13 13.666667
## 31 5 0 16 17 17 16.666667
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## 49 5 2 15 16 16 15.666667
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## 76 5 0 14 12 12 12.666667
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## 95 2 3 14 16 16 15.333333
## 96 2 6 13 14 14 13.666667
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## 98 5 0 13 13 12 12.666667
## 99 3 4 13 13 12 12.666667
## 100 5 0 13 15 15 14.333333
## 101 1 4 13 14 14 13.666667
## 102 5 0 13 14 13 13.333333
## 103 5 2 13 13 13 13.000000
## 104 5 0 13 13 12 12.666667
## 105 3 2 13 15 16 14.666667
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## 107 5 2 13 13 11 12.333333
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## 133 5 2 12 12 11 11.666667
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## 136 5 2 12 12 14 12.666667
## 137 5 0 12 0 0 4.000000
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## 142 1 14 12 13 12 12.333333
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## 145 4 0 12 13 14 13.000000
## 146 4 0 12 13 13 12.666667
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## 151 4 8 12 10 11 11.000000
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## 156 5 12 12 12 13 12.333333
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## 162 5 2 12 12 11 11.666667
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## 293 1 4 8 10 9 9.000000
## 294 4 2 8 9 8 8.333333
## 295 5 2 8 6 5 6.333333
## 296 3 2 8 8 10 8.666667
## 297 2 4 8 7 6 7.000000
## 298 5 18 8 6 7 7.000000
## 299 5 2 8 9 10 9.000000
## 300 5 0 8 7 8 7.666667
## 301 4 0 8 0 0 2.666667
## 302 5 0 8 11 11 10.000000
## 303 5 0 8 9 10 9.000000
## 304 3 0 8 7 0 5.000000
## 305 3 6 8 7 9 8.000000
## 306 3 4 8 9 10 9.000000
## 307 3 0 8 8 9 8.333333
## 308 5 8 8 9 10 9.000000
## 309 4 6 8 10 10 9.333333
## 310 3 10 8 8 8 8.000000
## 311 3 12 8 10 10 9.333333
## 312 3 0 8 9 8 8.333333
## 313 5 0 8 12 12 10.666667
## 314 3 2 8 8 8 8.000000
## 315 5 30 8 8 8 8.000000
## 316 4 4 8 9 10 9.000000
## 317 4 38 8 9 8 8.333333
## 318 1 0 8 8 0 5.333333
## 319 2 0 8 8 0 5.333333
## 320 2 8 8 7 8 7.666667
## 321 3 7 8 7 8 7.666667
## 322 5 4 8 8 8 8.000000
## 323 4 2 8 8 10 8.666667
## 324 2 4 8 9 10 9.000000
## 325 5 5 8 9 9 8.666667
## 326 3 10 7 8 10 8.333333
## 327 3 25 7 10 11 9.333333
## 328 3 2 7 7 7 7.000000
## 329 5 4 7 7 6 6.666667
## 330 5 10 7 6 6 6.333333
## 331 5 6 7 9 8 8.000000
## 332 4 0 7 7 8 7.333333
## 333 2 4 7 6 6 6.333333
## 334 1 2 7 10 10 9.000000
## 335 3 0 7 9 8 8.000000
## 336 4 14 7 7 5 6.333333
## 337 2 26 7 6 6 6.333333
## 338 3 8 7 8 8 7.666667
## 339 2 0 7 10 10 9.000000
## 340 1 0 7 10 11 9.333333
## 341 5 2 7 8 9 8.000000
## 342 4 0 7 4 0 3.666667
## 343 3 0 7 9 0 5.333333
## 344 5 0 7 6 0 4.333333
## 345 5 0 7 6 0 4.333333
## 346 5 0 7 0 0 2.333333
## 347 5 12 7 8 8 7.666667
## 348 3 18 7 6 6 6.333333
## 349 4 5 7 7 7 7.000000
## 350 4 6 7 7 7 7.000000
## 351 3 3 7 7 8 7.333333
## 352 2 0 7 7 0 4.666667
## 353 3 0 7 0 0 2.333333
## 354 2 6 7 10 10 9.000000
## 355 5 2 7 9 8 8.000000
## 356 4 0 7 0 0 2.333333
## 357 2 0 7 8 0 5.000000
## 358 1 0 7 6 0 4.333333
## 359 3 4 7 7 9 7.666667
## 360 5 5 7 6 7 6.666667
## 361 5 0 7 5 0 4.000000
## 362 1 0 7 9 8 8.000000
## 363 5 4 6 10 10 8.666667
## 364 1 6 6 5 6 5.666667
## 365 5 16 6 5 5 5.333333
## 366 5 14 6 9 8 7.666667
## 367 3 0 6 7 0 4.333333
## 368 4 0 6 5 0 3.666667
## 369 4 0 6 7 0 4.333333
## 370 2 0 6 5 0 3.666667
## 371 4 4 6 5 6 5.666667
## 372 5 15 6 7 8 7.000000
## 373 1 22 6 6 4 5.333333
## 374 4 13 6 6 8 6.666667
## 375 5 2 6 6 6 6.000000
## 376 5 0 6 5 0 3.666667
## 377 3 0 6 0 0 2.000000
## 378 1 16 6 8 8 7.333333
## 379 5 0 6 8 8 7.333333
## 380 5 4 6 9 8 7.666667
## 381 3 0 6 0 0 2.000000
## 382 1 14 6 5 5 5.333333
## 383 5 0 6 5 0 3.666667
## 384 3 14 6 5 5 5.333333
## 385 5 7 6 5 6 5.666667
## 386 5 0 6 5 0 3.666667
## 387 3 6 5 6 6 5.666667
## 388 3 4 5 5 6 5.333333
## 389 3 12 5 5 5 5.000000
## 390 5 0 5 0 0 1.666667
## 391 4 0 5 0 0 1.666667
## 392 3 6 5 9 7 7.000000
## 393 5 0 5 8 7 6.666667
## 394 5 0 4 0 0 1.333333
## 395 5 8 3 5 5 4.333333ggplot(student.mat, aes(G1)) +
geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value `binwidth`.
Grafik incelendiğinde öğrencilerin vize notları ekseri olarak 10
değerinde yoğunlaşmıştır.
ggplot(student.mat, aes(G1, G3)) + geom_point()
Y doğrusal ekseninde her ne kadar veriler anlamlı olmasada gene olarak
öğrencilerin vize notlarının yüksekliği ile final notları arasında
pozitif bir kolerasyonun olduğu söylebilir.
ggplot(student.mat, aes(G1)) + geom_bar()
Bar grafiği incelendiğinde öğrencilerin çoğunluğunun ilk vize notları 10
değerinde birikme göstermektedir.