# The file used for data wrangling
collegeDistance <- read.csv("https://vincentarelbundock.github.io/Rdatasets/csv/AER/CollegeDistance.csv", header = TRUE)
# Creating and displaying a subset of the columns and rows of the file. Below, I will display a subset of all males who have a high income.
subset(collegeDistance, income =="high" & gender=="male")
## X gender ethnicity score fcollege mcollege home urban unemp wage
## 1 1 male other 39.15 yes no yes yes 6.2 8.09
## 22 22 male other 59.56 yes no yes no 7.7 7.04
## 33 33 male other 58.66 yes no yes yes 5.1 8.85
## 38 38 male other 61.03 yes no no no 6.2 8.09
## 39 39 male other 54.35 no no no no 6.2 8.09
## 41 41 male other 70.10 yes no yes no 6.2 8.09
## 61 61 male other 57.74 no no yes no 5.5 8.09
## 62 62 male other 60.38 yes no yes no 5.5 8.09
## 63 63 male other 62.77 no no no no 5.5 8.09
## 70 70 male other 53.21 no no yes no 6.9 7.04
## 74 74 male other 60.22 yes no yes no 7.7 7.04
## 77 77 male other 51.84 yes yes no no 4.4 8.09
## 80 80 male other 57.50 no yes yes no 4.4 8.09
## 82 82 male other 50.62 yes no yes no 7.5 8.09
## 97 97 male other 56.47 yes no yes no 5.3 8.09
## 105 105 male other 66.95 yes yes yes no 6.1 7.69
## 112 112 male other 44.46 yes yes yes no 5.4 8.09
## 117 117 male hispanic 38.95 no no yes no 13.5 7.69
## 122 122 male other 44.46 no no yes no 8.7 8.85
## 127 127 male other 52.74 yes no yes no 6.5 8.09
## 129 129 male other 40.18 no no yes no 6.5 8.09
## 138 138 male other 51.10 no no yes no 7.8 7.69
## 144 144 male other 56.35 no no yes no 5.4 8.85
## 147 147 male other 66.17 yes yes yes no 5.4 8.85
## 148 148 male other 45.10 no no yes no 5.4 8.85
## 151 151 male other 52.98 yes yes yes no 7.2 8.85
## 155 155 male other 58.62 no no yes no 4.4 8.09
## 158 158 male other 64.83 yes yes yes no 4.4 8.09
## 161 161 male other 66.49 no no yes no 4.4 8.09
## 162 162 male other 62.14 yes yes yes no 4.4 8.09
## 171 171 male other 52.64 no yes yes no 5.1 8.85
## 179 179 male other 62.98 yes no yes no 10.4 7.69
## 190 190 male other 63.13 no yes yes yes 5.1 8.85
## 192 192 male other 59.91 no yes yes yes 5.1 8.85
## 195 195 male other 57.49 no no yes no 6.3 9.64
## 201 201 male afam 44.24 no no no yes 8.0 9.64
## 202 202 male afam 51.33 yes yes yes yes 8.0 9.64
## 203 203 male afam 56.46 no yes no yes 8.0 9.64
## 210 210 male other 62.36 yes yes no yes 8.0 9.64
## 228 228 male other 43.22 no no yes no 9.5 9.64
## 232 232 male afam 37.61 no yes yes no 5.3 9.64
## 248 248 male other 62.20 yes no yes no 9.8 9.64
## 258 258 male other 60.96 no no yes no 10.7 9.64
## 262 262 male other 63.12 yes yes yes no 10.7 9.64
## 269 269 male other 56.30 yes yes yes no 5.3 9.64
## 283 283 male other 58.92 no no yes no 8.0 9.64
## 286 286 male other 56.02 no no yes no 8.0 9.64
## 287 287 male other 58.58 yes yes yes no 5.3 9.64
## 296 296 male other 58.25 yes no no no 4.4 9.64
## 297 297 male other 61.87 yes yes yes no 4.4 9.64
## 298 298 male other 67.62 yes yes yes no 4.4 9.64
## 300 300 male afam 58.41 yes yes yes no 4.4 9.64
## 301 301 male other 66.83 yes no yes no 4.4 9.64
## 303 303 male afam 52.78 no no no no 4.4 9.64
## 307 307 male other 53.03 yes no yes no 8.7 9.64
## 315 315 male other 61.26 yes yes yes no 8.7 9.64
## 324 324 male afam 48.39 no no yes no 5.6 9.64
## 328 328 male other 62.44 yes yes yes yes 8.0 9.64
## 342 342 male other 54.24 no no no yes 9.5 9.64
## 348 348 male other 58.78 yes yes yes no 12.6 9.64
## 349 349 male other 62.49 yes no yes no 8.0 9.64
## 353 353 male other 60.81 no no yes no 8.0 9.64
## 359 359 male other 54.87 yes no yes no 10.8 9.64
## 360 360 male other 49.11 no no yes no 10.8 9.64
## 365 365 male other 58.06 no no yes no 9.5 9.64
## 370 370 male other 59.96 yes no yes no 9.5 9.64
## 371 371 male other 60.44 no no yes no 5.3 9.64
## 372 372 male other 44.47 yes yes yes no 5.3 9.64
## 374 374 male other 59.56 yes yes yes no 5.3 9.64
## 375 375 male other 64.89 yes no yes no 5.3 9.64
## 376 376 male other 58.24 no no yes no 5.3 9.64
## 378 378 male other 62.20 yes no yes no 5.3 9.64
## 381 381 male other 60.95 yes no yes no 5.3 9.64
## 384 384 male other 59.34 no no yes no 6.3 9.64
## 393 393 male other 42.84 no no yes yes 8.0 9.64
## 399 399 male other 65.67 yes yes yes no 5.3 9.64
## 400 400 male other 61.87 yes yes no no 4.4 9.64
## 401 401 male other 61.28 yes yes yes no 4.4 9.64
## 402 402 male other 62.18 no yes yes no 4.4 9.64
## 403 403 male afam 60.18 yes yes yes no 4.4 9.64
## 407 407 male other 49.32 yes no yes no 5.1 9.64
## 408 408 male other 53.33 no no yes no 5.1 9.64
## 409 409 male afam 48.70 no yes yes no 5.1 9.64
## 423 423 male other 51.88 no no yes no 7.6 9.64
## 429 429 male other 54.76 no yes yes no 6.7 10.04
## 432 432 male other 62.03 yes yes yes no 5.6 10.04
## 435 435 male other 56.17 yes yes no no 5.6 10.04
## 438 438 male other 56.72 no no no no 4.8 10.04
## 442 442 male other 62.52 no no yes no 6.2 10.04
## 445 445 male hispanic 41.54 no no yes no 7.4 10.04
## 451 451 male afam 54.94 no no no no 7.7 10.04
## 452 452 male afam 41.19 yes yes yes no 7.7 10.04
## 457 457 male other 60.95 yes yes yes no 7.7 10.04
## 459 459 male other 69.30 yes no yes no 7.7 10.04
## 464 464 male other 60.67 no yes yes no 6.7 10.04
## 471 471 male other 65.05 yes yes yes no 5.9 10.04
## 473 473 male other 58.02 yes no yes no 5.9 10.04
## 483 483 male other 61.44 yes no yes no 4.8 10.04
## 487 487 male other 57.20 no no yes no 4.8 10.04
## 497 497 male afam 47.46 no no no no 6.2 10.04
## 502 502 male other 47.07 yes no yes no 7.4 10.04
## 504 504 male other 58.58 no no yes no 7.4 10.04
## 513 513 male afam 42.33 no no yes no 6.2 10.04
## 516 516 male other 49.80 no no no no 6.2 10.04
## 521 521 male other 38.87 no no no no 5.9 10.04
## 545 545 male other 52.32 no no yes no 5.2 9.96
## 553 553 male other 54.34 no no yes yes 12.1 9.96
## 558 558 male other 54.85 yes no yes no 6.6 9.96
## 559 559 male other 44.03 yes yes yes no 6.6 9.96
## 564 564 male other 55.74 no no yes no 11.0 9.96
## 568 568 male other 54.96 yes no yes no 6.9 9.96
## 572 572 male other 64.93 yes yes yes no 6.9 9.96
## 574 574 male other 50.89 no no yes no 6.9 9.96
## 582 582 male other 56.58 no no yes yes 7.7 9.96
## 586 586 male afam 50.81 no yes yes yes 7.7 9.96
## 590 590 male other 61.29 yes yes yes no 11.9 9.96
## 595 595 male afam 40.98 no no yes no 8.2 9.96
## 602 602 male other 40.15 no no yes no 6.6 9.96
## 616 616 male other 45.62 no no yes no 9.5 9.96
## 643 643 male other 64.87 yes no yes no 8.7 9.96
## 645 645 male afam 50.34 yes no yes no 6.6 9.96
## 655 655 male other 52.59 no no yes no 6.6 9.96
## 657 657 male other 66.67 no no yes no 6.6 9.96
## 669 669 male other 43.45 yes yes yes no 8.9 9.96
## 671 671 male other 51.56 no no yes no 8.9 9.96
## 675 675 male afam 50.53 no no yes no 5.9 9.96
## 688 688 male other 48.96 yes yes yes no 11.9 9.96
## 725 725 male other 55.47 no no yes no 8.1 9.96
## 726 726 male hispanic 38.43 yes yes yes no 8.1 9.96
## 739 739 male other 47.09 no no yes no 5.6 7.54
## 752 752 male other 42.43 yes no no no 4.2 9.68
## 761 761 male other 59.48 yes yes yes no 5.3 7.54
## 768 768 male other 64.01 yes no yes no 4.2 9.68
## 772 772 male afam 48.82 no no yes no 4.2 9.68
## 774 774 male afam 55.11 yes no yes no 4.2 9.68
## 788 788 male other 62.39 yes yes yes no 3.0 9.68
## 790 790 male other 61.72 yes no yes no 3.0 9.68
## 792 792 male hispanic 49.38 no no yes no 3.0 9.68
## 799 799 male other 52.61 yes yes yes no 5.6 7.54
## 802 802 male other 48.75 no no yes no 4.6 7.35
## 807 807 male other 66.37 yes yes yes no 2.5 7.18
## 822 822 male other 62.72 yes yes yes no 2.5 7.18
## 828 828 male other 45.86 yes no yes no 4.2 9.68
## 829 829 male other 67.75 yes no yes no 4.2 9.68
## 870 870 male hispanic 40.18 no no yes no 7.2 7.33
## 877 877 male other 38.16 no no yes no 6.7 7.18
## 887 887 male other 67.19 yes yes yes no 7.2 7.18
## 927 927 male other 41.77 no no yes no 10.8 9.68
## 943 943 male other 39.78 no no yes no 8.7 7.54
## 949 949 male hispanic 49.75 no no yes no 7.2 7.33
## 952 952 male other 56.56 yes yes yes no 7.2 7.33
## 958 958 male afam 58.05 no no yes no 6.9 7.18
## 961 961 male afam 39.68 no no yes no 6.9 7.18
## 968 968 male other 37.96 no no yes no 8.0 7.54
## 969 969 male afam 57.29 no yes yes no 8.0 7.54
## 986 986 male afam 43.39 no no yes no 5.1 7.35
## 997 997 male afam 31.12 no no no no 5.3 7.54
## 1000 1000 male afam 53.87 no no yes no 4.0 9.68
## 1002 1002 male afam 46.72 no no yes no 4.0 9.68
## 1007 1007 male other 58.60 no no yes no 4.0 9.68
## 1024 1024 male other 56.95 no yes yes no 10.3 9.68
## 1038 1038 male hispanic 46.16 no no yes no 5.0 7.54
## 1056 1056 male afam 57.96 yes no yes no 8.5 7.33
## 1058 1058 male other 53.54 no no yes no 8.5 7.33
## 1061 1061 male other 56.20 no no yes no 8.5 7.33
## 1066 1066 male other 58.03 no yes yes no 5.6 7.54
## 1072 1072 male afam 40.06 no no yes yes 4.6 7.18
## 1087 1087 male other 46.10 no yes yes no 4.0 7.54
## 1095 1095 male afam 43.74 no no yes yes 6.7 7.35
## 1114 1114 male other 43.47 no no yes no 10.8 9.68
## 1123 1123 male afam 51.25 no yes yes no 4.0 7.33
## 1125 1125 male other 46.77 yes yes yes yes 9.3 10.15
## 1130 1130 male other 45.23 no no yes yes 9.3 10.15
## 1135 1135 male hispanic 39.83 no yes yes no 8.8 9.68
## 1142 1142 male afam 52.49 yes no yes yes 5.0 7.54
## 1164 1164 male other 62.04 yes yes yes yes 5.5 7.18
## 1179 1179 male other 58.97 no no yes no 4.1 7.33
## 1193 1193 male other 44.99 no no yes no 5.5 7.35
## 1201 1201 male hispanic 43.95 yes no no no 6.3 7.54
## 1202 1202 male other 49.83 yes no yes no 6.3 7.54
## 1213 1213 male other 69.38 yes yes yes no 9.2 7.33
## 1215 1215 male other 64.54 yes no yes no 9.2 7.33
## 1227 1227 male other 51.92 yes no yes no 4.7 7.54
## 1259 1259 male other 56.51 no no yes yes 5.7 7.18
## 1273 1273 male afam 37.14 no no yes yes 4.6 7.33
## 1276 1276 male other 63.97 yes yes yes yes 4.6 7.33
## 1282 1282 male other 47.31 no no yes no 5.3 7.54
## 1289 1289 male other 53.99 yes yes yes no 5.2 8.26
## 1290 1290 male other 53.72 yes yes yes no 5.2 8.26
## 1310 1310 male other 43.72 yes yes no no 6.4 8.26
## 1330 1330 male other 55.04 no no yes yes 5.7 8.26
## 1334 1334 male other 34.15 no no yes no 9.0 7.49
## 1340 1340 male other 46.92 yes yes yes no 8.9 7.49
## 1341 1341 male other 54.23 no no yes no 8.9 7.49
## 1354 1354 male other 52.01 no no yes no 10.8 8.26
## 1364 1364 male other 52.45 no yes yes no 8.5 8.26
## 1405 1405 male other 49.69 no no yes no 9.6 9.07
## 1420 1420 male other 63.43 yes no yes no 7.8 9.07
## 1428 1428 male afam 43.60 no no no yes 5.9 8.26
## 1434 1434 male afam 45.40 no no no yes 5.7 8.26
## 1447 1447 male other 49.31 yes no yes yes 7.5 7.49
## 1449 1449 male other 39.02 yes no no yes 5.9 8.26
## 1450 1450 male other 41.66 no no no yes 5.9 8.26
## 1457 1457 male afam 42.17 no no yes no 5.8 7.40
## 1462 1462 male other 40.94 no no yes no 9.0 7.49
## 1471 1471 male other 37.57 no no yes no 6.9 8.26
## 1502 1502 male other 36.53 yes yes yes no 12.5 9.07
## 1534 1534 male other 60.63 no no yes no 7.2 8.26
## 1536 1536 male other 43.88 no no yes no 5.9 8.26
## 1538 1538 male other 53.94 no yes no no 5.9 8.26
## 1543 1543 male other 31.05 no no yes no 6.0 10.03
## 1548 1548 male other 46.96 no no yes no 3.5 10.03
## 1555 1555 male other 44.79 no no yes yes 5.4 6.59
## 1597 1597 male other 59.40 yes no yes no 7.8 10.03
## 1618 1618 male other 41.69 no no yes no 4.5 10.03
## 1620 1620 male other 41.01 yes yes yes no 4.5 10.03
## 1628 1628 male other 32.44 no no yes no 4.7 10.03
## 1655 1655 male afam 28.95 no no yes yes 4.1 10.03
## 1666 1666 male other 44.23 no no yes no 8.5 6.59
## 1675 1675 male afam 42.30 no no yes yes 4.3 10.03
## 1676 1676 male other 47.96 no no yes yes 4.3 10.03
## 1680 1680 male other 51.53 yes yes yes yes 4.3 9.92
## 1682 1682 male other 65.17 yes yes yes yes 4.3 9.92
## 1688 1688 male other 37.17 no no yes no 3.7 9.92
## 1689 1689 male other 45.81 yes no yes no 3.7 9.92
## 1692 1692 male other 57.30 no no yes no 3.7 9.92
## 1708 1708 male other 43.79 no no yes no 4.5 9.92
## 1738 1738 male hispanic 48.57 yes no yes no 3.5 9.92
## 1744 1744 male hispanic 43.38 no no yes yes 5.1 9.92
## 1755 1755 male other 57.94 yes no yes no 7.5 9.92
## 1763 1763 male afam 34.20 no no yes no 5.6 9.92
## 1767 1767 male other 55.60 no no yes no 6.2 9.92
## 1776 1776 male other 55.97 no no yes no 8.1 9.92
## 1782 1782 male hispanic 40.19 no no yes no 8.1 9.92
## 1786 1786 male other 66.03 yes yes yes yes 4.9 9.92
## 1788 1788 male other 68.58 no yes yes yes 4.9 9.92
## 1792 1792 male other 46.53 no no yes yes 4.9 9.92
## 1814 1814 male other 62.83 no no yes yes 4.3 9.92
## 1822 1822 male other 51.51 yes no yes no 3.1 9.92
## 1825 1825 male other 61.70 yes no yes no 3.1 9.92
## 1828 1828 male other 49.38 no no yes no 3.1 9.92
## 1829 1829 male other 57.56 no yes yes no 3.1 9.92
## 1837 1837 male other 56.19 no no yes no 7.2 11.62
## 1838 1838 male other 64.77 no no yes no 7.2 11.62
## 1853 1853 male other 53.83 no no yes no 8.9 11.62
## 1856 1856 male other 63.02 yes yes yes no 7.8 11.62
## 1857 1857 male hispanic 55.21 no no yes no 7.8 11.62
## 1866 1866 male other 49.51 no no yes yes 9.3 11.62
## 1871 1871 male other 59.08 no no yes no 7.2 11.62
## 1876 1876 male other 60.66 yes no yes no 7.2 11.62
## 1878 1878 male other 51.19 yes no yes no 7.2 11.62
## 1892 1892 male other 61.06 no no yes no 7.7 11.62
## 1899 1899 male other 49.30 no no yes no 8.9 11.62
## 1911 1911 male other 47.62 no no yes no 11.6 11.62
## 1925 1925 male other 68.21 no no yes no 6.4 11.62
## 1929 1929 male other 46.99 no no yes no 8.2 11.62
## 1931 1931 male other 65.44 yes yes yes no 7.2 11.62
## 1935 1935 male other 40.51 no no yes no 7.7 11.62
## 1937 1937 male other 37.89 no yes yes no 7.7 11.62
## 1949 1949 male hispanic 53.44 no no yes no 10.0 11.62
## 1953 1953 male other 60.07 no no yes no 11.6 11.62
## 1959 1959 male other 54.41 no no yes no 6.7 11.62
## 1961 1961 male other 59.18 yes no yes no 6.7 11.62
## 1988 1988 male other 65.56 no no yes yes 8.0 11.62
## 1989 1989 male other 63.21 yes yes yes yes 8.0 11.62
## 1995 1995 male other 64.09 yes yes yes no 7.2 11.62
## 1996 1996 male other 48.59 yes no yes no 7.2 11.62
## 2004 2004 male afam 49.85 no no yes no 7.2 11.62
## 2006 2006 male other 50.59 yes no yes no 8.4 11.62
## 2010 2010 male other 56.52 yes no yes no 6.6 11.62
## 2012 2012 male other 53.30 yes yes yes no 6.6 11.62
## 2016 2016 male other 50.91 yes no yes no 10.4 11.62
## 2025 2025 male other 55.32 yes no yes no 7.2 11.62
## 2027 2027 male other 52.91 yes no yes no 7.2 11.62
## 2032 2032 male other 48.17 no no yes yes 5.5 11.62
## 2035 2035 male other 57.30 yes no yes yes 5.5 11.62
## 2036 2036 male other 57.96 yes yes yes yes 5.5 11.62
## 2039 2039 male other 64.14 yes yes yes yes 5.5 11.62
## 2040 2040 male other 62.87 yes yes yes yes 5.6 10.15
## 2043 2043 male other 59.10 no no yes yes 5.6 10.15
## 2046 2046 male other 44.93 yes no no yes 11.8 10.81
## 2049 2049 male other 38.66 no no yes yes 11.8 10.81
## 2054 2054 male other 46.93 no no yes no 14.0 12.15
## 2063 2063 male hispanic 50.72 no no yes no 11.1 12.15
## 2064 2064 male other 57.26 yes yes yes no 11.1 12.15
## 2070 2070 male other 54.41 no no yes yes 7.8 10.15
## 2073 2073 male other 62.03 yes no yes yes 7.8 10.15
## 2077 2077 male other 54.40 yes no yes no 13.8 12.15
## 2081 2081 male other 51.21 no yes yes no 13.8 12.15
## 2082 2082 male other 56.62 no no yes no 13.8 12.15
## 2083 2083 male other 52.71 no no yes yes 6.3 10.15
## 2092 2092 male other 49.24 yes yes yes no 17.7 12.15
## 2093 2093 male other 55.38 no no yes no 17.7 12.15
## 2094 2094 male other 58.85 yes no yes no 17.7 12.15
## 2099 2099 male other 51.03 no no yes no 17.7 12.15
## 2103 2103 male other 53.88 no no yes no 7.7 12.15
## 2106 2106 male other 65.20 yes yes yes no 7.3 10.15
## 2109 2109 male other 56.00 no no yes no 5.3 10.15
## 2111 2111 male other 48.62 yes no yes no 5.3 10.15
## 2115 2115 male other 36.19 no no yes no 5.3 10.15
## 2120 2120 male other 54.79 no no yes no 4.9 10.15
## 2124 2124 male other 54.82 yes no yes no 14.0 12.15
## 2133 2133 male other 48.34 no no yes no 13.8 12.15
## 2135 2135 male other 64.00 no no yes no 13.8 12.15
## 2147 2147 male other 55.65 no no yes no 7.6 10.15
## 2157 2157 male other 37.93 no no yes no 7.6 10.15
## 2164 2164 male other 56.96 yes yes yes no 14.0 12.15
## 2166 2166 male other 56.58 no no yes no 14.0 12.15
## 2180 2180 male other 55.78 no no yes no 9.3 12.15
## 2181 2181 male other 55.86 no no no no 16.0 10.81
## 2187 2187 male other 53.92 no no yes no 10.0 10.81
## 2189 2189 male other 63.95 no no yes no 10.0 10.81
## 2201 2201 male other 58.02 no no yes no 15.9 12.15
## 2202 2202 male other 59.84 no no yes no 15.9 12.15
## 2203 2203 male other 57.42 no no yes no 15.9 12.15
## 2212 2212 male afam 58.90 no yes yes no 7.8 10.15
## 2213 2213 male other 59.74 no no yes no 7.5 10.81
## 2219 2219 male other 51.40 no no yes no 10.1 10.81
## 2232 2232 male other 42.47 no no yes no 8.9 10.15
## 2242 2242 male other 36.01 no no yes no 11.9 12.15
## 2247 2247 male other 50.75 no no yes no 6.7 10.15
## 2261 2261 male afam 35.87 no no yes yes 11.8 10.81
## 2265 2265 male other 61.23 no yes yes no 10.4 10.81
## 2285 2285 male afam 47.50 yes yes yes no 9.9 12.15
## 2288 2288 male other 64.36 yes yes yes no 9.9 12.15
## 2292 2292 male other 60.61 yes yes yes yes 11.5 12.15
## 2295 2295 male other 59.42 no no yes yes 11.5 12.15
## 2296 2296 male other 50.25 no no yes yes 11.5 12.15
## 2302 2302 male other 58.10 no no yes no 13.0 12.15
## 2303 2303 male other 49.27 yes no yes no 13.0 12.15
## 2327 2327 male other 53.23 yes yes yes no 12.0 12.15
## 2332 2332 male hispanic 46.91 no no yes no 12.0 12.15
## 2344 2344 male other 52.76 no no yes yes 6.3 10.15
## 2350 2350 male other 67.01 yes no yes no 11.4 10.81
## 2354 2354 male other 51.10 no no yes no 8.9 12.15
## 2358 2358 male hispanic 54.91 no no yes no 8.9 12.15
## 2362 2362 male other 51.65 no no yes no 11.1 12.15
## 2366 2366 male other 68.80 no yes yes no 6.9 10.28
## 2370 2370 male other 63.95 yes yes yes no 6.9 10.28
## 2374 2374 male other 54.54 yes yes yes no 6.9 10.28
## 2375 2375 male other 54.11 yes no yes no 6.9 10.28
## 2377 2377 male other 62.38 yes yes yes no 8.0 10.28
## 2378 2378 male other 55.80 yes no yes no 8.0 10.28
## 2382 2382 male other 46.99 no no yes yes 7.3 10.28
## 2395 2395 male other 62.87 yes yes yes yes 6.1 10.28
## 2398 2398 male other 67.04 yes yes yes yes 6.1 10.28
## 2401 2401 male other 61.10 yes no yes no 7.9 10.28
## 2407 2407 male other 60.11 yes yes yes no 5.5 10.28
## 2408 2408 male afam 55.66 no yes yes no 5.5 10.28
## 2432 2432 male afam 56.74 no no no no 8.0 10.28
## 2439 2439 male other 40.57 no no no no 6.9 10.28
## 2441 2441 male other 52.35 yes yes yes no 6.9 10.28
## 2442 2442 male other 67.26 no yes yes no 14.1 10.28
## 2443 2443 male other 59.26 no no yes no 14.1 10.28
## 2444 2444 male other 48.33 yes no yes no 10.0 10.28
## 2449 2449 male afam 38.48 no no no no 10.0 10.28
## 2461 2461 male other 61.97 no no yes yes 8.0 10.28
## 2475 2475 male other 49.36 no no yes no 8.4 10.28
## 2478 2478 male other 53.37 no yes yes no 10.7 10.28
## 2487 2487 male afam 50.47 no no yes no 8.0 10.28
## 2502 2502 male afam 38.55 no no yes yes 8.0 10.28
## 2515 2515 male afam 62.72 no no yes yes 8.0 10.28
## 2529 2529 male hispanic 42.31 no no yes yes 8.0 10.28
## 2542 2542 male other 52.77 no no yes no 10.9 10.28
## 2545 2545 male other 58.32 no no yes no 8.0 10.28
## 2546 2546 male other 58.21 yes yes yes no 8.0 10.28
## 2554 2554 male other 41.87 no no yes no 11.1 10.28
## 2555 2555 male other 50.75 no no yes no 11.1 10.28
## 2558 2558 male other 54.60 no no yes no 11.1 10.28
## 2568 2568 male other 53.83 no no yes no 8.0 10.28
## 2569 2569 male afam 52.19 yes yes yes no 8.0 10.28
## 2575 2575 male other 55.45 no no yes no 4.4 10.51
## 2585 2585 male other 62.64 yes no yes no 3.7 9.29
## 2586 2586 male hispanic 63.18 yes no yes no 3.7 9.29
## 2587 2587 male other 56.15 yes no yes no 3.7 9.29
## 2590 2590 male other 58.93 no no yes yes 4.7 10.51
## 2594 2594 male other 63.43 no no yes yes 4.7 10.51
## 2604 2604 male other 52.86 no no yes yes 6.5 11.08
## 2605 2605 male hispanic 59.76 no yes yes yes 6.5 11.08
## 2625 2625 male other 61.11 yes yes yes no 9.3 9.76
## 2632 2632 male other 54.59 yes yes yes no 4.1 10.51
## 2633 2633 male other 58.52 yes yes yes no 4.1 10.51
## 2639 2639 male other 38.75 no no yes no 6.7 9.76
## 2645 2645 male other 56.92 no no yes no 4.8 10.51
## 2648 2648 male other 57.65 no no yes no 4.7 10.51
## 2649 2649 male other 41.11 no no yes no 4.7 10.51
## 2650 2650 male other 50.53 no no yes no 4.7 10.51
## 2655 2655 male other 49.85 no no yes no 1.4 9.29
## 2669 2669 male other 60.80 yes yes yes no 6.9 11.08
## 2673 2673 male other 52.61 yes no yes no 4.1 11.08
## 2676 2676 male other 46.75 yes yes yes no 4.1 11.08
## 2680 2680 male other 54.85 yes yes yes no 3.0 9.73
## 2686 2686 male other 47.33 no no yes no 6.2 9.76
## 2694 2694 male other 47.32 no yes yes no 6.2 10.51
## 2698 2698 male other 41.03 no no yes no 6.2 10.51
## 2717 2717 male other 39.21 no no yes no 5.9 11.08
## 2720 2720 male other 33.97 no no yes no 5.9 11.08
## 2721 2721 male other 56.41 no no no no 5.9 11.08
## 2724 2724 male other 55.39 no yes yes no 5.9 11.08
## 2728 2728 male other 59.26 no no no no 4.7 9.73
## 2729 2729 male other 41.44 no no yes no 4.7 9.73
## 2735 2735 male other 65.62 no no yes no 8.1 10.51
## 2736 2736 male other 55.68 yes no yes no 8.1 10.51
## 2740 2740 male other 34.69 no no yes no 8.1 10.51
## 2742 2742 male afam 36.86 no no yes no 3.6 9.73
## 2746 2746 male other 67.98 yes yes yes no 3.6 9.73
## 2748 2748 male other 51.00 no no yes no 5.5 11.08
## 2755 2755 male hispanic 55.66 no no yes no 7.2 11.08
## 2761 2761 male other 64.14 yes yes yes no 10.7 10.51
## 2773 2773 male other 42.15 no no yes no 4.3 9.73
## 2778 2778 male other 48.97 no no yes no 3.3 11.08
## 2783 2783 male afam 36.77 no no yes yes 7.0 9.76
## 2796 2796 male other 60.50 yes no yes yes 6.1 9.76
## 2812 2812 male other 67.99 no no yes no 6.2 11.08
## 2821 2821 male other 60.05 no no yes no 6.5 11.08
## 2825 2825 male other 49.41 yes no yes no 6.4 9.76
## 2826 2826 male other 66.08 yes yes yes no 6.4 9.76
## 2827 2827 male other 38.79 yes yes yes no 6.4 9.76
## 2835 2835 male other 39.59 no yes yes no 5.5 10.51
## 2838 2838 male other 59.94 yes no yes no 5.5 10.51
## 2839 2839 male other 62.51 yes no yes no 4.7 10.51
## 2844 2844 male other 64.19 yes yes yes no 4.7 10.51
## 2873 2873 male other 51.71 no no yes no 4.8 10.51
## 2895 2895 male afam 62.14 no no yes no 8.2 7.54
## 2897 2897 male other 57.72 yes yes yes no 8.2 7.54
## 2908 2908 male other 47.32 yes yes yes no 8.2 7.54
## 2931 2931 male hispanic 37.85 yes no yes yes 5.9 9.92
## 2942 2942 male hispanic 37.77 no no yes no 4.8 9.92
## 2943 2943 male other 68.10 no yes yes no 4.8 9.92
## 2949 2949 male hispanic 47.13 no no yes yes 10.8 9.92
## 2950 2950 male hispanic 43.16 no no yes yes 10.8 9.92
## 2968 2968 male hispanic 53.05 no no yes yes 5.9 9.92
## 2974 2974 male hispanic 65.07 no no yes yes 5.9 9.92
## 2977 2977 male hispanic 59.23 yes no yes no 5.9 9.92
## 3010 3010 male hispanic 47.89 no no yes yes 12.8 9.92
## 3033 3033 male hispanic 60.30 yes no yes no 12.8 9.92
## 3035 3035 male hispanic 51.39 yes no yes no 12.8 9.92
## 3067 3067 male hispanic 51.73 no no yes yes 5.9 9.92
## 3073 3073 male hispanic 38.49 no no no yes 5.9 9.92
## 3091 3091 male hispanic 39.50 no no no no 5.0 9.92
## 3093 3093 male hispanic 47.31 yes yes yes no 5.9 9.92
## 3101 3101 male hispanic 46.72 no no yes no 4.9 9.92
## 3153 3153 male hispanic 59.47 no no yes no 4.7 9.92
## 3188 3188 male other 42.78 yes yes yes yes 8.2 7.54
## 3214 3214 male hispanic 49.85 no no yes no 8.2 7.54
## 3223 3223 male other 47.40 no no yes yes 8.2 7.54
## 3257 3257 male hispanic 49.68 yes no yes no 2.5 7.18
## 3258 3258 male hispanic 62.90 yes yes yes no 2.5 7.18
## 3259 3259 male other 55.53 yes no yes no 2.5 7.18
## 3260 3260 male hispanic 67.78 yes no yes no 2.5 7.18
## 3261 3261 male other 69.90 yes yes yes no 2.5 7.18
## 3272 3272 male other 69.16 yes yes yes no 5.6 10.04
## 3282 3282 male other 53.58 yes no yes no 5.3 9.64
## 3285 3285 male afam 47.15 no no yes yes 17.7 12.15
## 3287 3287 male other 59.31 no yes yes no 6.4 9.76
## 3298 3298 male afam 39.09 no no no yes 6.1 9.90
## 3319 3319 male other 67.92 yes no no no 5.4 8.85
## 3320 3320 male other 66.62 yes yes yes no 5.4 8.85
## 3321 3321 male other 59.44 yes yes yes no 5.4 8.85
## 3324 3324 male other 59.62 yes yes yes yes 5.2 7.33
## 3333 3333 male other 59.89 yes no yes yes 4.9 9.92
## 3337 3337 male other 66.52 yes yes no yes 9.2 9.64
## 3339 3339 male other 63.83 yes no no yes 9.2 9.64
## 3345 3345 male other 55.16 no no yes no 6.3 10.15
## 3349 3349 male other 56.41 yes no yes no 6.3 10.15
## 3352 3352 male other 50.17 no no yes no 6.3 10.15
## 3363 3363 male other 64.19 yes yes yes no 4.4 8.09
## 3366 3366 male other 59.42 yes yes yes no 4.4 8.09
## 3369 3369 male other 61.61 no no no no 7.0 8.09
## 3371 3371 male other 61.93 yes no yes no 7.0 8.09
## 3372 3372 male afam 69.96 yes yes yes no 7.0 8.09
## 3373 3373 male other 69.76 yes yes yes no 7.0 8.09
## 3374 3374 male other 62.67 yes yes yes no 7.0 8.09
## 3377 3377 male other 63.57 yes no yes no 6.7 10.04
## 3380 3380 male afam 63.38 yes yes yes no 6.4 9.76
## 3382 3382 male hispanic 59.28 yes no yes no 6.4 9.76
## 3383 3383 male hispanic 63.39 yes yes yes no 6.4 9.76
## 3386 3386 male afam 63.29 yes no yes no 7.2 11.62
## 3392 3392 male other 70.10 yes yes yes no 4.7 10.51
## 3393 3393 male other 56.26 yes yes yes no 4.7 10.51
## 3395 3395 male other 63.63 yes yes yes no 4.7 10.51
## 3401 3401 male other 54.06 no no yes no 12.6 11.62
## 3408 3408 male other 51.93 yes no yes no 11.5 9.96
## 3413 3413 male other 54.47 yes yes yes yes 8.0 9.64
## 3414 3414 male other 54.46 no no yes yes 8.0 9.64
## 3416 3416 male other 52.89 no no yes yes 8.0 9.64
## 3427 3427 male afam 55.80 no no yes no 5.6 9.64
## 3428 3428 male other 58.00 no no yes no 4.5 9.90
## 3432 3432 male other 49.69 yes no yes no 7.1 9.96
## 3436 3436 male afam 51.15 yes no yes no 7.1 9.96
## 3458 3458 male other 58.33 no no yes yes 14.0 12.15
## 3459 3459 male other 60.69 no no yes yes 14.0 12.15
## 3468 3468 male other 52.68 yes no yes yes 14.0 12.15
## 3470 3470 male other 43.94 no no yes yes 14.0 12.15
## 3481 3481 male other 43.25 yes yes yes no 7.7 10.81
## 3501 3501 male other 53.74 no no yes no 6.3 9.64
## 3504 3504 male other 61.26 yes no yes no 6.3 9.64
## 3516 3516 male other 50.41 yes yes yes no 10.7 10.04
## 3520 3520 male other 69.76 no no yes no 10.7 10.04
## 3522 3522 male other 52.83 yes no yes no 10.7 10.04
## 3523 3523 male other 59.11 no no yes no 10.7 10.04
## 3524 3524 male other 46.95 yes no yes no 6.7 11.62
## 3528 3528 male other 54.04 yes no yes no 6.7 11.62
## 3548 3548 male other 48.49 no no yes no 6.7 10.04
## 3549 3549 male other 50.92 yes no yes no 6.7 10.04
## 3551 3551 male other 60.33 yes no yes no 6.7 10.04
## 3556 3556 male other 59.60 no no yes no 6.7 10.04
## 3569 3569 male hispanic 55.25 yes yes yes no 11.8 10.81
## 3578 3578 male other 51.05 no no yes no 11.8 10.81
## 3588 3588 male other 61.26 no no no no 10.9 10.28
## 3590 3590 male other 61.72 yes no yes no 10.9 10.28
## 3591 3591 male other 58.79 no no yes no 10.9 10.28
## 3602 3602 male hispanic 64.16 yes yes yes no 5.3 11.08
## 3603 3603 male other 41.81 no no yes no 5.3 11.08
## 3605 3605 male other 43.74 no no yes no 5.3 11.08
## 3608 3608 male other 56.09 no no yes no 6.5 9.76
## 3612 3612 male other 33.58 yes no yes no 6.2 9.96
## 3633 3633 male other 69.76 no no yes no 10.1 9.96
## 3642 3642 male hispanic 55.94 no no yes no 5.9 9.92
## 3649 3649 male hispanic 50.33 no no yes yes 8.0 9.64
## 3659 3659 male hispanic 56.80 yes yes yes yes 8.0 9.64
## 3669 3669 male other 57.58 yes no yes no 13.8 12.15
## 3670 3670 male afam 61.39 yes yes no no 13.8 12.15
## 3671 3671 male hispanic 57.91 no no yes no 13.8 12.15
## 3672 3672 male afam 68.66 yes yes yes no 13.8 12.15
## 3674 3674 male afam 59.47 no yes yes no 13.8 12.15
## 3679 3679 male other 55.87 yes no yes no 13.8 12.15
## 3727 3727 male other 61.39 no no no yes 9.2 9.64
## 3728 3728 male hispanic 53.13 no yes yes no 8.2 7.54
## 3730 3730 male hispanic 61.43 yes no yes no 8.2 7.54
## 3731 3731 male hispanic 57.78 no no yes no 8.2 7.54
## 3732 3732 male hispanic 68.86 no no no no 8.2 7.54
## 3736 3736 male hispanic 49.75 no no no no 10.7 10.04
## 3785 3785 male hispanic 49.88 yes no yes no 8.2 7.54
## 3786 3786 male other 59.71 yes yes yes no 8.2 7.54
## 3787 3787 male hispanic 48.61 no no yes no 8.2 7.54
## 3797 11000 male other 65.13 yes yes yes no 5.8 9.55
## 3799 3797 male other 62.97 yes no yes no 5.8 9.55
## 3801 5100 male hispanic 53.91 no no yes no 4.4 9.55
## 3803 7100 male other 63.12 yes no yes no 6.1 8.10
## 3815 19100 male other 43.64 no no yes no 5.9 8.41
## 3834 3810 male other 43.61 yes no yes no 5.9 8.41
## 3851 5510 male other 56.86 yes yes yes no 6.1 8.10
## 3853 5710 male other 45.69 no no yes no 6.1 8.10
## 3858 6210 male other 45.87 no yes yes no 10.3 9.55
## 3872 7610 male other 46.94 yes no yes no 5.9 8.32
## 3876 8010 male other 45.80 no no yes no 5.9 8.32
## 3879 8310 male other 38.02 no no no no 7.7 9.55
## 3907 11110 male other 62.26 no yes yes no 11.9 8.41
## 3910 11410 male other 49.27 no yes yes no 5.5 11.56
## 3911 11510 male other 45.11 no no yes no 5.5 11.56
## 3927 13110 male other 67.57 yes yes yes yes 8.1 12.96
## 3928 13210 male other 44.48 no no yes yes 8.1 12.96
## 3930 13410 male other 56.87 yes no yes yes 8.1 12.96
## 3935 13910 male other 61.42 yes no yes no 6.1 12.96
## 3950 15410 male other 39.85 no no yes no 12.4 11.56
## 3960 16410 male other 64.60 yes no yes no 13.8 12.96
## 3961 16510 male afam 58.93 yes yes yes yes 7.0 11.56
## 3962 16610 male other 61.91 no no yes yes 7.0 11.56
## 3974 17810 male other 46.78 yes no yes no 6.1 12.96
## 3978 18210 male other 62.57 no no yes no 6.1 12.96
## 4003 20710 male other 37.83 yes no yes yes 6.6 8.89
## 4011 21510 male other 64.22 no no yes yes 6.6 8.89
## 4012 21610 male other 58.82 yes yes yes yes 6.6 8.89
## 4016 22010 male hispanic 45.31 no no yes yes 6.8 8.89
## 4022 22610 male other 51.05 yes yes yes yes 6.8 8.89
## 4029 23310 male other 49.22 yes no yes yes 6.6 8.89
## 4035 23910 male other 55.31 no no yes yes 6.8 8.89
## 4037 24110 male other 59.33 yes no yes yes 6.8 8.89
## 4041 24510 male hispanic 58.00 yes no yes yes 6.6 8.89
## 4042 24610 male afam 57.19 no yes no yes 6.6 8.89
## 4059 26310 male other 60.41 yes yes yes yes 8.2 8.89
## 4062 26610 male other 51.85 yes no yes yes 4.3 8.89
## 4063 26710 male hispanic 51.39 no no yes yes 4.3 8.89
## 4072 27610 male afam 62.85 yes no no no 4.3 8.89
## 4074 27810 male other 48.70 no no yes no 4.3 8.89
## 4078 28210 male other 46.99 yes no yes no 4.3 8.89
## 4080 28410 male other 53.60 yes no yes no 5.1 8.89
## 4081 28510 male other 48.97 yes no yes no 5.1 8.89
## 4083 28710 male hispanic 63.05 no no yes no 7.7 8.89
## 4087 29110 male other 58.55 no no yes no 4.3 8.89
## 4097 30110 male other 61.31 yes no yes no 4.3 8.89
## 4099 30310 male other 53.73 no no no no 8.2 8.89
## 4104 30810 male hispanic 61.26 no no yes no 8.2 8.89
## 4107 31110 male other 70.56 no no yes no 8.2 8.89
## 4108 31210 male other 50.15 no no yes no 5.1 8.89
## 4114 31810 male other 48.74 yes no yes no 6.6 8.89
## 4115 31910 male other 45.85 no no yes no 6.6 8.89
## 4116 32010 male other 45.21 yes no yes no 6.6 8.89
## 4125 32910 male hispanic 49.63 no no yes no 7.7 8.89
## 4130 33410 male other 41.09 no no yes no 7.7 8.89
## 4138 34210 male hispanic 42.24 no no yes no 6.6 8.89
## 4139 34310 male other 49.02 no yes yes no 6.6 8.89
## 4154 35810 male other 59.79 yes yes yes no 6.8 8.89
## 4157 36110 male other 57.52 no no yes no 6.8 8.89
## 4158 36210 male other 44.86 no no yes no 6.8 8.89
## 4160 36410 male hispanic 63.63 yes no no no 6.8 8.89
## 4164 36810 male hispanic 45.52 no no yes no 6.1 8.89
## 4166 37010 male hispanic 53.94 no no yes no 6.1 8.89
## 4171 37510 male other 63.24 yes yes yes no 3.9 8.89
## 4172 37610 male hispanic 51.72 no no yes no 3.9 8.89
## 4173 37710 male other 59.12 yes no yes no 3.9 8.89
## 4180 3841 male hispanic 43.99 yes yes yes no 5.3 8.89
## 4182 3861 male hispanic 53.27 no no yes no 5.3 8.89
## 4184 3881 male other 49.97 no no yes no 5.3 8.89
## 4189 3931 male other 42.84 no no yes no 10.1 8.89
## 4190 3941 male other 59.26 no no yes no 10.1 8.89
## 4191 3951 male other 47.29 no no yes no 10.1 8.89
## 4193 3971 male other 42.48 no no yes no 10.1 8.89
## 4197 4011 male other 54.68 yes no no no 10.1 8.89
## 4204 4081 male other 66.38 yes no yes no 9.2 8.89
## 4205 4091 male other 60.10 yes yes yes no 9.2 8.89
## 4207 4111 male other 55.41 yes no yes no 9.2 8.89
## 4208 4121 male other 50.50 no no yes no 9.2 8.89
## 4209 4131 male other 44.49 yes no yes no 9.2 8.89
## 4216 4201 male hispanic 48.94 no no yes no 6.6 8.89
## 4217 4211 male other 57.10 no no yes no 6.6 8.89
## 4228 4321 male other 52.53 no no yes yes 10.9 8.89
## 4234 4381 male other 50.60 yes yes no no 6.4 8.89
## 4241 4451 male other 59.88 yes no yes no 6.6 8.89
## 4248 4521 male other 35.66 yes yes yes no 4.3 8.89
## 4249 4531 male other 49.93 no no yes no 4.3 8.89
## 4252 4561 male other 61.66 no no yes no 4.3 8.89
## 4256 4601 male hispanic 50.78 no no yes no 8.0 8.89
## 4265 4691 male afam 34.18 no yes yes no 6.6 8.89
## 4274 4781 male other 59.80 no no yes no 7.7 8.89
## 4286 4901 male other 35.19 no no yes yes 4.3 8.89
## 4287 4911 male other 44.91 no no no yes 4.3 8.89
## 4290 4941 male other 57.45 yes no yes yes 4.3 8.89
## 4301 5051 male other 57.87 no yes yes yes 7.7 8.89
## 4306 5101 male hispanic 45.37 yes no yes yes 6.6 8.89
## 4320 5241 male other 63.07 no yes yes no 3.9 8.89
## 4321 5251 male other 61.29 no no yes no 3.9 8.89
## 4326 5301 male other 57.70 yes no yes no 3.9 8.89
## 4329 5331 male other 56.09 yes yes yes yes 6.8 8.89
## 4367 5711 male other 54.56 no no yes no 8.1 8.32
## 4447 6511 male hispanic 52.07 no no yes no 6.6 8.89
## 4449 6531 male other 64.92 yes no yes no 6.6 8.89
## 4467 6711 male other 44.92 no no yes no 6.8 8.89
## 4482 6861 male hispanic 52.47 no no yes no 6.6 8.89
## 4501 7051 male afam 46.20 no no yes yes 4.3 8.89
## 4506 7101 male other 55.28 yes yes yes no 6.6 8.89
## 4519 7231 male hispanic 59.63 no no yes no 6.6 8.89
## 4527 7311 male afam 38.40 yes no no no 6.6 8.89
## 4530 7341 male hispanic 63.25 no no yes no 9.0 8.89
## 4533 7371 male other 51.19 no no yes no 9.0 8.89
## 4541 7451 male hispanic 58.62 no no no no 6.8 8.89
## 4545 7491 male other 43.64 yes yes yes no 6.6 8.89
## 4577 7811 male other 38.89 no no yes no 6.6 8.89
## 4581 7851 male other 48.33 no yes yes no 6.6 8.89
## 4592 7961 male other 48.74 yes yes yes no 8.7 8.89
## 4612 8161 male hispanic 54.81 no no yes no 8.2 8.89
## 4616 8201 male other 66.17 yes yes yes no 4.7 8.89
## 4619 8231 male other 57.75 yes yes yes no 4.7 8.89
## 4620 8241 male other 66.66 yes yes yes no 4.7 8.89
## 4623 8271 male other 51.90 yes no yes no 4.7 8.89
## 4624 8281 male other 49.33 no no no yes 8.2 8.89
## 4628 8321 male other 53.22 yes yes yes no 6.1 12.96
## 4632 8361 male other 60.24 yes yes yes no 6.1 12.96
## 4635 8391 male other 64.97 yes yes yes no 6.1 12.96
## 4636 8401 male afam 53.04 yes yes yes no 6.1 12.96
## 4640 8441 male other 43.62 yes no yes yes 6.6 8.89
## 4641 8451 male other 49.91 yes no yes yes 6.6 8.89
## 4647 8511 male other 51.27 yes no yes no 8.2 8.89
## 4651 8551 male hispanic 41.64 no no yes no 8.2 8.89
## 4671 8751 male hispanic 48.49 no no yes no 6.6 8.89
## 4672 8761 male hispanic 49.73 no no yes no 6.6 8.89
## 4702 9061 male afam 69.90 yes yes yes no 6.6 8.89
## 4703 9071 male hispanic 53.58 yes no yes no 6.6 8.89
## 4706 9101 male other 61.04 yes no yes no 6.6 8.89
## 4708 9121 male hispanic 61.03 yes no yes no 6.6 8.89
## 4722 9261 male hispanic 46.91 no no no no 6.6 8.89
## 4732 9361 male afam 49.25 yes yes yes no 6.6 8.89
## 4733 9371 male afam 50.83 no no yes no 6.6 8.89
## 4735 9391 male afam 56.53 no no yes no 6.6 8.89
## 4736 9401 male afam 59.77 no no yes no 6.6 8.89
## 4737 9411 male other 43.17 no no yes no 6.6 8.89
## 4738 9421 male afam 49.97 yes yes yes no 6.6 8.89
## 4739 9431 male afam 53.41 no yes yes no 6.6 8.89
## distance tuition education income region
## 1 0.2 0.88915 12 high other
## 22 0.5 0.90300 14 high other
## 33 0.5 0.84988 16 high other
## 38 0.6 0.88915 14 high other
## 39 0.6 0.88915 15 high other
## 41 0.6 0.88915 17 high other
## 61 1.5 0.88915 16 high other
## 62 1.5 0.88915 12 high other
## 63 1.5 0.88915 12 high other
## 70 2.0 0.90300 18 high other
## 74 2.0 0.90300 12 high other
## 77 0.5 0.88915 18 high other
## 80 0.5 0.88915 12 high other
## 82 0.5 0.88915 14 high other
## 97 0.1 0.88915 13 high other
## 105 2.5 1.11201 16 high other
## 112 1.9 0.88915 12 high other
## 117 5.0 1.11201 13 high other
## 122 1.5 0.84988 12 high other
## 127 0.8 0.88915 12 high other
## 129 0.8 0.88915 12 high other
## 138 1.8 1.11201 13 high other
## 144 0.8 0.84988 15 high other
## 147 0.8 0.84988 16 high other
## 148 0.8 0.84988 13 high other
## 151 0.8 0.84988 13 high other
## 155 1.5 0.88915 13 high other
## 158 1.5 0.88915 15 high other
## 161 1.5 0.88915 17 high other
## 162 1.5 0.88915 17 high other
## 171 0.1 0.84988 15 high other
## 179 0.0 1.11201 18 high other
## 190 1.5 0.84988 17 high other
## 192 1.5 0.84988 15 high other
## 195 2.0 1.15242 17 high other
## 201 0.0 1.15242 14 high other
## 202 0.0 1.15242 13 high other
## 203 0.4 1.15242 15 high other
## 210 1.5 1.15242 16 high other
## 228 0.8 1.15242 12 high other
## 232 0.3 1.15242 13 high other
## 248 4.5 1.15242 16 high other
## 258 0.5 1.15242 17 high other
## 262 0.5 1.15242 16 high other
## 269 1.2 1.15242 12 high other
## 283 3.5 1.15242 17 high other
## 286 3.5 1.15242 16 high other
## 287 0.7 1.15242 16 high other
## 296 0.3 1.15242 15 high other
## 297 0.3 1.15242 16 high other
## 298 0.3 1.15242 13 high other
## 300 0.3 1.15242 15 high other
## 301 0.3 1.15242 16 high other
## 303 0.3 1.15242 16 high other
## 307 2.0 1.15242 16 high other
## 315 2.0 1.15242 16 high other
## 324 0.5 1.15242 16 high other
## 328 0.7 1.15242 16 high other
## 342 0.3 1.15242 16 high other
## 348 5.2 1.15242 16 high other
## 349 6.0 1.15242 16 high other
## 353 6.0 1.15242 16 high other
## 359 6.5 1.15242 16 high other
## 360 6.5 1.15242 12 high other
## 365 2.0 1.15242 15 high other
## 370 2.0 1.15242 14 high other
## 371 0.5 1.15242 12 high other
## 372 0.5 1.15242 15 high other
## 374 0.5 1.15242 16 high other
## 375 0.5 1.15242 13 high other
## 376 0.5 1.15242 15 high other
## 378 0.5 1.15242 15 high other
## 381 0.5 1.15242 15 high other
## 384 0.4 1.15242 12 high other
## 393 1.0 1.15242 12 high other
## 399 1.1 1.15242 15 high other
## 400 0.1 1.15242 16 high other
## 401 0.1 1.15242 17 high other
## 402 0.1 1.15242 17 high other
## 403 0.1 1.15242 16 high other
## 407 0.5 1.15242 17 high other
## 408 0.5 1.15242 17 high other
## 409 0.5 1.15242 13 high other
## 423 0.1 1.15242 12 high other
## 429 1.5 1.12702 16 high other
## 432 0.5 1.12702 15 high other
## 435 0.5 1.12702 13 high other
## 438 1.0 1.12702 14 high other
## 442 1.5 1.12702 15 high other
## 445 4.5 1.12702 12 high other
## 451 0.7 1.12702 16 high other
## 452 0.7 1.12702 16 high other
## 457 0.5 1.12702 17 high other
## 459 0.5 1.12702 18 high other
## 464 1.2 1.12702 13 high other
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## 4519 1.0 0.25751 12 high west
## 4527 1.0 0.25751 13 high west
## 4530 2.2 0.25751 17 high west
## 4533 2.2 0.25751 15 high west
## 4541 1.5 0.25751 16 high west
## 4545 0.5 0.25751 13 high west
## 4577 0.1 0.25751 12 high west
## 4581 0.1 0.25751 16 high west
## 4592 2.1 0.25751 14 high west
## 4612 4.0 0.25751 16 high west
## 4616 0.6 0.25751 17 high west
## 4619 0.6 0.25751 16 high west
## 4620 0.6 0.25751 13 high west
## 4623 0.5 0.25751 12 high west
## 4624 0.8 0.25751 12 high west
## 4628 1.0 0.71363 16 high west
## 4632 1.0 0.71363 16 high west
## 4635 1.0 0.71363 14 high west
## 4636 1.0 0.71363 14 high west
## 4640 0.6 0.25751 12 high west
## 4641 0.6 0.25751 13 high west
## 4647 0.4 0.25751 15 high west
## 4651 0.4 0.25751 15 high west
## 4671 0.5 0.25751 12 high west
## 4672 0.5 0.25751 13 high west
## 4702 0.1 0.25751 17 high west
## 4703 0.1 0.25751 16 high west
## 4706 0.1 0.25751 15 high west
## 4708 0.1 0.25751 16 high west
## 4722 1.4 0.25751 17 high west
## 4732 0.3 0.25751 16 high west
## 4733 0.3 0.25751 12 high west
## 4735 0.8 0.25751 13 high west
## 4736 0.8 0.25751 15 high west
## 4737 0.8 0.25751 12 high west
## 4738 0.8 0.25751 16 high west
## 4739 0.8 0.25751 13 high west