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Facilitator: D. K. Muriithi

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Session 3: Data Manipulation with dplyr

Learning Objectives:

By the end of this session, you will be able to:

1. Introduction to dplyr

What is dplyr?

Why Use dplyr?

2. Key dplyr Functions

All dplyr verbs take a data frame as input and return a modified data frame .

set a working directory

setwd("~/2025_R_TRAINING")

Install and Load dplyr

# Install if not already installed
# install.packages("dplyr")

# Load into your R session
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats   1.0.0     ✔ readr     2.1.5
## ✔ ggplot2   3.5.2     ✔ stringr   1.5.1
## ✔ lubridate 1.9.4     ✔ tibble    3.2.1
## ✔ purrr     1.0.4     ✔ tidyr     1.3.1
## ── 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 errors

Import dataset/Load dataset

gss <-read.csv("GSSsubset.csv")

Using filter() – Select Rows

Use filter() to subset rows that meet certain conditions.

# Example: Filter rows where age > 30
gss |>
  dplyr::filter(age > 30)
##       id    sex         degree    income       marital age height weight hrswrk
## 1      1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 2      4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 3     14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 4     16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 5     19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 6     27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 7     28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 8     30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 9     32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 10    38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 11    40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 12    45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 13    46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 14    48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 15    49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 16    50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 17    51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 18    52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 19    59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 20    61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 21    64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 22    68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 23    70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 24    75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 25    77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 26    81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 27    90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 28    91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 29   101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 30   102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 31   106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 32   109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 33   116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 34   120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 35   123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 36   125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 37   128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 38   131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 39   132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 40   137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 41   140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 42   147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 43   149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 44   151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 45   153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 46   157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 47   161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 48   165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 49   171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 50   172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 51   173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 52   179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 53   180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 54   181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 55   184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 56   186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 57   187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 58   190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 59   191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 60   194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 61   195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 62   200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 63   205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 64   206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 65   207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 66   209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 67   211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 68   215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 69   218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 70   222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 71   223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 72   226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 73   229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 74   232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 75   234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 76   242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 77   244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 78   245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 79   251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 80   252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 81   256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 82   259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 83   270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 84   271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 85   274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 86   275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 87   283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 88   289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 89   292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 90   295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 91   304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 92   315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 93   319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 94   324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 95   325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 96   328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 97   331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 98   333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 99   341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 100  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 101  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 102  346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 103  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 104  349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 105  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 106  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 107  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 108  359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 109  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 110  362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 111  363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 112  366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 113  369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 114  372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 115  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 116  376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 117  377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 118  379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 119  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 120  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 121  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 122  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 123  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 124  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 125  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 126  402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 127  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 128  405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 129  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 130  409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 131  411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 132  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 133  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 134  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 135  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 136  419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 137  420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 138  435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 139  436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 140  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 141  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 142  446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 143  447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 144  449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 145  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 146  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 147  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 148  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 149  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 150  480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 151  482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 152  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 153  488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 154  489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 155  490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 156  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 157  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 158  499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 159  500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 160  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 161  504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 162  505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 163  506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 164  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 165  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 166  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 167  518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 168  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 169  521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 170  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 171  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 172  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 173  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 174  534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 175  537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 176  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 177  541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 178  545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 179  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 180  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 181  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 182  564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 183  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 184  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 185  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 186  585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 187  586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 188  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 189  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 190  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 191  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 192  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 193  611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 194  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 195  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 196  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 197  620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 198  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 199  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 200  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 201  642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 202  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 203  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 204  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 205  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 206  657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 207  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 208  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 209  662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 210  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 211  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 212  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 213  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 214  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 215  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 216  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 217  687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 218  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 219  690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 220  691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 221  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 222  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 223  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 224  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 225  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 226  722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 227  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 228  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 229  731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 230  733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 231  734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 232  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 233  746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 234  748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 235  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 236  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 237  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 238  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 239  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 240  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 241  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 242  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 243  771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 244  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 245  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 246  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 247  782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 248  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 249  789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 250  801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 251  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 252  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 253  806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 254  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 255  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 256  820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 257  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 258  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 259  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 260  831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40
## 261  838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 262  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 263  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 264  843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 265  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 266  849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 267  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 268  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 269  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 270  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 271  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 272  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 273  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 274  874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 275  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 276  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 277  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 278  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 279  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 280  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 281  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 282  899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 283  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 284  901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 285  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 286  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 287  907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 288  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 289  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 290  914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 291  915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 292  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 293  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 294  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 295  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 296  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 297  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 298  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 299  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 300  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 301  947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 302  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 303  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 304  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 305  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 306  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 307  958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 308  963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 309  969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 310  970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 311  971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 312  973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 313  974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 314  978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 315  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 316  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 317  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 318  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 319  989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
## 320  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 321  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 322  999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 323 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 324 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 325 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 326 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 327 1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 328 1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 329 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 330 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 331 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 332 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 333 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 334 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 335 1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 336 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 337 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 338 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 339 1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 340 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 341 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 342 1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 343 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 344 1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 345 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 346 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 347 1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 348 1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 349 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 350 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 351 1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 352 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 353 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 354 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 355 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 356 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 357 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 358 1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 359 1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 360 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 361 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 362 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 363 1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 364 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 365 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 366 1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 367 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 368 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 369 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 370 1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 371 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 372 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 373 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 374 1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 375 1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 376 1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 377 1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 378 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 379 1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 380 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 381 1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 382 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 383 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 384 1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 385 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 386 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 387 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 388 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 389 1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 390 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 391 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 392 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 393 1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 394 1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 395 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 396 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 397 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 398 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 399 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 400 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 401 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 402 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 403 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 404 1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 405 1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 406 1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 407 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 408 1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 409 1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 410 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 411 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 412 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 413 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 414 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 415 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 416 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 417 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 418 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 419 1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 420 1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 421 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 422 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 423 1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 424 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 425 1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 426 1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 427 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 428 1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 429 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 430 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 431 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 432 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 433 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 434 1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 435 1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 436 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 437 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 438 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 439 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 440 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 441 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 442 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 443 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 444 1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 445 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 446 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 447 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 448 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 449 1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 450 1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 451 1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 452 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 453 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 454 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 455 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 456 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 457 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 458 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 459 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 460 1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 461 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 462 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 463 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 464 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 465 1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 466 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 467 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 468 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 469 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 470 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 471 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 472 1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 473 1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 474 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 475 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 476 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 477 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 478 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 479 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 480 1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 481 1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 482 1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 483 1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 484 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 485 1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 486 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 487 1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 488 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 489 1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 490 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 491 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 492 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 493 1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 494 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 495 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 496 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 497 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 498 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 499 1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 500 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 501 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 502 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 503 1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 504 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 505 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 506 1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 507 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 508 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 509 1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 510 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 511 1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 512 1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 513 1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 514 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 515 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 516 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 517 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 518 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 519 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 520 1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 521 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 522 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 523 1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 524 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 525 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 526 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 527 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 528 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 529 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 530 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 531 1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 532 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 533 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 534 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 535 1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 536 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 537 1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 538 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 539 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 540 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 541 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 542 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 543 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 544 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 545 1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 546 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 547 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 548 1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 549 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 550 1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 551 1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 552 1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 553 1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 554 1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 555 1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 556 1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 557 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 558 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 559 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 560 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 561 1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 562 1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 563 1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 564 1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 565 1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 566 1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 567 1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 568 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 569 1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 570 1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 571 1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 572 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 573 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 574 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 575 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 576 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 577 1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 578 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 579 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 580 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 581 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 582 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 583 1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 584 1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 585 1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 586 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 587 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 588 1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 589 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 590 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 591 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 592 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 593 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 594 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 595 1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 596 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 597 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 598 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 599 1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 600 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 601 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 602 1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 603 1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 604 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 605 1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 606 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 607 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 608 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 609 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 610 1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 611 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 612 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 613 1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 614 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 615 1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 616 1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 617 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 618 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 619 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 620 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 621 1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 622 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 623 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 624 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 625 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 626 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 627 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 628 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 629 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 630 1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 631 1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 632 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 633 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 634 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 635 1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 636 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 637 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 638 1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 639 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 640 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 641 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 642 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 643 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 644 2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 645 2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 646 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 647 2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 648 2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 649 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 650 2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 651 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 652 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 653 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 654 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 655 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 656 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 657 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 658 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 659 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 660 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 661 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 662 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 663 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 664 2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 665 2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 666 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 667 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 668 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 669 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 670 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 671 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 672 2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 673 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 674 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 675 2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 676 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 677 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 678 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 679 2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 680 2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 681 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 682 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 683 2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 684 2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 685 2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 686 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 687 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 688 2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 689 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 690 2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 691 2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 692 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 693 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 694 2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 695 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 696 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 697 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 698 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 699 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 700 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 701 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 702 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 703 2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 704 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 705 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 706 2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 707 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 708 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 709 2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 710 2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 711 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 712 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 713 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 714 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 715 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 716 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 717 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 718 2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 719 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 720 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 721 2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 722 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 723 2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 724 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 725 2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 726 2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 727 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 728 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 729 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 730 2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 731 2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 732 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 733 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 734 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 735 2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 736 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 737 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 738 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 739 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 740 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 741 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 742 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 743 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 744 2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 745 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 746 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 747 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 748 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 749 2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 750 2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 751 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 752 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 753 2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 754 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 755 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 756 2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 757 2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 758 2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 759 2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 760 2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 761 2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 762 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 763 2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 764 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 765 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 766 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 767 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 768 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 769 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 770 2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 771 2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 772 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 773 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 774 2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 775 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 776 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 777 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 778 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 779 2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 780 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 781 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 782 2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 783 2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 784 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 785 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 786 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 787 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 788 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 789 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 790 2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
## 791 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 792 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 793 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 794 2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 795 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 796 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 797 2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 798 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 799 2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 800 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 801 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 802 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 803 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 804 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 805 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 806 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 807 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 808 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 809 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 810 2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 811 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 812 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
# Example: Filter rows by marital status=MARRIED
gss |>
  dplyr::filter(marital == "MARRIED")
##       id    sex         degree    income marital age height weight hrswrk
## 1      2 FEMALE       BACHELOR  60967.50 MARRIED  26     60     97     40
## 2      4 FEMALE       BACHELOR  10161.25 MARRIED  56     68    160     20
## 3     14 FEMALE    HIGH SCHOOL  17551.25 MARRIED  40     65    156     37
## 4     16   MALE    HIGH SCHOOL  17551.25 MARRIED  56     66    210      6
## 5     19   MALE LT HIGH SCHOOL  15703.75 MARRIED  51     68    170     50
## 6     28   MALE       BACHELOR  73900.00 MARRIED  57     71    225     40
## 7     40   MALE       BACHELOR  73900.00 MARRIED  35     69    200     50
## 8     48   MALE    HIGH SCHOOL  49882.50 MARRIED  59     70    175     40
## 9     49 FEMALE       GRADUATE  88680.00 MARRIED  32     66    160     40
## 10    50   MALE    HIGH SCHOOL  24017.50 MARRIED  32     66    170     40
## 11    51 FEMALE       GRADUATE  33255.00 MARRIED  52     63    143     40
## 12    52   MALE       BACHELOR  40645.00 MARRIED  42     68    230     40
## 13    53   MALE JUNIOR COLLEGE  40645.00 MARRIED  29     73    245     60
## 14    75 FEMALE       GRADUATE  88680.00 MARRIED  39     69    210     60
## 15    77   MALE       BACHELOR 103460.00 MARRIED  54     70    200     60
## 16    81   MALE LT HIGH SCHOOL   6651.00 MARRIED  51     72    197     45
## 17   106   MALE       BACHELOR  33255.00 MARRIED  41     65    170     50
## 18   109   MALE       GRADUATE  88680.00 MARRIED  42     69    175     40
## 19   113 FEMALE    HIGH SCHOOL  20322.50 MARRIED  29     69    180     50
## 20   128   MALE       GRADUATE 158656.95 MARRIED  38     68    160     60
## 21   132   MALE       BACHELOR  88680.00 MARRIED  53     74    182     40
## 22   137   MALE       GRADUATE 158656.95 MARRIED  61     78    255     30
## 23   140 FEMALE       BACHELOR  60967.50 MARRIED  57     65    134     40
## 24   153   MALE    HIGH SCHOOL  20322.50 MARRIED  54     69    186     60
## 25   155 FEMALE LT HIGH SCHOOL   3325.50 MARRIED  25     60     92     30
## 26   157   MALE JUNIOR COLLEGE  73900.00 MARRIED  48     72    205     60
## 27   161   MALE LT HIGH SCHOOL  24017.50 MARRIED  54     70    190     60
## 28   173   MALE JUNIOR COLLEGE  27712.50 MARRIED  55     70    193     50
## 29   194 FEMALE LT HIGH SCHOOL   4803.50 MARRIED  54     60    126     20
## 30   200   MALE    HIGH SCHOOL  73900.00 MARRIED  41     66    150     40
## 31   205   MALE       BACHELOR  49882.50 MARRIED  46     67    170     45
## 32   206   MALE LT HIGH SCHOOL  15703.75 MARRIED  50     67    201     40
## 33   209   MALE LT HIGH SCHOOL  24017.50 MARRIED  35     66    180     50
## 34   211 FEMALE LT HIGH SCHOOL   6651.00 MARRIED  53     63    117     28
## 35   215 FEMALE LT HIGH SCHOOL  15703.75 MARRIED  35     59    140     40
## 36   218   MALE    HIGH SCHOOL 158656.95 MARRIED  46     74    197     65
## 37   222 FEMALE    HIGH SCHOOL  10161.25 MARRIED  61     59    120     32
## 38   223   MALE    HIGH SCHOOL  12008.75 MARRIED  56     70    150     37
## 39   226   MALE    HIGH SCHOOL  15703.75 MARRIED  69     69    173     45
## 40   234 FEMALE       BACHELOR  49882.50 MARRIED  41     67    168     40
## 41   244 FEMALE    HIGH SCHOOL  20322.50 MARRIED  45     60    103     44
## 42   245   MALE LT HIGH SCHOOL  40645.00 MARRIED  58     71    150     40
## 43   251 FEMALE       BACHELOR  33255.00 MARRIED  58     63    128     50
## 44   252   MALE       BACHELOR  40645.00 MARRIED  72     65    142     48
## 45   256   MALE    HIGH SCHOOL  40645.00 MARRIED  58     71    186     40
## 46   263 FEMALE LT HIGH SCHOOL  10161.25 MARRIED  25     62    177     40
## 47   270 FEMALE       GRADUATE  60967.50 MARRIED  46     68    160     40
## 48   271   MALE JUNIOR COLLEGE  40645.00 MARRIED  43     68    166     40
## 49   283   MALE       GRADUATE  40645.00 MARRIED  32     68    165     50
## 50   289 FEMALE LT HIGH SCHOOL  17551.25 MARRIED  39     62    170     40
## 51   292 FEMALE    HIGH SCHOOL   3325.50 MARRIED  57     61    130     20
## 52   304   MALE       BACHELOR 158656.95 MARRIED  60     74    220     60
## 53   312 FEMALE       GRADUATE  60967.50 MARRIED  30     66    150     47
## 54   324   MALE       BACHELOR  49882.50 MARRIED  58     70    165     40
## 55   325 FEMALE JUNIOR COLLEGE   4064.50 MARRIED  54     64    135     32
## 56   331   MALE    HIGH SCHOOL  49882.50 MARRIED  66     62    175     51
## 57   343   MALE       BACHELOR   8313.75 MARRIED  50     68    190     60
## 58   345 FEMALE       BACHELOR  49882.50 MARRIED  45     64    165     40
## 59   348   MALE    HIGH SCHOOL  49882.50 MARRIED  36     71    200     70
## 60   349   MALE    HIGH SCHOOL  73900.00 MARRIED  38     72    200     60
## 61   351   MALE       GRADUATE   8313.75 MARRIED  70     71    195     15
## 62   353 FEMALE    HIGH SCHOOL  17551.25 MARRIED  53     67    210     38
## 63   355   MALE       BACHELOR  49882.50 MARRIED  29     73    240     50
## 64   358 FEMALE    HIGH SCHOOL  17551.25 MARRIED  35     67    149     23
## 65   363 FEMALE    HIGH SCHOOL  27712.50 MARRIED  32     70    296     27
## 66   366   MALE       BACHELOR 158656.95 MARRIED  49     71    195     60
## 67   369 FEMALE       BACHELOR 103460.00 MARRIED  49     68    170     50
## 68   372   MALE       GRADUATE 158656.95 MARRIED  67     63    150     40
## 69   374   MALE    HIGH SCHOOL  60967.50 MARRIED  65     68    185     89
## 70   376   MALE       BACHELOR 158656.95 MARRIED  63     70    182     20
## 71   377   MALE    HIGH SCHOOL 158656.95 MARRIED  60     69    200     50
## 72   379   MALE       BACHELOR 103460.00 MARRIED  49     66    150     50
## 73   380 FEMALE       GRADUATE  49882.50 MARRIED  36     69    140     40
## 74   383   MALE       GRADUATE  49882.50 MARRIED  57     67    190     24
## 75   386   MALE    HIGH SCHOOL  40645.00 MARRIED  33     63    140     80
## 76   403 FEMALE    HIGH SCHOOL  60967.50 MARRIED  52     64    230     42
## 77   405   MALE       BACHELOR  88680.00 MARRIED  70     70    180     45
## 78   407 FEMALE       BACHELOR  49882.50 MARRIED  31     70    180     50
## 79   409 FEMALE       GRADUATE  73900.00 MARRIED  60     67    155     40
## 80   411   MALE       GRADUATE 158656.95 MARRIED  35     71    164     50
## 81   414   MALE    HIGH SCHOOL  33255.00 MARRIED  49     67    190     30
## 82   417 FEMALE       BACHELOR  15703.75 MARRIED  37     59    152     15
## 83   418 FEMALE       BACHELOR  40645.00 MARRIED  35     69    150     45
## 84   435   MALE    HIGH SCHOOL 158656.95 MARRIED  41     69    180     66
## 85   436   MALE       GRADUATE 158656.95 MARRIED  56     67    168     60
## 86   446   MALE       GRADUATE  73900.00 MARRIED  59     73    260     30
## 87   447   MALE       BACHELOR 158656.95 MARRIED  65     68    180     60
## 88   449 FEMALE       GRADUATE 103460.00 MARRIED  60     65    144     40
## 89   450   MALE       BACHELOR  40645.00 MARRIED  50     68    165     40
## 90   455   MALE       BACHELOR  49882.50 MARRIED  28     71    160     50
## 91   477 FEMALE       BACHELOR  33255.00 MARRIED  55     63    225     40
## 92   480   MALE    HIGH SCHOOL  27712.50 MARRIED  63     66    265     40
## 93   482   MALE       BACHELOR 158656.95 MARRIED  38     73    220     50
## 94   486 FEMALE       GRADUATE  60967.50 MARRIED  60     67    147     60
## 95   488 FEMALE       GRADUATE  60967.50 MARRIED  54     64    135     24
## 96   489   MALE       GRADUATE 158656.95 MARRIED  38     71    200     50
## 97   490 FEMALE       GRADUATE  73900.00 MARRIED  47     69    180     30
## 98   495 FEMALE       GRADUATE  40645.00 MARRIED  57     63    145     32
## 99   499 FEMALE       GRADUATE  60967.50 MARRIED  50     61    108     50
## 100  500 FEMALE    HIGH SCHOOL  27712.50 MARRIED  65     63    132     40
## 101  504   MALE       BACHELOR 158656.95 MARRIED  54     72    230     50
## 102  509   MALE LT HIGH SCHOOL  24017.50 MARRIED  36     65    140     40
## 103  518   MALE    HIGH SCHOOL  73900.00 MARRIED  32     72    260     50
## 104  521 FEMALE       BACHELOR   3325.50 MARRIED  56     59    145     50
## 105  526   MALE LT HIGH SCHOOL  40645.00 MARRIED  50     71    180     40
## 106  530   MALE    HIGH SCHOOL  40645.00 MARRIED  40     64    143     40
## 107  537 FEMALE    HIGH SCHOOL    369.50 MARRIED  33     60    137     16
## 108  541   MALE       GRADUATE 158656.95 MARRIED  44     70    180     40
## 109  544 FEMALE       BACHELOR  40645.00 MARRIED  30     67    135     40
## 110  545   MALE    HIGH SCHOOL  88680.00 MARRIED  33     71    210     32
## 111  547 FEMALE       BACHELOR  10161.25 MARRIED  37     63    165     30
## 112  560 FEMALE       BACHELOR  33255.00 MARRIED  49     68    178     32
## 113  564   MALE    HIGH SCHOOL  40645.00 MARRIED  53     74    256     40
## 114  567 FEMALE       BACHELOR  40645.00 MARRIED  30     63    110     50
## 115  572   MALE LT HIGH SCHOOL  20322.50 MARRIED  55     69    169     40
## 116  574   MALE    HIGH SCHOOL  13856.25 MARRIED  54     66    200     35
## 117  585 FEMALE    HIGH SCHOOL  13856.25 MARRIED  70     62    130     36
## 118  587   MALE       BACHELOR  49882.50 MARRIED  47     71    200     50
## 119  592 FEMALE       GRADUATE  73900.00 MARRIED  56     73    188     40
## 120  602 FEMALE    HIGH SCHOOL  24017.50 MARRIED  53     66    180     40
## 121  611   MALE       BACHELOR 158656.95 MARRIED  57     72    205     40
## 122  612   MALE    HIGH SCHOOL  73900.00 MARRIED  58     70    205     60
## 123  615   MALE       BACHELOR  40645.00 MARRIED  29     68    165     40
## 124  616   MALE       BACHELOR  49882.50 MARRIED  36     70    155     40
## 125  620   MALE       BACHELOR  88680.00 MARRIED  64     67    170     40
## 126  642 FEMALE       BACHELOR    369.50 MARRIED  42     62    135     26
## 127  646   MALE    HIGH SCHOOL  60967.50 MARRIED  53     70    180     65
## 128  649 FEMALE    HIGH SCHOOL  40645.00 MARRIED  46     66    175     65
## 129  659 FEMALE    HIGH SCHOOL  12008.75 MARRIED  61     65    186     40
## 130  666 FEMALE    HIGH SCHOOL   4803.50 MARRIED  27     65    180     36
## 131  674   MALE    HIGH SCHOOL  27712.50 MARRIED  40     70    186     42
## 132  675   MALE LT HIGH SCHOOL  12008.75 MARRIED  33     64    208     40
## 133  681 FEMALE    HIGH SCHOOL  49882.50 MARRIED  32     62    138     50
## 134  685   MALE    HIGH SCHOOL  33255.00 MARRIED  60     70    230     50
## 135  687 FEMALE       GRADUATE  12008.75 MARRIED  47     67    127     24
## 136  691 FEMALE       BACHELOR    369.50 MARRIED  61     67    170      8
## 137  697   MALE       BACHELOR  60967.50 MARRIED  27     72    150     50
## 138  710 FEMALE JUNIOR COLLEGE   1478.00 MARRIED  30     67    185     35
## 139  714   MALE       BACHELOR  60967.50 MARRIED  61     69    200     40
## 140  715   MALE       BACHELOR   6651.00 MARRIED  50     69    210     25
## 141  731   MALE       BACHELOR 103460.00 MARRIED  53     68    178     50
## 142  734   MALE       BACHELOR 103460.00 MARRIED  50     71    215     40
## 143  741 FEMALE       BACHELOR  40645.00 MARRIED  38     64    208     35
## 144  748 FEMALE       BACHELOR  49882.50 MARRIED  48     60    120     48
## 145  750   MALE LT HIGH SCHOOL  12008.75 MARRIED  45     66    170     40
## 146  758   MALE    HIGH SCHOOL  33255.00 MARRIED  54     65    150     56
## 147  761 FEMALE LT HIGH SCHOOL  17551.25 MARRIED  50     64    179     40
## 148  767   MALE    HIGH SCHOOL  40645.00 MARRIED  75     71    205     40
## 149  770   MALE       GRADUATE  49882.50 MARRIED  43     73    210     60
## 150  787 FEMALE       GRADUATE  33255.00 MARRIED  60     64    160     50
## 151  803 FEMALE    HIGH SCHOOL  40645.00 MARRIED  58     64    140     48
## 152  806   MALE       BACHELOR 158656.95 MARRIED  47     67    150     60
## 153  818 FEMALE    HIGH SCHOOL  10161.25 MARRIED  56     61    170     40
## 154  829 FEMALE    HIGH SCHOOL  20322.50 MARRIED  31     64    170     40
## 155  831   MALE       BACHELOR  33255.00 MARRIED  58     73    410     40
## 156  838 FEMALE       BACHELOR  88680.00 MARRIED  40     66    135     40
## 157  840 FEMALE    HIGH SCHOOL  20322.50 MARRIED  44     64    158     40
## 158  841   MALE JUNIOR COLLEGE  60967.50 MARRIED  54     71    160     55
## 159  846 FEMALE JUNIOR COLLEGE  15703.75 MARRIED  39     63    140     20
## 160  851 FEMALE JUNIOR COLLEGE   4064.50 MARRIED  28     68    200     30
## 161  855   MALE    HIGH SCHOOL   1478.00 MARRIED  29     75    183     40
## 162  860 FEMALE       BACHELOR  15703.75 MARRIED  29     68    142     40
## 163  866   MALE    HIGH SCHOOL  33255.00 MARRIED  58     71    158     80
## 164  868   MALE       BACHELOR  40645.00 MARRIED  35     66    190     42
## 165  871   MALE    HIGH SCHOOL  27712.50 MARRIED  53     70    170     40
## 166  872   MALE       GRADUATE  49882.50 MARRIED  52     70    184     60
## 167  877 FEMALE       BACHELOR  27712.50 MARRIED  40     62    150     60
## 168  880   MALE       GRADUATE  33255.00 MARRIED  34     72    225     65
## 169  890 FEMALE    HIGH SCHOOL  15703.75 MARRIED  60     70    175     40
## 170  895   MALE       BACHELOR  40645.00 MARRIED  25     76    205     60
## 171  897 FEMALE       BACHELOR  15703.75 MARRIED  38     64    215     28
## 172  901   MALE    HIGH SCHOOL  33255.00 MARRIED  39     74    315     40
## 173  905   MALE    HIGH SCHOOL  27712.50 MARRIED  34     67    162     40
## 174  921   MALE       BACHELOR  73900.00 MARRIED  53     71    150     40
## 175  923   MALE       BACHELOR  49882.50 MARRIED  55     69    175     37
## 176  924   MALE       BACHELOR  60967.50 MARRIED  51     70    180     45
## 177  935   MALE       BACHELOR  49882.50 MARRIED  32     69    165     45
## 178  941   MALE    HIGH SCHOOL  10161.25 MARRIED  24     70    125     40
## 179  947 FEMALE       GRADUATE  88680.00 MARRIED  36     62    110     55
## 180  953   MALE       GRADUATE  73900.00 MARRIED  40     71    187     50
## 181  955   MALE    HIGH SCHOOL  33255.00 MARRIED  43     67    207     60
## 182  957 FEMALE    HIGH SCHOOL  24017.50 MARRIED  40     62    160     27
## 183  961 FEMALE    HIGH SCHOOL  33255.00 MARRIED  29     64    140     40
## 184  969 FEMALE       GRADUATE  17551.25 MARRIED  48     66    105     10
## 185  970   MALE       BACHELOR   5542.50 MARRIED  64     73    190      1
## 186  971 FEMALE       BACHELOR 158656.95 MARRIED  49     68    140     50
## 187  973 FEMALE    HIGH SCHOOL  24017.50 MARRIED  62     63    130      2
## 188  980 FEMALE JUNIOR COLLEGE  20322.50 MARRIED  56     64    168     20
## 189  987 FEMALE    HIGH SCHOOL  27712.50 MARRIED  68     63    170     32
## 190  988   MALE LT HIGH SCHOOL  40645.00 MARRIED  63     70    175     40
## 191  989 FEMALE       BACHELOR   4064.50 MARRIED  39     58     90      4
## 192  991   MALE       BACHELOR  60967.50 MARRIED  55     74    213     65
## 193 1007   MALE    HIGH SCHOOL  17551.25 MARRIED  56     72    202     50
## 194 1022 FEMALE    HIGH SCHOOL  33255.00 MARRIED  50     67    185     40
## 195 1023 FEMALE    HIGH SCHOOL  33255.00 MARRIED  50     61    147     50
## 196 1032   MALE       GRADUATE  49882.50 MARRIED  47     68    185     60
## 197 1033   MALE       GRADUATE 158656.95 MARRIED  60     69    186     70
## 198 1036 FEMALE       GRADUATE  49882.50 MARRIED  48     65    165     40
## 199 1037 FEMALE       GRADUATE  49882.50 MARRIED  30     61    129     50
## 200 1041 FEMALE    HIGH SCHOOL   8313.75 MARRIED  57     64    141     50
## 201 1042 FEMALE    HIGH SCHOOL  10161.25 MARRIED  66     59    113     35
## 202 1045 FEMALE    HIGH SCHOOL  15703.75 MARRIED  54     64    160     40
## 203 1066   MALE LT HIGH SCHOOL   8313.75 MARRIED  59     64    140     40
## 204 1070 FEMALE    HIGH SCHOOL 103460.00 MARRIED  51     67    190     80
## 205 1081 FEMALE    HIGH SCHOOL  33255.00 MARRIED  35     61    135     40
## 206 1089 FEMALE    HIGH SCHOOL  17551.25 MARRIED  45     57    270     40
## 207 1099   MALE JUNIOR COLLEGE  49882.50 MARRIED  36     64    193     30
## 208 1100   MALE    HIGH SCHOOL  60967.50 MARRIED  37     68    218     89
## 209 1103 FEMALE       BACHELOR  33255.00 MARRIED  30     69    190     55
## 210 1104 FEMALE    HIGH SCHOOL  49882.50 MARRIED  50     66    156     45
## 211 1107   MALE       BACHELOR  88680.00 MARRIED  60     74    168     55
## 212 1108   MALE    HIGH SCHOOL   8313.75 MARRIED  52     74    250     20
## 213 1116   MALE    HIGH SCHOOL  15703.75 MARRIED  32     69    200     40
## 214 1126   MALE    HIGH SCHOOL  73900.00 MARRIED  47     72    200     55
## 215 1135 FEMALE    HIGH SCHOOL  49882.50 MARRIED  43     65    159     40
## 216 1144   MALE JUNIOR COLLEGE  27712.50 MARRIED  38     71    195     40
## 217 1149   MALE    HIGH SCHOOL  49882.50 MARRIED  50     74    280     50
## 218 1157 FEMALE       BACHELOR  24017.50 MARRIED  39     61    185     36
## 219 1160   MALE    HIGH SCHOOL 158656.95 MARRIED  55     72    185     50
## 220 1168 FEMALE LT HIGH SCHOOL   4803.50 MARRIED  42     62    220     40
## 221 1180 FEMALE    HIGH SCHOOL  12008.75 MARRIED  36     62    204     25
## 222 1185 FEMALE JUNIOR COLLEGE  15703.75 MARRIED  42     67    220     40
## 223 1193   MALE       BACHELOR  33255.00 MARRIED  30     74    180     40
## 224 1199 FEMALE       BACHELOR  27712.50 MARRIED  31     68    280     40
## 225 1206   MALE    HIGH SCHOOL  49882.50 MARRIED  52     70    185     56
## 226 1208 FEMALE    HIGH SCHOOL  10161.25 MARRIED  43     69    157     30
## 227 1231 FEMALE    HIGH SCHOOL  33255.00 MARRIED  64     64    226     40
## 228 1234 FEMALE       BACHELOR  49882.50 MARRIED  43     66    145     40
## 229 1237   MALE    HIGH SCHOOL  40645.00 MARRIED  44     68    195     54
## 230 1241 FEMALE       GRADUATE  27712.50 MARRIED  62     70    190     35
## 231 1243   MALE       GRADUATE 158656.95 MARRIED  29     79    275     35
## 232 1247 FEMALE    HIGH SCHOOL   4803.50 MARRIED  50     65    152     24
## 233 1253 FEMALE       BACHELOR  10161.25 MARRIED  62     65    120      8
## 234 1254   MALE LT HIGH SCHOOL  20322.50 MARRIED  55     70    212     40
## 235 1263 FEMALE       GRADUATE  20322.50 MARRIED  53     62    175     46
## 236 1271   MALE    HIGH SCHOOL  60967.50 MARRIED  47     73    215     89
## 237 1272   MALE    HIGH SCHOOL  33255.00 MARRIED  67     73    212     28
## 238 1281   MALE    HIGH SCHOOL  15703.75 MARRIED  49     64    164     40
## 239 1297   MALE       GRADUATE  73900.00 MARRIED  52     70    180     50
## 240 1302   MALE       BACHELOR  60967.50 MARRIED  43     71    180     70
## 241 1309 FEMALE       GRADUATE  49882.50 MARRIED  36     60    190     40
## 242 1314   MALE JUNIOR COLLEGE  49882.50 MARRIED  50     71    240     45
## 243 1318 FEMALE       BACHELOR  40645.00 MARRIED  58     67    153     32
## 244 1325   MALE    HIGH SCHOOL   1478.00 MARRIED  76     70    150      4
## 245 1329   MALE       GRADUATE  60967.50 MARRIED  32     70    185     55
## 246 1332   MALE    HIGH SCHOOL  40645.00 MARRIED  36     65    150     60
## 247 1341   MALE    HIGH SCHOOL   1478.00 MARRIED  29     63    135     45
## 248 1344 FEMALE    HIGH SCHOOL  88680.00 MARRIED  41     61    170     60
## 249 1345 FEMALE       BACHELOR  40645.00 MARRIED  53     66    133     60
## 250 1347 FEMALE    HIGH SCHOOL  27712.50 MARRIED  35     66    147     60
## 251 1348   MALE    HIGH SCHOOL  40645.00 MARRIED  36     69    155     45
## 252 1350 FEMALE       BACHELOR  60967.50 MARRIED  60     66    150     40
## 253 1353 FEMALE    HIGH SCHOOL  27712.50 MARRIED  41     62    135     30
## 254 1354   MALE    HIGH SCHOOL  33255.00 MARRIED  49     73    231     70
## 255 1357 FEMALE    HIGH SCHOOL  24017.50 MARRIED  33     67    195     55
## 256 1359 FEMALE       BACHELOR  15703.75 MARRIED  34     64    195     40
## 257 1373 FEMALE       BACHELOR  15703.75 MARRIED  34     68    140     40
## 258 1377   MALE    HIGH SCHOOL   4803.50 MARRIED  47     65    195     10
## 259 1378 FEMALE    HIGH SCHOOL  12008.75 MARRIED  40     64    130     30
## 260 1379   MALE LT HIGH SCHOOL  24017.50 MARRIED  58     72    180     40
## 261 1383 FEMALE       BACHELOR  33255.00 MARRIED  33     63    150     40
## 262 1392   MALE       GRADUATE  13856.25 MARRIED  45     70    155     25
## 263 1396   MALE       GRADUATE  49882.50 MARRIED  37     68    165     40
## 264 1397   MALE    HIGH SCHOOL  27712.50 MARRIED  27     70    210     38
## 265 1418   MALE       BACHELOR  27712.50 MARRIED  36     74    185     40
## 266 1419   MALE       GRADUATE  33255.00 MARRIED  39     67    140     40
## 267 1430 FEMALE       BACHELOR  17551.25 MARRIED  34     65    110     20
## 268 1431   MALE       GRADUATE  73900.00 MARRIED  59     71    172     50
## 269 1440   MALE    HIGH SCHOOL  24017.50 MARRIED  27     68    195     40
## 270 1457   MALE    HIGH SCHOOL  33255.00 MARRIED  39     70    180     40
## 271 1463 FEMALE JUNIOR COLLEGE  27712.50 MARRIED  43     65    187     48
## 272 1476 FEMALE    HIGH SCHOOL  13856.25 MARRIED  50     65    148     50
## 273 1484   MALE       BACHELOR  49882.50 MARRIED  49     72    185     40
## 274 1494   MALE LT HIGH SCHOOL  17551.25 MARRIED  59     71    180     38
## 275 1498 FEMALE JUNIOR COLLEGE  24017.50 MARRIED  60     63    275     37
## 276 1500   MALE LT HIGH SCHOOL  10161.25 MARRIED  73     68    251     29
## 277 1501 FEMALE       GRADUATE  40645.00 MARRIED  45     65    140     37
## 278 1502   MALE    HIGH SCHOOL  24017.50 MARRIED  53     73    240     38
## 279 1507 FEMALE    HIGH SCHOOL   4064.50 MARRIED  52     62    135     25
## 280 1512   MALE    HIGH SCHOOL  49882.50 MARRIED  65     70    160     60
## 281 1515 FEMALE    HIGH SCHOOL   2586.50 MARRIED  63     64    145     30
## 282 1519 FEMALE       BACHELOR  24017.50 MARRIED  47     66    200     40
## 283 1531   MALE       BACHELOR  24017.50 MARRIED  37     75    185     45
## 284 1538 FEMALE    HIGH SCHOOL  20322.50 MARRIED  57     66    168     48
## 285 1545 FEMALE       GRADUATE  24017.50 MARRIED  36     67    180     50
## 286 1548   MALE    HIGH SCHOOL  33255.00 MARRIED  57     71    215     52
## 287 1549 FEMALE       BACHELOR  27712.50 MARRIED  35     65    260     65
## 288 1551   MALE    HIGH SCHOOL   8313.75 MARRIED  62     66    158     40
## 289 1558 FEMALE JUNIOR COLLEGE  27712.50 MARRIED  57     63    165     37
## 290 1559   MALE JUNIOR COLLEGE  73900.00 MARRIED  54     72    225     50
## 291 1560   MALE       GRADUATE 103460.00 MARRIED  37     73    285     89
## 292 1561   MALE    HIGH SCHOOL   8313.75 MARRIED  39     76    190     50
## 293 1565 FEMALE    HIGH SCHOOL  12008.75 MARRIED  49     63    180     30
## 294 1581 FEMALE    HIGH SCHOOL   4803.50 MARRIED  45     59    250     15
## 295 1585   MALE LT HIGH SCHOOL  24017.50 MARRIED  45     74    265     40
## 296 1588   MALE LT HIGH SCHOOL  17551.25 MARRIED  41     69    180     32
## 297 1591 FEMALE JUNIOR COLLEGE  40645.00 MARRIED  36     63    138     50
## 298 1592   MALE       GRADUATE  49882.50 MARRIED  50     68    140     40
## 299 1597   MALE    HIGH SCHOOL  33255.00 MARRIED  52     74    210     40
## 300 1602 FEMALE    HIGH SCHOOL  60967.50 MARRIED  59     62    165     40
## 301 1619   MALE    HIGH SCHOOL  24017.50 MARRIED  25     65    140     20
## 302 1629 FEMALE    HIGH SCHOOL  13856.25 MARRIED  33     65    160     40
## 303 1632 FEMALE    HIGH SCHOOL  17551.25 MARRIED  56     68    136     12
## 304 1635   MALE    HIGH SCHOOL  40645.00 MARRIED  54     70    190     40
## 305 1641 FEMALE    HIGH SCHOOL   8313.75 MARRIED  46     60    138     40
## 306 1644   MALE    HIGH SCHOOL  49882.50 MARRIED  58     70    210     47
## 307 1647 FEMALE    HIGH SCHOOL  24017.50 MARRIED  29     65    160     40
## 308 1651 FEMALE       GRADUATE 103460.00 MARRIED  52     65    155     80
## 309 1664   MALE    HIGH SCHOOL  27712.50 MARRIED  47     66    155     40
## 310 1666 FEMALE    HIGH SCHOOL  24017.50 MARRIED  53     64    165     40
## 311 1674 FEMALE    HIGH SCHOOL  15703.75 MARRIED  29     65    122     32
## 312 1689   MALE LT HIGH SCHOOL  20322.50 MARRIED  62     72    195     40
## 313 1698 FEMALE    HIGH SCHOOL  33255.00 MARRIED  47     62    225     45
## 314 1700   MALE    HIGH SCHOOL  49882.50 MARRIED  51     70    228     62
## 315 1701   MALE    HIGH SCHOOL  33255.00 MARRIED  47     72    210     58
## 316 1703   MALE       BACHELOR 158656.95 MARRIED  64     72    210     40
## 317 1716 FEMALE    HIGH SCHOOL   2586.50 MARRIED  34     61    126     18
## 318 1721   MALE       GRADUATE  49882.50 MARRIED  52     70    253     40
## 319 1729   MALE       BACHELOR 158656.95 MARRIED  60     72    200     45
## 320 1730   MALE       GRADUATE  60967.50 MARRIED  34     74    265     40
## 321 1733   MALE       GRADUATE 158656.95 MARRIED  62     71    220     40
## 322 1735   MALE    HIGH SCHOOL  10161.25 MARRIED  30     69    225     20
## 323 1738 FEMALE JUNIOR COLLEGE  17551.25 MARRIED  28     66    140     30
## 324 1765   MALE       GRADUATE 158656.95 MARRIED  53     69    164     60
## 325 1774   MALE       BACHELOR  40645.00 MARRIED  32     75    285     40
## 326 1775 FEMALE JUNIOR COLLEGE   4064.50 MARRIED  31     62    165     27
## 327 1777 FEMALE       BACHELOR  40645.00 MARRIED  26     66    300     48
## 328 1778 FEMALE    HIGH SCHOOL  40645.00 MARRIED  56     63    120     45
## 329 1783   MALE JUNIOR COLLEGE  24017.50 MARRIED  51     68    242     51
## 330 1794   MALE    HIGH SCHOOL  60967.50 MARRIED  41     72    260     48
## 331 1795 FEMALE    HIGH SCHOOL  10161.25 MARRIED  33     62    130     24
## 332 1797 FEMALE       BACHELOR  10161.25 MARRIED  44     65    130     35
## 333 1802   MALE JUNIOR COLLEGE  33255.00 MARRIED  54     72    225     80
## 334 1807   MALE    HIGH SCHOOL  40645.00 MARRIED  40     73    175     40
## 335 1810 FEMALE    HIGH SCHOOL  40645.00 MARRIED  77     58    158     20
## 336 1817 FEMALE       BACHELOR  33255.00 MARRIED  57     71    175     40
## 337 1819 FEMALE    HIGH SCHOOL  20322.50 MARRIED  33     65    145     40
## 338 1827   MALE       BACHELOR  10161.25 MARRIED  30     72    170     70
## 339 1833   MALE       GRADUATE  60967.50 MARRIED  56     67    175     50
## 340 1841 FEMALE    HIGH SCHOOL  24017.50 MARRIED  44     64    260     40
## 341 1846 FEMALE JUNIOR COLLEGE   8313.75 MARRIED  54     65    218     62
## 342 1850 FEMALE    HIGH SCHOOL   4064.50 MARRIED  72     63    200     15
## 343 1854 FEMALE       GRADUATE  33255.00 MARRIED  56     67    165     40
## 344 1855 FEMALE    HIGH SCHOOL  12008.75 MARRIED  44     70    180     40
## 345 1862   MALE    HIGH SCHOOL  24017.50 MARRIED  53     70    200     44
## 346 1865 FEMALE       BACHELOR  33255.00 MARRIED  54     62    177     40
## 347 1878   MALE    HIGH SCHOOL 158656.95 MARRIED  61     69    250     60
## 348 1883   MALE       BACHELOR  33255.00 MARRIED  44     71    190     44
## 349 1884   MALE       BACHELOR  73900.00 MARRIED  57     70    205     40
## 350 1885   MALE    HIGH SCHOOL 103460.00 MARRIED  55     73    188     60
## 351 1886 FEMALE JUNIOR COLLEGE  33255.00 MARRIED  46     69    135     47
## 352 1897   MALE JUNIOR COLLEGE  40645.00 MARRIED  43     67    195     40
## 353 1901   MALE    HIGH SCHOOL  49882.50 MARRIED  39     71    175     40
## 354 1903   MALE    HIGH SCHOOL  40645.00 MARRIED  43     68    175     58
## 355 1905 FEMALE    HIGH SCHOOL  27712.50 MARRIED  58     64    231     32
## 356 1907   MALE       BACHELOR  73900.00 MARRIED  37     70    205     80
## 357 1913 FEMALE       BACHELOR   8313.75 MARRIED  30     67    155     45
## 358 1914 FEMALE    HIGH SCHOOL  40645.00 MARRIED  57     63    200     55
## 359 1915   MALE       GRADUATE  60967.50 MARRIED  55     75    235     55
## 360 1916   MALE       BACHELOR  49882.50 MARRIED  64     71    254     50
## 361 1917 FEMALE    HIGH SCHOOL  60967.50 MARRIED  58     64    200     70
## 362 1920 FEMALE       GRADUATE  88680.00 MARRIED  31     67    180     40
## 363 1921   MALE    HIGH SCHOOL  88680.00 MARRIED  64     74    205     45
## 364 1925   MALE    HIGH SCHOOL  17551.25 MARRIED  29     77    216     39
## 365 1933   MALE       GRADUATE 158656.95 MARRIED  66     74    230     60
## 366 1944   MALE    HIGH SCHOOL   6651.00 MARRIED  29     72    280     45
## 367 1951   MALE    HIGH SCHOOL  40645.00 MARRIED  33     68    225     60
## 368 1953   MALE    HIGH SCHOOL  24017.50 MARRIED  44     69    200     40
## 369 1955 FEMALE       BACHELOR  27712.50 MARRIED  55     64    218     40
## 370 1962 FEMALE LT HIGH SCHOOL   8313.75 MARRIED  34     65    176     36
## 371 1978 FEMALE LT HIGH SCHOOL   2586.50 MARRIED  65     70    140     40
## 372 1987   MALE       GRADUATE  33255.00 MARRIED  60     74    215     60
## 373 2019   MALE    HIGH SCHOOL 158656.95 MARRIED  39     70    268     40
## 374 2023 FEMALE    HIGH SCHOOL  33255.00 MARRIED  25     65    200     57
## 375 2024   MALE    HIGH SCHOOL  40645.00 MARRIED  51     67    155     84
## 376 2032 FEMALE LT HIGH SCHOOL  24017.50 MARRIED  62     60    130     28
## 377 2033 FEMALE JUNIOR COLLEGE  20322.50 MARRIED  35     64    150     30
## 378 2034   MALE       BACHELOR 158656.95 MARRIED  55     66    196     70
## 379 2039   MALE JUNIOR COLLEGE  40645.00 MARRIED  53     65    165     40
## 380 2058   MALE JUNIOR COLLEGE  33255.00 MARRIED  31     71    168     45
## 381 2074 FEMALE    HIGH SCHOOL  17551.25 MARRIED  53     66    213     50
## 382 2075 FEMALE       GRADUATE  60967.50 MARRIED  56     63    129     45
## 383 2082   MALE LT HIGH SCHOOL  49882.50 MARRIED  32     69    170     40
## 384 2090 FEMALE    HIGH SCHOOL  27712.50 MARRIED  64     71    152     55
## 385 2098   MALE    HIGH SCHOOL  40645.00 MARRIED  43     65    195     52
## 386 2100   MALE LT HIGH SCHOOL  33255.00 MARRIED  56     70    240     50
## 387 2102   MALE LT HIGH SCHOOL  12008.75 MARRIED  29     64    178     40
## 388 2111 FEMALE    HIGH SCHOOL  17551.25 MARRIED  35     60    154     40
## 389 2113   MALE    HIGH SCHOOL  33255.00 MARRIED  37     58    135     40
## 390 2133   MALE    HIGH SCHOOL  20322.50 MARRIED  27     73    300     60
## 391 2143 FEMALE    HIGH SCHOOL  24017.50 MARRIED  51     64    170     40
## 392 2147   MALE    HIGH SCHOOL  12008.75 MARRIED  48     71    240     40
## 393 2149 FEMALE    HIGH SCHOOL 158656.95 MARRIED  62     64    180     60
## 394 2152 FEMALE       BACHELOR  40645.00 MARRIED  39     64    135     30
## 395 2154   MALE       BACHELOR  60967.50 MARRIED  36     75    200     50
## 396 2155   MALE    HIGH SCHOOL 158656.95 MARRIED  65     71    215     40
## 397 2161   MALE       BACHELOR  49882.50 MARRIED  65     70    180     50
## 398 2163   MALE    HIGH SCHOOL  15703.75 MARRIED  79     65    130     30
## 399 2178   MALE       GRADUATE  40645.00 MARRIED  37     74    180     40
## 400 2184   MALE       BACHELOR  33255.00 MARRIED  32     72    185     50
## 401 2188   MALE    HIGH SCHOOL  60967.50 MARRIED  55     69    240     50
## 402 2209 FEMALE       GRADUATE  88680.00 MARRIED  34     66    148     30
## 403 2210   MALE    HIGH SCHOOL  40645.00 MARRIED  60     69    215     10
## 404 2213 FEMALE    HIGH SCHOOL  15703.75 MARRIED  25     61    125     12
## 405 2214 FEMALE       GRADUATE   8313.75 MARRIED  53     66    200     40
## 406 2216 FEMALE    HIGH SCHOOL  17551.25 MARRIED  56     63    110     40
## 407 2218   MALE JUNIOR COLLEGE  20322.50 MARRIED  30     70    187     40
## 408 2221   MALE    HIGH SCHOOL  24017.50 MARRIED  33     73    165     70
## 409 2223 FEMALE       GRADUATE  60967.50 MARRIED  42     65    140     70
## 410 2225   MALE    HIGH SCHOOL  24017.50 MARRIED  26     62    157     70
## 411 2230   MALE       BACHELOR  27712.50 MARRIED  48     71    200     40
## 412 2231   MALE       BACHELOR  60967.50 MARRIED  28     71    160     50
## 413 2232   MALE       BACHELOR  49882.50 MARRIED  37     74    230     80
## 414 2234   MALE    HIGH SCHOOL  49882.50 MARRIED  40     72    175     40
## 415 2235 FEMALE    HIGH SCHOOL   3325.50 MARRIED  24     65    245     40
## 416 2241   MALE       BACHELOR  40645.00 MARRIED  27     72    170     50
## 417 2244 FEMALE       GRADUATE  60967.50 MARRIED  31     64    155     56
## 418 2246 FEMALE    HIGH SCHOOL    369.50 MARRIED  47     70    168     15
## 419 2254 FEMALE    HIGH SCHOOL   6651.00 MARRIED  55     65    190      5
## 420 2259   MALE LT HIGH SCHOOL  15703.75 MARRIED  58     71    180     40
## 421 2261   MALE       BACHELOR 158656.95 MARRIED  48     74    260     60
## 422 2263   MALE    HIGH SCHOOL  49882.50 MARRIED  49     72    240     40
## 423 2264   MALE       BACHELOR  40645.00 MARRIED  38     71    180     40
## 424 2267 FEMALE JUNIOR COLLEGE  10161.25 MARRIED  41     69    195     25
## 425 2269   MALE    HIGH SCHOOL  33255.00 MARRIED  56     78    240     40
## 426 2273   MALE    HIGH SCHOOL  20322.50 MARRIED  30     69    215     40
## 427 2274 FEMALE LT HIGH SCHOOL   2586.50 MARRIED  46     62    124     40
## 428 2276   MALE    HIGH SCHOOL  33255.00 MARRIED  30     73    170     20
## 429 2278 FEMALE    HIGH SCHOOL  40645.00 MARRIED  60     64    220     52
## 430 2286 FEMALE    HIGH SCHOOL  49882.50 MARRIED  58     65    212     40
## 431 2290 FEMALE JUNIOR COLLEGE  15703.75 MARRIED  48     66    168     52
## 432 2295 FEMALE    HIGH SCHOOL  20322.50 MARRIED  41     63    190     40
## 433 2297 FEMALE JUNIOR COLLEGE  49882.50 MARRIED  39     64    190     28
## 434 2303 FEMALE    HIGH SCHOOL   6651.00 MARRIED  59     60    141     15
## 435 2309 FEMALE    HIGH SCHOOL  24017.50 MARRIED  58     67    140     36
## 436 2312   MALE    HIGH SCHOOL  27712.50 MARRIED  22     69    175     45
## 437 2319 FEMALE LT HIGH SCHOOL   1478.00 MARRIED  43     65    192     32
## 438 2324 FEMALE       GRADUATE  24017.50 MARRIED  45     67    174     40
## 439 2335   MALE       GRADUATE  49882.50 MARRIED  43     72    218     40
## 440 2337 FEMALE JUNIOR COLLEGE  10161.25 MARRIED  44     64    225     40
## 441 2345   MALE    HIGH SCHOOL  17551.25 MARRIED  65     76    280     20
## 442 2351 FEMALE    HIGH SCHOOL  24017.50 MARRIED  31     65    180     40
## 443 2361   MALE    HIGH SCHOOL  17551.25 MARRIED  60     72    220     40
## 444 2369   MALE    HIGH SCHOOL  88680.00 MARRIED  32     68    170     40
## 445 2370   MALE    HIGH SCHOOL  40645.00 MARRIED  50     70    240     65
## 446 2373 FEMALE JUNIOR COLLEGE  20322.50 MARRIED  59     66    136     55
## 447 2383   MALE    HIGH SCHOOL  60967.50 MARRIED  49     68    178     45
## 448 2387 FEMALE       BACHELOR  33255.00 MARRIED  54     62    135     40
## 449 2394 FEMALE JUNIOR COLLEGE  17551.25 MARRIED  40     63    161     30
## 450 2397 FEMALE    HIGH SCHOOL  24017.50 MARRIED  56     63    168     40
## 451 2400   MALE       GRADUATE  33255.00 MARRIED  38     69    170     50
## 452 2403 FEMALE       GRADUATE  33255.00 MARRIED  54     62    130     46
## 453 2405 FEMALE LT HIGH SCHOOL   8313.75 MARRIED  30     64    138     30
## 454 2407 FEMALE       BACHELOR  40645.00 MARRIED  54     65    148     40
## 455 2412   MALE JUNIOR COLLEGE  49882.50 MARRIED  51     67    150     40
## 456 2413 FEMALE    HIGH SCHOOL   5542.50 MARRIED  51     66    153     15
## 457 2419   MALE LT HIGH SCHOOL  60967.50 MARRIED  48     70    205     65
## 458 2423   MALE       BACHELOR  60967.50 MARRIED  30     67    195     48
## 459 2428   MALE       GRADUATE 158656.95 MARRIED  67     70    183     75
## 460 2434 FEMALE JUNIOR COLLEGE  33255.00 MARRIED  29     65    135     24
## 461 2450 FEMALE    HIGH SCHOOL   4064.50 MARRIED  62     67    264     80
## 462 2451 FEMALE    HIGH SCHOOL  20322.50 MARRIED  52     65    237     55
## 463 2454 FEMALE    HIGH SCHOOL  33255.00 MARRIED  26     63    180     55
## 464 2455   MALE JUNIOR COLLEGE  15703.75 MARRIED  71     72    165     70
## 465 2457   MALE    HIGH SCHOOL  12008.75 MARRIED  74     68    185     40
## 466 2459   MALE       BACHELOR  33255.00 MARRIED  40     70    200     60
## 467 2465 FEMALE    HIGH SCHOOL  17551.25 MARRIED  40     68    212     44
## 468 2475   MALE JUNIOR COLLEGE  49882.50 MARRIED  53     73    235     67
## 469 2484 FEMALE    HIGH SCHOOL  17551.25 MARRIED  56     64    250     40
## 470 2508 FEMALE JUNIOR COLLEGE  17551.25 MARRIED  41     61    160     40
## 471 2514 FEMALE    HIGH SCHOOL  13856.25 MARRIED  34     63    125     40
## 472 2517   MALE       GRADUATE  40645.00 MARRIED  65     68    165     40
## 473 2518 FEMALE       BACHELOR  17551.25 MARRIED  48     68    140     55
## 474 2519 FEMALE    HIGH SCHOOL   8313.75 MARRIED  38     65    193     15
## 475 2521 FEMALE       BACHELOR   6651.00 MARRIED  48     70    150     20
## 476 2523   MALE       BACHELOR  24017.50 MARRIED  54     72    195     40
## 477 2524   MALE       BACHELOR  33255.00 MARRIED  49     70    195     40
## 478 2525 FEMALE       BACHELOR  33255.00 MARRIED  53     64    150     40
## 479 2526   MALE       BACHELOR  40645.00 MARRIED  52     72    200     50
## 480 2530   MALE    HIGH SCHOOL  33255.00 MARRIED  62     71    215     48

select(): Choose specific columns

Using select() : Choose specific columns from the dataset.

# Example 1: Select only 'sex' and 'income' columns
gss |>
  dplyr::select(sex, degree, income)
##        sex         degree    income
## 1     MALE       BACHELOR  60967.50
## 2   FEMALE       BACHELOR  60967.50
## 3   FEMALE       BACHELOR  10161.25
## 4   FEMALE    HIGH SCHOOL  17551.25
## 5     MALE    HIGH SCHOOL  17551.25
## 6     MALE LT HIGH SCHOOL  15703.75
## 7   FEMALE    HIGH SCHOOL  17551.25
## 8     MALE    HIGH SCHOOL  17551.25
## 9     MALE       BACHELOR  73900.00
## 10    MALE       BACHELOR  33255.00
## 11  FEMALE       BACHELOR  33255.00
## 12    MALE    HIGH SCHOOL  33255.00
## 13    MALE       BACHELOR  73900.00
## 14    MALE    HIGH SCHOOL  24017.50
## 15  FEMALE       BACHELOR  88680.00
## 16  FEMALE    HIGH SCHOOL  33255.00
## 17    MALE JUNIOR COLLEGE  40645.00
## 18    MALE    HIGH SCHOOL  49882.50
## 19  FEMALE       GRADUATE  88680.00
## 20    MALE    HIGH SCHOOL  24017.50
## 21  FEMALE       GRADUATE  33255.00
## 22    MALE       BACHELOR  40645.00
## 23    MALE JUNIOR COLLEGE  40645.00
## 24  FEMALE       BACHELOR   1478.00
## 25  FEMALE       BACHELOR  73900.00
## 26    MALE       GRADUATE  15703.75
## 27  FEMALE       GRADUATE  60967.50
## 28    MALE       GRADUATE 158656.95
## 29    MALE    HIGH SCHOOL  15703.75
## 30  FEMALE       GRADUATE  88680.00
## 31    MALE       BACHELOR 103460.00
## 32    MALE LT HIGH SCHOOL   6651.00
## 33    MALE    HIGH SCHOOL  40645.00
## 34  FEMALE JUNIOR COLLEGE  40645.00
## 35    MALE JUNIOR COLLEGE  88680.00
## 36  FEMALE LT HIGH SCHOOL  12008.75
## 37  FEMALE    HIGH SCHOOL  73900.00
## 38    MALE       GRADUATE  49882.50
## 39    MALE       BACHELOR  33255.00
## 40    MALE       GRADUATE  88680.00
## 41  FEMALE    HIGH SCHOOL  20322.50
## 42    MALE    HIGH SCHOOL  15703.75
## 43  FEMALE       GRADUATE  40645.00
## 44    MALE       BACHELOR  27712.50
## 45  FEMALE       BACHELOR  20322.50
## 46  FEMALE       BACHELOR  17551.25
## 47    MALE    HIGH SCHOOL  49882.50
## 48    MALE       GRADUATE 158656.95
## 49    MALE    HIGH SCHOOL  17551.25
## 50    MALE       BACHELOR  88680.00
## 51    MALE       GRADUATE 158656.95
## 52  FEMALE       BACHELOR  60967.50
## 53  FEMALE    HIGH SCHOOL  10161.25
## 54    MALE    HIGH SCHOOL  15703.75
## 55    MALE    HIGH SCHOOL   6651.00
## 56  FEMALE       BACHELOR  40645.00
## 57  FEMALE       BACHELOR  10161.25
## 58    MALE    HIGH SCHOOL  20322.50
## 59    MALE    HIGH SCHOOL   4803.50
## 60  FEMALE LT HIGH SCHOOL   3325.50
## 61    MALE JUNIOR COLLEGE  73900.00
## 62    MALE LT HIGH SCHOOL  24017.50
## 63    MALE    HIGH SCHOOL  24017.50
## 64  FEMALE    HIGH SCHOOL  49882.50
## 65  FEMALE       BACHELOR    369.50
## 66  FEMALE       GRADUATE  60967.50
## 67    MALE JUNIOR COLLEGE  27712.50
## 68  FEMALE    HIGH SCHOOL   2586.50
## 69    MALE       GRADUATE  24017.50
## 70  FEMALE       GRADUATE   8313.75
## 71    MALE    HIGH SCHOOL  40645.00
## 72    MALE    HIGH SCHOOL   2586.50
## 73  FEMALE    HIGH SCHOOL  20322.50
## 74    MALE    HIGH SCHOOL  33255.00
## 75    MALE    HIGH SCHOOL  33255.00
## 76    MALE       BACHELOR  49882.50
## 77  FEMALE LT HIGH SCHOOL   4803.50
## 78  FEMALE    HIGH SCHOOL  20322.50
## 79  FEMALE    HIGH SCHOOL   4803.50
## 80    MALE    HIGH SCHOOL  73900.00
## 81    MALE       BACHELOR  49882.50
## 82    MALE LT HIGH SCHOOL  15703.75
## 83  FEMALE    HIGH SCHOOL  27712.50
## 84    MALE LT HIGH SCHOOL  24017.50
## 85  FEMALE LT HIGH SCHOOL   6651.00
## 86  FEMALE LT HIGH SCHOOL  15703.75
## 87    MALE    HIGH SCHOOL 158656.95
## 88  FEMALE    HIGH SCHOOL  10161.25
## 89    MALE    HIGH SCHOOL  12008.75
## 90  FEMALE       BACHELOR  33255.00
## 91    MALE    HIGH SCHOOL  15703.75
## 92    MALE    HIGH SCHOOL   8313.75
## 93    MALE       GRADUATE 158656.95
## 94  FEMALE       BACHELOR  49882.50
## 95  FEMALE       GRADUATE 158656.95
## 96  FEMALE    HIGH SCHOOL  20322.50
## 97    MALE LT HIGH SCHOOL  40645.00
## 98  FEMALE       BACHELOR  33255.00
## 99    MALE       BACHELOR  40645.00
## 100   MALE    HIGH SCHOOL  40645.00
## 101   MALE JUNIOR COLLEGE  88680.00
## 102 FEMALE LT HIGH SCHOOL  10161.25
## 103 FEMALE       GRADUATE  60967.50
## 104   MALE JUNIOR COLLEGE  40645.00
## 105   MALE    HIGH SCHOOL  20322.50
## 106 FEMALE    HIGH SCHOOL  49882.50
## 107 FEMALE    HIGH SCHOOL  13856.25
## 108   MALE       GRADUATE  40645.00
## 109 FEMALE    HIGH SCHOOL  20322.50
## 110 FEMALE LT HIGH SCHOOL  17551.25
## 111   MALE    HIGH SCHOOL  13856.25
## 112 FEMALE    HIGH SCHOOL   3325.50
## 113   MALE    HIGH SCHOOL  40645.00
## 114   MALE    HIGH SCHOOL  33255.00
## 115   MALE       BACHELOR 158656.95
## 116 FEMALE       GRADUATE  60967.50
## 117 FEMALE    HIGH SCHOOL  20322.50
## 118   MALE    HIGH SCHOOL   5542.50
## 119 FEMALE LT HIGH SCHOOL   6651.00
## 120   MALE       BACHELOR  49882.50
## 121 FEMALE JUNIOR COLLEGE   4064.50
## 122 FEMALE    HIGH SCHOOL  17551.25
## 123   MALE    HIGH SCHOOL  49882.50
## 124 FEMALE    HIGH SCHOOL  24017.50
## 125 FEMALE    HIGH SCHOOL   2586.50
## 126   MALE       BACHELOR   8313.75
## 127 FEMALE       BACHELOR  49882.50
## 128   MALE LT HIGH SCHOOL  73900.00
## 129   MALE    HIGH SCHOOL  49882.50
## 130   MALE    HIGH SCHOOL  73900.00
## 131   MALE       GRADUATE   8313.75
## 132 FEMALE    HIGH SCHOOL  17551.25
## 133   MALE       BACHELOR  49882.50
## 134 FEMALE    HIGH SCHOOL  17551.25
## 135 FEMALE LT HIGH SCHOOL   4064.50
## 136 FEMALE    HIGH SCHOOL  20322.50
## 137   MALE    HIGH SCHOOL 158656.95
## 138 FEMALE    HIGH SCHOOL  27712.50
## 139 FEMALE       BACHELOR  49882.50
## 140   MALE       BACHELOR 158656.95
## 141 FEMALE       BACHELOR 103460.00
## 142   MALE       GRADUATE 158656.95
## 143   MALE    HIGH SCHOOL  60967.50
## 144   MALE       BACHELOR 158656.95
## 145   MALE    HIGH SCHOOL 158656.95
## 146   MALE       BACHELOR 103460.00
## 147 FEMALE       GRADUATE  49882.50
## 148   MALE       GRADUATE  49882.50
## 149   MALE LT HIGH SCHOOL  33255.00
## 150   MALE    HIGH SCHOOL  40645.00
## 151   MALE    HIGH SCHOOL  60967.50
## 152 FEMALE JUNIOR COLLEGE  27712.50
## 153 FEMALE       BACHELOR  60967.50
## 154 FEMALE       GRADUATE  33255.00
## 155   MALE    HIGH SCHOOL  73900.00
## 156 FEMALE    HIGH SCHOOL  60967.50
## 157   MALE       BACHELOR  88680.00
## 158 FEMALE       BACHELOR  49882.50
## 159 FEMALE       GRADUATE  73900.00
## 160   MALE       GRADUATE 158656.95
## 161 FEMALE    HIGH SCHOOL  17551.25
## 162   MALE    HIGH SCHOOL  33255.00
## 163 FEMALE       BACHELOR  15703.75
## 164 FEMALE       BACHELOR  40645.00
## 165 FEMALE    HIGH SCHOOL  33255.00
## 166   MALE    HIGH SCHOOL  60967.50
## 167   MALE       BACHELOR   5542.50
## 168   MALE    HIGH SCHOOL 158656.95
## 169   MALE       GRADUATE 158656.95
## 170 FEMALE       BACHELOR  27712.50
## 171   MALE       BACHELOR  24017.50
## 172 FEMALE       GRADUATE    369.50
## 173   MALE       GRADUATE  24017.50
## 174   MALE    HIGH SCHOOL   6651.00
## 175   MALE       GRADUATE  73900.00
## 176   MALE       BACHELOR 158656.95
## 177 FEMALE       GRADUATE 103460.00
## 178   MALE       BACHELOR  40645.00
## 179   MALE       BACHELOR  49882.50
## 180 FEMALE JUNIOR COLLEGE  15703.75
## 181   MALE       BACHELOR  20322.50
## 182 FEMALE    HIGH SCHOOL  24017.50
## 183 FEMALE JUNIOR COLLEGE  40645.00
## 184 FEMALE       BACHELOR  33255.00
## 185 FEMALE       BACHELOR  27712.50
## 186   MALE    HIGH SCHOOL  27712.50
## 187   MALE       BACHELOR 158656.95
## 188 FEMALE       GRADUATE  60967.50
## 189 FEMALE       GRADUATE  60967.50
## 190   MALE       GRADUATE 158656.95
## 191 FEMALE       GRADUATE  73900.00
## 192   MALE       BACHELOR  49882.50
## 193 FEMALE       GRADUATE  40645.00
## 194 FEMALE    HIGH SCHOOL  10161.25
## 195   MALE    HIGH SCHOOL  60967.50
## 196 FEMALE       GRADUATE  60967.50
## 197 FEMALE    HIGH SCHOOL  27712.50
## 198   MALE       GRADUATE  33255.00
## 199   MALE       BACHELOR 158656.95
## 200   MALE       GRADUATE  88680.00
## 201   MALE       BACHELOR  88680.00
## 202   MALE LT HIGH SCHOOL  24017.50
## 203 FEMALE    HIGH SCHOOL  24017.50
## 204 FEMALE       BACHELOR  33255.00
## 205   MALE    HIGH SCHOOL  73900.00
## 206   MALE    HIGH SCHOOL  17551.25
## 207 FEMALE       BACHELOR   3325.50
## 208   MALE LT HIGH SCHOOL  40645.00
## 209   MALE    HIGH SCHOOL  40645.00
## 210   MALE    HIGH SCHOOL  40645.00
## 211   MALE       BACHELOR  88680.00
## 212 FEMALE       GRADUATE  20322.50
## 213 FEMALE LT HIGH SCHOOL  12008.75
## 214 FEMALE    HIGH SCHOOL    369.50
## 215 FEMALE       BACHELOR  60967.50
## 216   MALE       BACHELOR  60967.50
## 217   MALE       GRADUATE 158656.95
## 218 FEMALE       BACHELOR  40645.00
## 219   MALE    HIGH SCHOOL  88680.00
## 220 FEMALE       BACHELOR  10161.25
## 221 FEMALE    HIGH SCHOOL  40645.00
## 222 FEMALE       BACHELOR  33255.00
## 223   MALE    HIGH SCHOOL  40645.00
## 224 FEMALE       BACHELOR  40645.00
## 225   MALE LT HIGH SCHOOL  20322.50
## 226 FEMALE    HIGH SCHOOL  33255.00
## 227   MALE    HIGH SCHOOL  13856.25
## 228 FEMALE    HIGH SCHOOL  13856.25
## 229   MALE    HIGH SCHOOL 103460.00
## 230   MALE       BACHELOR  49882.50
## 231 FEMALE    HIGH SCHOOL  12008.75
## 232 FEMALE       GRADUATE  73900.00
## 233 FEMALE    HIGH SCHOOL  24017.50
## 234   MALE       BACHELOR  17551.25
## 235   MALE    HIGH SCHOOL  20322.50
## 236   MALE       BACHELOR 158656.95
## 237   MALE    HIGH SCHOOL  73900.00
## 238   MALE    HIGH SCHOOL  27712.50
## 239   MALE       BACHELOR  40645.00
## 240   MALE       BACHELOR  49882.50
## 241   MALE    HIGH SCHOOL  33255.00
## 242   MALE       BACHELOR  88680.00
## 243 FEMALE    HIGH SCHOOL  17551.25
## 244   MALE    HIGH SCHOOL  33255.00
## 245   MALE       GRADUATE  40645.00
## 246   MALE    HIGH SCHOOL   4803.50
## 247 FEMALE       BACHELOR    369.50
## 248   MALE    HIGH SCHOOL  60967.50
## 249 FEMALE       BACHELOR  49882.50
## 250 FEMALE    HIGH SCHOOL  40645.00
## 251   MALE    HIGH SCHOOL  73900.00
## 252 FEMALE    HIGH SCHOOL   4803.50
## 253 FEMALE    HIGH SCHOOL  12008.75
## 254 FEMALE    HIGH SCHOOL  24017.50
## 255   MALE    HIGH SCHOOL  33255.00
## 256 FEMALE    HIGH SCHOOL   4803.50
## 257 FEMALE    HIGH SCHOOL  49882.50
## 258   MALE    HIGH SCHOOL  27712.50
## 259   MALE LT HIGH SCHOOL  12008.75
## 260 FEMALE    HIGH SCHOOL  49882.50
## 261   MALE    HIGH SCHOOL  33255.00
## 262   MALE    HIGH SCHOOL  33255.00
## 263 FEMALE LT HIGH SCHOOL  24017.50
## 264 FEMALE       GRADUATE  12008.75
## 265 FEMALE JUNIOR COLLEGE  40645.00
## 266   MALE       GRADUATE 158656.95
## 267 FEMALE       BACHELOR    369.50
## 268 FEMALE    HIGH SCHOOL  17551.25
## 269   MALE       BACHELOR  60967.50
## 270   MALE       GRADUATE  49882.50
## 271 FEMALE    HIGH SCHOOL  17551.25
## 272   MALE JUNIOR COLLEGE  49882.50
## 273 FEMALE JUNIOR COLLEGE   1478.00
## 274   MALE       BACHELOR  60967.50
## 275   MALE       BACHELOR   6651.00
## 276 FEMALE    HIGH SCHOOL   6651.00
## 277   MALE    HIGH SCHOOL   8313.75
## 278 FEMALE       BACHELOR  40645.00
## 279   MALE    HIGH SCHOOL   2586.50
## 280   MALE JUNIOR COLLEGE  17551.25
## 281 FEMALE       BACHELOR  40645.00
## 282   MALE       BACHELOR 103460.00
## 283 FEMALE       GRADUATE  88680.00
## 284   MALE       BACHELOR 103460.00
## 285 FEMALE    HIGH SCHOOL  27712.50
## 286 FEMALE       BACHELOR  40645.00
## 287 FEMALE JUNIOR COLLEGE  24017.50
## 288 FEMALE       BACHELOR  49882.50
## 289   MALE LT HIGH SCHOOL  12008.75
## 290 FEMALE    HIGH SCHOOL  27712.50
## 291   MALE    HIGH SCHOOL  33255.00
## 292 FEMALE LT HIGH SCHOOL  17551.25
## 293 FEMALE    HIGH SCHOOL  10161.25
## 294   MALE    HIGH SCHOOL  40645.00
## 295 FEMALE       BACHELOR  10161.25
## 296   MALE       GRADUATE  49882.50
## 297   MALE       GRADUATE   3325.50
## 298   MALE       GRADUATE  27712.50
## 299 FEMALE JUNIOR COLLEGE   3325.50
## 300   MALE    HIGH SCHOOL  13856.25
## 301   MALE    HIGH SCHOOL  24017.50
## 302   MALE    HIGH SCHOOL 158656.95
## 303 FEMALE       GRADUATE  33255.00
## 304   MALE       GRADUATE 103460.00
## 305   MALE    HIGH SCHOOL   4064.50
## 306 FEMALE    HIGH SCHOOL  24017.50
## 307 FEMALE    HIGH SCHOOL  40645.00
## 308 FEMALE    HIGH SCHOOL  60967.50
## 309   MALE       BACHELOR 158656.95
## 310   MALE LT HIGH SCHOOL  27712.50
## 311   MALE    HIGH SCHOOL   1478.00
## 312 FEMALE JUNIOR COLLEGE  12008.75
## 313 FEMALE    HIGH SCHOOL  10161.25
## 314 FEMALE    HIGH SCHOOL  27712.50
## 315   MALE    HIGH SCHOOL   4803.50
## 316 FEMALE LT HIGH SCHOOL   8313.75
## 317 FEMALE JUNIOR COLLEGE  40645.00
## 318 FEMALE    HIGH SCHOOL  20322.50
## 319   MALE       BACHELOR  33255.00
## 320 FEMALE    HIGH SCHOOL  15703.75
## 321 FEMALE JUNIOR COLLEGE  20322.50
## 322 FEMALE       BACHELOR  88680.00
## 323 FEMALE    HIGH SCHOOL  20322.50
## 324   MALE JUNIOR COLLEGE  60967.50
## 325   MALE       GRADUATE 158656.95
## 326 FEMALE JUNIOR COLLEGE  15703.75
## 327 FEMALE JUNIOR COLLEGE  40645.00
## 328 FEMALE JUNIOR COLLEGE   4064.50
## 329   MALE    HIGH SCHOOL   1478.00
## 330 FEMALE JUNIOR COLLEGE  24017.50
## 331 FEMALE       BACHELOR  15703.75
## 332 FEMALE       GRADUATE  27712.50
## 333 FEMALE       GRADUATE  20322.50
## 334   MALE    HIGH SCHOOL  33255.00
## 335   MALE       BACHELOR  40645.00
## 336   MALE    HIGH SCHOOL  27712.50
## 337   MALE       GRADUATE  49882.50
## 338 FEMALE    HIGH SCHOOL  73900.00
## 339   MALE       BACHELOR  88680.00
## 340 FEMALE       BACHELOR  27712.50
## 341   MALE       GRADUATE  33255.00
## 342 FEMALE LT HIGH SCHOOL  12008.75
## 343 FEMALE    HIGH SCHOOL   3325.50
## 344 FEMALE    HIGH SCHOOL  17551.25
## 345 FEMALE JUNIOR COLLEGE  10161.25
## 346 FEMALE    HIGH SCHOOL  15703.75
## 347 FEMALE    HIGH SCHOOL  33255.00
## 348   MALE    HIGH SCHOOL  20322.50
## 349   MALE       BACHELOR  40645.00
## 350 FEMALE       BACHELOR  15703.75
## 351 FEMALE       BACHELOR  40645.00
## 352   MALE    HIGH SCHOOL  15703.75
## 353   MALE    HIGH SCHOOL  33255.00
## 354 FEMALE    HIGH SCHOOL  13856.25
## 355   MALE    HIGH SCHOOL  27712.50
## 356 FEMALE    HIGH SCHOOL  27712.50
## 357 FEMALE    HIGH SCHOOL  33255.00
## 358 FEMALE    HIGH SCHOOL  15703.75
## 359 FEMALE LT HIGH SCHOOL   2586.50
## 360   MALE    HIGH SCHOOL   4064.50
## 361   MALE JUNIOR COLLEGE  12008.75
## 362 FEMALE    HIGH SCHOOL  24017.50
## 363   MALE       BACHELOR  73900.00
## 364   MALE       BACHELOR  49882.50
## 365   MALE       BACHELOR  60967.50
## 366 FEMALE       BACHELOR  24017.50
## 367   MALE    HIGH SCHOOL  60967.50
## 368   MALE       BACHELOR  49882.50
## 369   MALE    HIGH SCHOOL  10161.25
## 370   MALE    HIGH SCHOOL  33255.00
## 371 FEMALE       GRADUATE  88680.00
## 372   MALE JUNIOR COLLEGE  73900.00
## 373   MALE       GRADUATE  73900.00
## 374   MALE    HIGH SCHOOL  33255.00
## 375 FEMALE JUNIOR COLLEGE  24017.50
## 376 FEMALE    HIGH SCHOOL  24017.50
## 377   MALE       BACHELOR  49882.50
## 378 FEMALE    HIGH SCHOOL  33255.00
## 379   MALE JUNIOR COLLEGE  17551.25
## 380   MALE    HIGH SCHOOL    369.50
## 381   MALE       BACHELOR  40645.00
## 382 FEMALE       GRADUATE  17551.25
## 383   MALE       BACHELOR   5542.50
## 384 FEMALE       BACHELOR 158656.95
## 385 FEMALE    HIGH SCHOOL  24017.50
## 386   MALE       BACHELOR  88680.00
## 387   MALE    HIGH SCHOOL   4803.50
## 388 FEMALE JUNIOR COLLEGE  20322.50
## 389 FEMALE       BACHELOR   2586.50
## 390   MALE    HIGH SCHOOL  73900.00
## 391 FEMALE    HIGH SCHOOL  27712.50
## 392   MALE LT HIGH SCHOOL  40645.00
## 393 FEMALE       BACHELOR   4064.50
## 394   MALE       BACHELOR  60967.50
## 395   MALE    HIGH SCHOOL  40645.00
## 396 FEMALE    HIGH SCHOOL  20322.50
## 397 FEMALE JUNIOR COLLEGE  10161.25
## 398   MALE    HIGH SCHOOL  40645.00
## 399 FEMALE    HIGH SCHOOL  15703.75
## 400   MALE    HIGH SCHOOL  20322.50
## 401   MALE    HIGH SCHOOL  17551.25
## 402   MALE LT HIGH SCHOOL  20322.50
## 403 FEMALE       GRADUATE 158656.95
## 404 FEMALE    HIGH SCHOOL  20322.50
## 405 FEMALE    HIGH SCHOOL  33255.00
## 406 FEMALE    HIGH SCHOOL  33255.00
## 407   MALE    HIGH SCHOOL  27712.50
## 408 FEMALE    HIGH SCHOOL  15703.75
## 409   MALE    HIGH SCHOOL  33255.00
## 410   MALE       GRADUATE  49882.50
## 411   MALE       GRADUATE 158656.95
## 412 FEMALE       GRADUATE  49882.50
## 413 FEMALE       GRADUATE  49882.50
## 414 FEMALE    HIGH SCHOOL  27712.50
## 415 FEMALE    HIGH SCHOOL   8313.75
## 416 FEMALE    HIGH SCHOOL  10161.25
## 417 FEMALE    HIGH SCHOOL  15703.75
## 418 FEMALE JUNIOR COLLEGE  49882.50
## 419   MALE       GRADUATE 103460.00
## 420   MALE       BACHELOR  20322.50
## 421   MALE    HIGH SCHOOL  24017.50
## 422   MALE LT HIGH SCHOOL   8313.75
## 423 FEMALE    HIGH SCHOOL  10161.25
## 424 FEMALE    HIGH SCHOOL 103460.00
## 425 FEMALE JUNIOR COLLEGE  40645.00
## 426 FEMALE JUNIOR COLLEGE  20322.50
## 427 FEMALE    HIGH SCHOOL  33255.00
## 428 FEMALE JUNIOR COLLEGE  33255.00
## 429 FEMALE    HIGH SCHOOL   4803.50
## 430 FEMALE    HIGH SCHOOL  17551.25
## 431 FEMALE JUNIOR COLLEGE  24017.50
## 432 FEMALE    HIGH SCHOOL  27712.50
## 433   MALE JUNIOR COLLEGE  49882.50
## 434   MALE    HIGH SCHOOL  60967.50
## 435 FEMALE    HIGH SCHOOL  15703.75
## 436 FEMALE       BACHELOR  33255.00
## 437 FEMALE    HIGH SCHOOL  49882.50
## 438   MALE       BACHELOR  88680.00
## 439   MALE    HIGH SCHOOL   8313.75
## 440 FEMALE    HIGH SCHOOL  27712.50
## 441   MALE    HIGH SCHOOL  49882.50
## 442 FEMALE    HIGH SCHOOL   2586.50
## 443   MALE JUNIOR COLLEGE  49882.50
## 444 FEMALE       BACHELOR  49882.50
## 445   MALE    HIGH SCHOOL  15703.75
## 446   MALE       BACHELOR  73900.00
## 447 FEMALE       BACHELOR   4064.50
## 448   MALE       GRADUATE  40645.00
## 449   MALE    HIGH SCHOOL  73900.00
## 450 FEMALE       GRADUATE  60967.50
## 451 FEMALE       BACHELOR  49882.50
## 452 FEMALE    HIGH SCHOOL  49882.50
## 453   MALE       BACHELOR  10161.25
## 454   MALE JUNIOR COLLEGE  27712.50
## 455 FEMALE    HIGH SCHOOL  20322.50
## 456   MALE    HIGH SCHOOL  49882.50
## 457 FEMALE       BACHELOR  33255.00
## 458 FEMALE    HIGH SCHOOL   6651.00
## 459 FEMALE    HIGH SCHOOL  24017.50
## 460 FEMALE       BACHELOR  24017.50
## 461   MALE    HIGH SCHOOL 158656.95
## 462   MALE    HIGH SCHOOL  49882.50
## 463 FEMALE    HIGH SCHOOL  10161.25
## 464 FEMALE LT HIGH SCHOOL   4803.50
## 465   MALE LT HIGH SCHOOL  17551.25
## 466 FEMALE    HIGH SCHOOL  17551.25
## 467 FEMALE       BACHELOR  27712.50
## 468 FEMALE JUNIOR COLLEGE  10161.25
## 469 FEMALE    HIGH SCHOOL  12008.75
## 470 FEMALE JUNIOR COLLEGE  15703.75
## 471   MALE    HIGH SCHOOL  49882.50
## 472   MALE       BACHELOR  20322.50
## 473   MALE       BACHELOR  33255.00
## 474 FEMALE       BACHELOR  27712.50
## 475   MALE    HIGH SCHOOL  49882.50
## 476 FEMALE    HIGH SCHOOL  10161.25
## 477 FEMALE    HIGH SCHOOL  20322.50
## 478   MALE       BACHELOR  60967.50
## 479   MALE    HIGH SCHOOL   1478.00
## 480 FEMALE    HIGH SCHOOL  12008.75
## 481 FEMALE    HIGH SCHOOL  73900.00
## 482 FEMALE LT HIGH SCHOOL  10161.25
## 483   MALE    HIGH SCHOOL  40645.00
## 484   MALE    HIGH SCHOOL  12008.75
## 485 FEMALE    HIGH SCHOOL  33255.00
## 486 FEMALE       BACHELOR  49882.50
## 487   MALE       GRADUATE  49882.50
## 488   MALE    HIGH SCHOOL  40645.00
## 489 FEMALE       GRADUATE  27712.50
## 490   MALE    HIGH SCHOOL  24017.50
## 491   MALE       GRADUATE 158656.95
## 492   MALE LT HIGH SCHOOL  20322.50
## 493 FEMALE    HIGH SCHOOL  15703.75
## 494 FEMALE    HIGH SCHOOL   4803.50
## 495   MALE    HIGH SCHOOL  10161.25
## 496 FEMALE       BACHELOR  10161.25
## 497   MALE LT HIGH SCHOOL  20322.50
## 498   MALE LT HIGH SCHOOL  24017.50
## 499 FEMALE JUNIOR COLLEGE   8313.75
## 500 FEMALE    HIGH SCHOOL   2586.50
## 501 FEMALE       GRADUATE  20322.50
## 502 FEMALE    HIGH SCHOOL  13856.25
## 503 FEMALE LT HIGH SCHOOL  20322.50
## 504   MALE    HIGH SCHOOL  40645.00
## 505 FEMALE    HIGH SCHOOL   8313.75
## 506   MALE    HIGH SCHOOL  60967.50
## 507   MALE    HIGH SCHOOL  33255.00
## 508 FEMALE    HIGH SCHOOL   3325.50
## 509   MALE    HIGH SCHOOL  40645.00
## 510   MALE    HIGH SCHOOL  15703.75
## 511 FEMALE    HIGH SCHOOL  27712.50
## 512 FEMALE    HIGH SCHOOL  10161.25
## 513 FEMALE    HIGH SCHOOL  15703.75
## 514   MALE       BACHELOR   3325.50
## 515   MALE       GRADUATE  73900.00
## 516   MALE       BACHELOR  60967.50
## 517   MALE       BACHELOR  88680.00
## 518 FEMALE       GRADUATE  49882.50
## 519   MALE       BACHELOR  33255.00
## 520   MALE       BACHELOR  40645.00
## 521   MALE JUNIOR COLLEGE  49882.50
## 522 FEMALE JUNIOR COLLEGE  27712.50
## 523 FEMALE       BACHELOR  40645.00
## 524   MALE    HIGH SCHOOL   1478.00
## 525   MALE       GRADUATE  60967.50
## 526   MALE       GRADUATE  60967.50
## 527   MALE    HIGH SCHOOL  40645.00
## 528   MALE    HIGH SCHOOL  24017.50
## 529   MALE    HIGH SCHOOL  10161.25
## 530 FEMALE       GRADUATE   8313.75
## 531   MALE    HIGH SCHOOL   1478.00
## 532 FEMALE    HIGH SCHOOL  88680.00
## 533 FEMALE       BACHELOR  40645.00
## 534 FEMALE    HIGH SCHOOL  27712.50
## 535   MALE    HIGH SCHOOL  40645.00
## 536 FEMALE       BACHELOR  60967.50
## 537 FEMALE    HIGH SCHOOL  27712.50
## 538   MALE    HIGH SCHOOL  33255.00
## 539 FEMALE    HIGH SCHOOL  24017.50
## 540 FEMALE       BACHELOR  15703.75
## 541   MALE LT HIGH SCHOOL  33255.00
## 542   MALE    HIGH SCHOOL  27712.50
## 543   MALE LT HIGH SCHOOL  10161.25
## 544 FEMALE       BACHELOR  15703.75
## 545   MALE       BACHELOR   6651.00
## 546 FEMALE       BACHELOR  40645.00
## 547 FEMALE    HIGH SCHOOL   8313.75
## 548   MALE    HIGH SCHOOL   4803.50
## 549 FEMALE    HIGH SCHOOL  12008.75
## 550   MALE LT HIGH SCHOOL  24017.50
## 551 FEMALE       BACHELOR  33255.00
## 552   MALE JUNIOR COLLEGE  12008.75
## 553   MALE LT HIGH SCHOOL  24017.50
## 554   MALE       GRADUATE  13856.25
## 555 FEMALE LT HIGH SCHOOL  24017.50
## 556   MALE       GRADUATE  49882.50
## 557   MALE    HIGH SCHOOL  27712.50
## 558   MALE       BACHELOR  27712.50
## 559 FEMALE JUNIOR COLLEGE  33255.00
## 560   MALE    HIGH SCHOOL   3325.50
## 561   MALE LT HIGH SCHOOL  10161.25
## 562   MALE       BACHELOR  27712.50
## 563   MALE       GRADUATE  33255.00
## 564 FEMALE       BACHELOR  12008.75
## 565 FEMALE       BACHELOR  24017.50
## 566 FEMALE       BACHELOR  33255.00
## 567 FEMALE       BACHELOR  17551.25
## 568   MALE       GRADUATE  73900.00
## 569   MALE    HIGH SCHOOL  24017.50
## 570   MALE    HIGH SCHOOL   1478.00
## 571 FEMALE    HIGH SCHOOL  17551.25
## 572 FEMALE LT HIGH SCHOOL  15703.75
## 573 FEMALE    HIGH SCHOOL   5542.50
## 574   MALE       GRADUATE  20322.50
## 575 FEMALE       GRADUATE  40645.00
## 576   MALE    HIGH SCHOOL  33255.00
## 577   MALE JUNIOR COLLEGE  24017.50
## 578   MALE    HIGH SCHOOL   8313.75
## 579 FEMALE JUNIOR COLLEGE  27712.50
## 580   MALE    HIGH SCHOOL  13856.25
## 581 FEMALE    HIGH SCHOOL  15703.75
## 582 FEMALE    HIGH SCHOOL  13856.25
## 583   MALE    HIGH SCHOOL  40645.00
## 584 FEMALE    HIGH SCHOOL   3325.50
## 585   MALE       BACHELOR  49882.50
## 586 FEMALE       BACHELOR   6651.00
## 587   MALE LT HIGH SCHOOL  17551.25
## 588   MALE    HIGH SCHOOL  40645.00
## 589 FEMALE       GRADUATE  33255.00
## 590 FEMALE JUNIOR COLLEGE  24017.50
## 591   MALE LT HIGH SCHOOL   3325.50
## 592   MALE LT HIGH SCHOOL  10161.25
## 593 FEMALE       GRADUATE  40645.00
## 594   MALE    HIGH SCHOOL  24017.50
## 595 FEMALE    HIGH SCHOOL  33255.00
## 596 FEMALE    HIGH SCHOOL   4064.50
## 597 FEMALE    HIGH SCHOOL  12008.75
## 598   MALE    HIGH SCHOOL  49882.50
## 599 FEMALE    HIGH SCHOOL   2586.50
## 600   MALE    HIGH SCHOOL   4064.50
## 601 FEMALE       BACHELOR  24017.50
## 602 FEMALE LT HIGH SCHOOL  12008.75
## 603   MALE    HIGH SCHOOL    369.50
## 604   MALE    HIGH SCHOOL  13856.25
## 605   MALE       BACHELOR  24017.50
## 606 FEMALE    HIGH SCHOOL   2586.50
## 607 FEMALE    HIGH SCHOOL  20322.50
## 608   MALE    HIGH SCHOOL  17551.25
## 609   MALE       GRADUATE  73900.00
## 610 FEMALE       GRADUATE  24017.50
## 611   MALE    HIGH SCHOOL  33255.00
## 612 FEMALE       BACHELOR  27712.50
## 613 FEMALE    HIGH SCHOOL  15703.75
## 614   MALE    HIGH SCHOOL   8313.75
## 615   MALE    HIGH SCHOOL  27712.50
## 616   MALE    HIGH SCHOOL   4064.50
## 617 FEMALE JUNIOR COLLEGE  27712.50
## 618   MALE JUNIOR COLLEGE  73900.00
## 619   MALE       GRADUATE 103460.00
## 620   MALE    HIGH SCHOOL   8313.75
## 621 FEMALE    HIGH SCHOOL  12008.75
## 622 FEMALE    HIGH SCHOOL  40645.00
## 623   MALE    HIGH SCHOOL  15703.75
## 624 FEMALE    HIGH SCHOOL   4803.50
## 625 FEMALE    HIGH SCHOOL    369.50
## 626   MALE LT HIGH SCHOOL  24017.50
## 627   MALE LT HIGH SCHOOL  17551.25
## 628 FEMALE JUNIOR COLLEGE  40645.00
## 629   MALE       GRADUATE  49882.50
## 630 FEMALE       BACHELOR  49882.50
## 631   MALE    HIGH SCHOOL  33255.00
## 632 FEMALE    HIGH SCHOOL  60967.50
## 633   MALE       GRADUATE 158656.95
## 634 FEMALE       GRADUATE  40645.00
## 635   MALE    HIGH SCHOOL   6651.00
## 636 FEMALE    HIGH SCHOOL  20322.50
## 637   MALE    HIGH SCHOOL   4064.50
## 638   MALE    HIGH SCHOOL  24017.50
## 639 FEMALE    HIGH SCHOOL   5542.50
## 640 FEMALE    HIGH SCHOOL  15703.75
## 641 FEMALE    HIGH SCHOOL  13856.25
## 642 FEMALE    HIGH SCHOOL  17551.25
## 643   MALE    HIGH SCHOOL  40645.00
## 644 FEMALE    HIGH SCHOOL   8313.75
## 645   MALE    HIGH SCHOOL  49882.50
## 646 FEMALE    HIGH SCHOOL  24017.50
## 647 FEMALE    HIGH SCHOOL  24017.50
## 648 FEMALE       GRADUATE 103460.00
## 649 FEMALE    HIGH SCHOOL  15703.75
## 650 FEMALE    HIGH SCHOOL   5542.50
## 651   MALE    HIGH SCHOOL  27712.50
## 652 FEMALE    HIGH SCHOOL  24017.50
## 653 FEMALE       BACHELOR  33255.00
## 654 FEMALE    HIGH SCHOOL  15703.75
## 655   MALE    HIGH SCHOOL  60967.50
## 656 FEMALE    HIGH SCHOOL   4803.50
## 657   MALE LT HIGH SCHOOL  20322.50
## 658   MALE    HIGH SCHOOL  49882.50
## 659 FEMALE    HIGH SCHOOL  33255.00
## 660   MALE    HIGH SCHOOL  33255.00
## 661 FEMALE    HIGH SCHOOL  33255.00
## 662 FEMALE    HIGH SCHOOL  33255.00
## 663   MALE    HIGH SCHOOL  49882.50
## 664   MALE    HIGH SCHOOL  33255.00
## 665 FEMALE    HIGH SCHOOL  20322.50
## 666   MALE       BACHELOR 158656.95
## 667   MALE    HIGH SCHOOL  24017.50
## 668 FEMALE       BACHELOR  33255.00
## 669   MALE       GRADUATE  49882.50
## 670 FEMALE    HIGH SCHOOL  40645.00
## 671 FEMALE    HIGH SCHOOL  20322.50
## 672 FEMALE    HIGH SCHOOL   2586.50
## 673   MALE       GRADUATE  49882.50
## 674 FEMALE    HIGH SCHOOL  33255.00
## 675   MALE       BACHELOR 158656.95
## 676   MALE       GRADUATE  60967.50
## 677   MALE       BACHELOR  88680.00
## 678   MALE       GRADUATE 158656.95
## 679   MALE    HIGH SCHOOL  10161.25
## 680   MALE    HIGH SCHOOL  33255.00
## 681 FEMALE JUNIOR COLLEGE  17551.25
## 682 FEMALE JUNIOR COLLEGE  24017.50
## 683   MALE       GRADUATE  60967.50
## 684   MALE    HIGH SCHOOL   6651.00
## 685   MALE    HIGH SCHOOL  33255.00
## 686   MALE    HIGH SCHOOL   1478.00
## 687   MALE       GRADUATE 158656.95
## 688   MALE       BACHELOR  73900.00
## 689   MALE    HIGH SCHOOL  13856.25
## 690   MALE       BACHELOR  40645.00
## 691 FEMALE JUNIOR COLLEGE   4064.50
## 692 FEMALE       BACHELOR  40645.00
## 693 FEMALE    HIGH SCHOOL  40645.00
## 694   MALE JUNIOR COLLEGE  24017.50
## 695   MALE JUNIOR COLLEGE  60967.50
## 696 FEMALE    HIGH SCHOOL  24017.50
## 697   MALE    HIGH SCHOOL  60967.50
## 698 FEMALE    HIGH SCHOOL  10161.25
## 699 FEMALE       BACHELOR  10161.25
## 700   MALE JUNIOR COLLEGE  33255.00
## 701   MALE LT HIGH SCHOOL  24017.50
## 702   MALE    HIGH SCHOOL  40645.00
## 703 FEMALE    HIGH SCHOOL  40645.00
## 704 FEMALE       BACHELOR  15703.75
## 705 FEMALE    HIGH SCHOOL  13856.25
## 706 FEMALE       BACHELOR  33255.00
## 707 FEMALE    HIGH SCHOOL  20322.50
## 708   MALE LT HIGH SCHOOL  12008.75
## 709   MALE    HIGH SCHOOL  15703.75
## 710   MALE       BACHELOR  10161.25
## 711 FEMALE       GRADUATE  33255.00
## 712   MALE       GRADUATE  60967.50
## 713   MALE JUNIOR COLLEGE 103460.00
## 714 FEMALE    HIGH SCHOOL  24017.50
## 715 FEMALE JUNIOR COLLEGE   2586.50
## 716   MALE    HIGH SCHOOL  27712.50
## 717 FEMALE JUNIOR COLLEGE   8313.75
## 718 FEMALE    HIGH SCHOOL   4064.50
## 719 FEMALE       GRADUATE  33255.00
## 720 FEMALE    HIGH SCHOOL  12008.75
## 721   MALE    HIGH SCHOOL  24017.50
## 722 FEMALE       BACHELOR  33255.00
## 723 FEMALE    HIGH SCHOOL  12008.75
## 724   MALE    HIGH SCHOOL  49882.50
## 725   MALE    HIGH SCHOOL 158656.95
## 726 FEMALE    HIGH SCHOOL  49882.50
## 727   MALE       BACHELOR  33255.00
## 728   MALE       BACHELOR  73900.00
## 729   MALE    HIGH SCHOOL 103460.00
## 730 FEMALE JUNIOR COLLEGE  33255.00
## 731   MALE    HIGH SCHOOL  27712.50
## 732   MALE    HIGH SCHOOL  40645.00
## 733 FEMALE    HIGH SCHOOL  20322.50
## 734 FEMALE       BACHELOR  40645.00
## 735   MALE JUNIOR COLLEGE  40645.00
## 736 FEMALE    HIGH SCHOOL    369.50
## 737   MALE    HIGH SCHOOL  49882.50
## 738   MALE    HIGH SCHOOL  40645.00
## 739 FEMALE    HIGH SCHOOL  27712.50
## 740   MALE       BACHELOR  73900.00
## 741   MALE    HIGH SCHOOL  17551.25
## 742 FEMALE LT HIGH SCHOOL   4064.50
## 743 FEMALE       BACHELOR   8313.75
## 744 FEMALE    HIGH SCHOOL  40645.00
## 745   MALE       GRADUATE  60967.50
## 746   MALE       BACHELOR  49882.50
## 747 FEMALE    HIGH SCHOOL  60967.50
## 748 FEMALE       GRADUATE  88680.00
## 749   MALE    HIGH SCHOOL  88680.00
## 750   MALE JUNIOR COLLEGE  40645.00
## 751   MALE    HIGH SCHOOL  17551.25
## 752 FEMALE    HIGH SCHOOL  33255.00
## 753 FEMALE    HIGH SCHOOL   8313.75
## 754   MALE       BACHELOR  20322.50
## 755   MALE       GRADUATE 158656.95
## 756 FEMALE JUNIOR COLLEGE  33255.00
## 757   MALE LT HIGH SCHOOL  27712.50
## 758   MALE    HIGH SCHOOL   6651.00
## 759   MALE       BACHELOR  40645.00
## 760   MALE       BACHELOR  15703.75
## 761   MALE    HIGH SCHOOL  40645.00
## 762   MALE    HIGH SCHOOL  24017.50
## 763 FEMALE       BACHELOR  27712.50
## 764   MALE LT HIGH SCHOOL  33255.00
## 765 FEMALE    HIGH SCHOOL  17551.25
## 766 FEMALE LT HIGH SCHOOL   8313.75
## 767   MALE    HIGH SCHOOL  40645.00
## 768 FEMALE    HIGH SCHOOL   4064.50
## 769   MALE LT HIGH SCHOOL  13856.25
## 770 FEMALE       BACHELOR  15703.75
## 771 FEMALE LT HIGH SCHOOL  13856.25
## 772 FEMALE    HIGH SCHOOL  12008.75
## 773   MALE    HIGH SCHOOL   8313.75
## 774 FEMALE LT HIGH SCHOOL   2586.50
## 775 FEMALE    HIGH SCHOOL  12008.75
## 776 FEMALE       BACHELOR  27712.50
## 777   MALE       GRADUATE  33255.00
## 778   MALE    HIGH SCHOOL   3325.50
## 779 FEMALE    HIGH SCHOOL    369.50
## 780 FEMALE    HIGH SCHOOL  15703.75
## 781   MALE LT HIGH SCHOOL  12008.75
## 782   MALE LT HIGH SCHOOL  40645.00
## 783 FEMALE    HIGH SCHOOL  24017.50
## 784   MALE    HIGH SCHOOL  49882.50
## 785   MALE    HIGH SCHOOL 158656.95
## 786 FEMALE    HIGH SCHOOL   4064.50
## 787 FEMALE    HIGH SCHOOL  33255.00
## 788   MALE    HIGH SCHOOL  40645.00
## 789 FEMALE    HIGH SCHOOL   6651.00
## 790   MALE LT HIGH SCHOOL   2586.50
## 791 FEMALE LT HIGH SCHOOL  24017.50
## 792 FEMALE JUNIOR COLLEGE  20322.50
## 793   MALE       BACHELOR 158656.95
## 794 FEMALE       GRADUATE  40645.00
## 795   MALE JUNIOR COLLEGE  40645.00
## 796 FEMALE    HIGH SCHOOL  17551.25
## 797   MALE    HIGH SCHOOL  33255.00
## 798   MALE    HIGH SCHOOL   1478.00
## 799   MALE    HIGH SCHOOL  24017.50
## 800   MALE    HIGH SCHOOL  13856.25
## 801 FEMALE       GRADUATE  49882.50
## 802   MALE JUNIOR COLLEGE  33255.00
## 803 FEMALE    HIGH SCHOOL  15703.75
## 804 FEMALE       GRADUATE  33255.00
## 805 FEMALE       BACHELOR  60967.50
## 806   MALE       GRADUATE  17551.25
## 807 FEMALE       GRADUATE  60967.50
## 808 FEMALE    HIGH SCHOOL  17551.25
## 809 FEMALE       GRADUATE  60967.50
## 810 FEMALE    HIGH SCHOOL  33255.00
## 811 FEMALE    HIGH SCHOOL   8313.75
## 812   MALE    HIGH SCHOOL  20322.50
## 813   MALE    HIGH SCHOOL  33255.00
## 814   MALE LT HIGH SCHOOL  49882.50
## 815   MALE JUNIOR COLLEGE  20322.50
## 816 FEMALE    HIGH SCHOOL  20322.50
## 817 FEMALE    HIGH SCHOOL  27712.50
## 818 FEMALE    HIGH SCHOOL  20322.50
## 819   MALE    HIGH SCHOOL  40645.00
## 820   MALE    HIGH SCHOOL  15703.75
## 821   MALE LT HIGH SCHOOL  33255.00
## 822   MALE LT HIGH SCHOOL  12008.75
## 823   MALE JUNIOR COLLEGE  24017.50
## 824 FEMALE    HIGH SCHOOL  17551.25
## 825 FEMALE    HIGH SCHOOL  15703.75
## 826   MALE    HIGH SCHOOL  33255.00
## 827   MALE    HIGH SCHOOL  33255.00
## 828 FEMALE LT HIGH SCHOOL  17551.25
## 829 FEMALE LT HIGH SCHOOL  24017.50
## 830   MALE    HIGH SCHOOL  20322.50
## 831 FEMALE    HIGH SCHOOL  24017.50
## 832   MALE    HIGH SCHOOL  12008.75
## 833 FEMALE    HIGH SCHOOL 158656.95
## 834 FEMALE JUNIOR COLLEGE   4064.50
## 835 FEMALE       BACHELOR  40645.00
## 836   MALE       BACHELOR  60967.50
## 837   MALE    HIGH SCHOOL 158656.95
## 838   MALE       BACHELOR  49882.50
## 839   MALE    HIGH SCHOOL  15703.75
## 840   MALE       BACHELOR  33255.00
## 841 FEMALE JUNIOR COLLEGE  27712.50
## 842 FEMALE    HIGH SCHOOL  17551.25
## 843   MALE       BACHELOR  40645.00
## 844   MALE    HIGH SCHOOL  20322.50
## 845 FEMALE JUNIOR COLLEGE   8313.75
## 846   MALE    HIGH SCHOOL  40645.00
## 847 FEMALE       BACHELOR  24017.50
## 848   MALE       GRADUATE  40645.00
## 849 FEMALE    HIGH SCHOOL   8313.75
## 850   MALE    HIGH SCHOOL  24017.50
## 851   MALE       BACHELOR  33255.00
## 852   MALE    HIGH SCHOOL  27712.50
## 853   MALE    HIGH SCHOOL  60967.50
## 854   MALE    HIGH SCHOOL  60967.50
## 855   MALE    HIGH SCHOOL   5542.50
## 856   MALE       BACHELOR  73900.00
## 857 FEMALE       GRADUATE  88680.00
## 858   MALE    HIGH SCHOOL  40645.00
## 859 FEMALE    HIGH SCHOOL  15703.75
## 860 FEMALE       GRADUATE   8313.75
## 861 FEMALE    HIGH SCHOOL  17551.25
## 862 FEMALE    HIGH SCHOOL   2586.50
## 863   MALE JUNIOR COLLEGE  20322.50
## 864   MALE    HIGH SCHOOL   6651.00
## 865   MALE    HIGH SCHOOL  24017.50
## 866 FEMALE    HIGH SCHOOL  24017.50
## 867 FEMALE       GRADUATE  60967.50
## 868   MALE    HIGH SCHOOL  24017.50
## 869 FEMALE JUNIOR COLLEGE  40645.00
## 870   MALE       BACHELOR  27712.50
## 871   MALE       BACHELOR  60967.50
## 872   MALE       BACHELOR  49882.50
## 873   MALE    HIGH SCHOOL  49882.50
## 874 FEMALE    HIGH SCHOOL   3325.50
## 875   MALE    HIGH SCHOOL   1478.00
## 876   MALE JUNIOR COLLEGE  33255.00
## 877   MALE       BACHELOR  40645.00
## 878 FEMALE       GRADUATE  60967.50
## 879 FEMALE    HIGH SCHOOL    369.50
## 880 FEMALE    HIGH SCHOOL   6651.00
## 881   MALE    HIGH SCHOOL    369.50
## 882   MALE LT HIGH SCHOOL  15703.75
## 883   MALE       BACHELOR 158656.95
## 884   MALE    HIGH SCHOOL  49882.50
## 885   MALE       BACHELOR  40645.00
## 886 FEMALE JUNIOR COLLEGE  10161.25
## 887 FEMALE       GRADUATE  49882.50
## 888   MALE    HIGH SCHOOL  33255.00
## 889   MALE    HIGH SCHOOL  20322.50
## 890 FEMALE LT HIGH SCHOOL   2586.50
## 891   MALE    HIGH SCHOOL  33255.00
## 892 FEMALE    HIGH SCHOOL  40645.00
## 893 FEMALE       BACHELOR   8313.75
## 894 FEMALE    HIGH SCHOOL  33255.00
## 895 FEMALE    HIGH SCHOOL  49882.50
## 896   MALE       GRADUATE 158656.95
## 897 FEMALE JUNIOR COLLEGE  15703.75
## 898   MALE    HIGH SCHOOL  17551.25
## 899 FEMALE    HIGH SCHOOL  20322.50
## 900 FEMALE JUNIOR COLLEGE  49882.50
## 901 FEMALE    HIGH SCHOOL   6651.00
## 902 FEMALE    HIGH SCHOOL  24017.50
## 903   MALE    HIGH SCHOOL  27712.50
## 904   MALE    HIGH SCHOOL  40645.00
## 905   MALE       BACHELOR  17551.25
## 906 FEMALE       BACHELOR  33255.00
## 907 FEMALE LT HIGH SCHOOL   1478.00
## 908 FEMALE       GRADUATE  24017.50
## 909   MALE       GRADUATE  49882.50
## 910 FEMALE JUNIOR COLLEGE  10161.25
## 911 FEMALE    HIGH SCHOOL  27712.50
## 912   MALE JUNIOR COLLEGE  49882.50
## 913   MALE    HIGH SCHOOL  17551.25
## 914 FEMALE    HIGH SCHOOL   2586.50
## 915 FEMALE    HIGH SCHOOL    369.50
## 916 FEMALE    HIGH SCHOOL  24017.50
## 917 FEMALE    HIGH SCHOOL  27712.50
## 918   MALE    HIGH SCHOOL 103460.00
## 919 FEMALE       BACHELOR  15703.75
## 920   MALE    HIGH SCHOOL  17551.25
## 921   MALE       BACHELOR   8313.75
## 922   MALE    HIGH SCHOOL  40645.00
## 923   MALE       BACHELOR  20322.50
## 924 FEMALE    HIGH SCHOOL  27712.50
## 925   MALE    HIGH SCHOOL  88680.00
## 926   MALE    HIGH SCHOOL  40645.00
## 927 FEMALE JUNIOR COLLEGE  20322.50
## 928   MALE       GRADUATE 158656.95
## 929   MALE    HIGH SCHOOL  10161.25
## 930 FEMALE       BACHELOR  15703.75
## 931 FEMALE    HIGH SCHOOL   4803.50
## 932 FEMALE    HIGH SCHOOL  13856.25
## 933   MALE    HIGH SCHOOL  60967.50
## 934 FEMALE       BACHELOR  33255.00
## 935 FEMALE       BACHELOR  33255.00
## 936   MALE    HIGH SCHOOL  40645.00
## 937 FEMALE JUNIOR COLLEGE  17551.25
## 938   MALE    HIGH SCHOOL    369.50
## 939 FEMALE    HIGH SCHOOL  24017.50
## 940   MALE    HIGH SCHOOL  20322.50
## 941   MALE       GRADUATE  33255.00
## 942 FEMALE    HIGH SCHOOL  40645.00
## 943 FEMALE       GRADUATE  33255.00
## 944 FEMALE LT HIGH SCHOOL   8313.75
## 945 FEMALE       BACHELOR  40645.00
## 946   MALE JUNIOR COLLEGE  49882.50
## 947 FEMALE    HIGH SCHOOL   5542.50
## 948 FEMALE    HIGH SCHOOL   6651.00
## 949   MALE    HIGH SCHOOL  49882.50
## 950 FEMALE       BACHELOR  40645.00
## 951 FEMALE    HIGH SCHOOL  33255.00
## 952   MALE LT HIGH SCHOOL  60967.50
## 953   MALE       BACHELOR  60967.50
## 954   MALE       GRADUATE 158656.95
## 955 FEMALE JUNIOR COLLEGE  33255.00
## 956 FEMALE JUNIOR COLLEGE  17551.25
## 957 FEMALE LT HIGH SCHOOL  12008.75
## 958 FEMALE    HIGH SCHOOL   4064.50
## 959 FEMALE    HIGH SCHOOL  20322.50
## 960 FEMALE    HIGH SCHOOL  33255.00
## 961   MALE JUNIOR COLLEGE  15703.75
## 962   MALE    HIGH SCHOOL  12008.75
## 963   MALE       BACHELOR  33255.00
## 964   MALE    HIGH SCHOOL  15703.75
## 965 FEMALE    HIGH SCHOOL  17551.25
## 966   MALE    HIGH SCHOOL  40645.00
## 967   MALE    HIGH SCHOOL  33255.00
## 968 FEMALE       BACHELOR 158656.95
## 969   MALE JUNIOR COLLEGE  49882.50
## 970 FEMALE    HIGH SCHOOL  20322.50
## 971 FEMALE    HIGH SCHOOL  17551.25
## 972 FEMALE    HIGH SCHOOL  17551.25
## 973 FEMALE    HIGH SCHOOL  20322.50
## 974 FEMALE    HIGH SCHOOL   5542.50
## 975   MALE    HIGH SCHOOL  20322.50
## 976 FEMALE JUNIOR COLLEGE  17551.25
## 977   MALE    HIGH SCHOOL  24017.50
## 978   MALE JUNIOR COLLEGE  33255.00
## 979 FEMALE    HIGH SCHOOL  13856.25
## 980   MALE       GRADUATE  40645.00
## 981 FEMALE       BACHELOR  17551.25
## 982 FEMALE    HIGH SCHOOL   8313.75
## 983 FEMALE       BACHELOR   6651.00
## 984 FEMALE    HIGH SCHOOL  24017.50
## 985   MALE       BACHELOR  24017.50
## 986   MALE       BACHELOR  33255.00
## 987 FEMALE       BACHELOR  33255.00
## 988   MALE       BACHELOR  40645.00
## 989   MALE    HIGH SCHOOL  33255.00
## 990   MALE    HIGH SCHOOL   1478.00
## 991   MALE    HIGH SCHOOL  33255.00
## 992   MALE    HIGH SCHOOL   8313.75
## 993   MALE    HIGH SCHOOL  27712.50
## 994 FEMALE    HIGH SCHOOL  15703.75
# Example 2: Select only 'sex' and 'income' columns
gss |>
  dplyr::select(sex, degree, income)
##        sex         degree    income
## 1     MALE       BACHELOR  60967.50
## 2   FEMALE       BACHELOR  60967.50
## 3   FEMALE       BACHELOR  10161.25
## 4   FEMALE    HIGH SCHOOL  17551.25
## 5     MALE    HIGH SCHOOL  17551.25
## 6     MALE LT HIGH SCHOOL  15703.75
## 7   FEMALE    HIGH SCHOOL  17551.25
## 8     MALE    HIGH SCHOOL  17551.25
## 9     MALE       BACHELOR  73900.00
## 10    MALE       BACHELOR  33255.00
## 11  FEMALE       BACHELOR  33255.00
## 12    MALE    HIGH SCHOOL  33255.00
## 13    MALE       BACHELOR  73900.00
## 14    MALE    HIGH SCHOOL  24017.50
## 15  FEMALE       BACHELOR  88680.00
## 16  FEMALE    HIGH SCHOOL  33255.00
## 17    MALE JUNIOR COLLEGE  40645.00
## 18    MALE    HIGH SCHOOL  49882.50
## 19  FEMALE       GRADUATE  88680.00
## 20    MALE    HIGH SCHOOL  24017.50
## 21  FEMALE       GRADUATE  33255.00
## 22    MALE       BACHELOR  40645.00
## 23    MALE JUNIOR COLLEGE  40645.00
## 24  FEMALE       BACHELOR   1478.00
## 25  FEMALE       BACHELOR  73900.00
## 26    MALE       GRADUATE  15703.75
## 27  FEMALE       GRADUATE  60967.50
## 28    MALE       GRADUATE 158656.95
## 29    MALE    HIGH SCHOOL  15703.75
## 30  FEMALE       GRADUATE  88680.00
## 31    MALE       BACHELOR 103460.00
## 32    MALE LT HIGH SCHOOL   6651.00
## 33    MALE    HIGH SCHOOL  40645.00
## 34  FEMALE JUNIOR COLLEGE  40645.00
## 35    MALE JUNIOR COLLEGE  88680.00
## 36  FEMALE LT HIGH SCHOOL  12008.75
## 37  FEMALE    HIGH SCHOOL  73900.00
## 38    MALE       GRADUATE  49882.50
## 39    MALE       BACHELOR  33255.00
## 40    MALE       GRADUATE  88680.00
## 41  FEMALE    HIGH SCHOOL  20322.50
## 42    MALE    HIGH SCHOOL  15703.75
## 43  FEMALE       GRADUATE  40645.00
## 44    MALE       BACHELOR  27712.50
## 45  FEMALE       BACHELOR  20322.50
## 46  FEMALE       BACHELOR  17551.25
## 47    MALE    HIGH SCHOOL  49882.50
## 48    MALE       GRADUATE 158656.95
## 49    MALE    HIGH SCHOOL  17551.25
## 50    MALE       BACHELOR  88680.00
## 51    MALE       GRADUATE 158656.95
## 52  FEMALE       BACHELOR  60967.50
## 53  FEMALE    HIGH SCHOOL  10161.25
## 54    MALE    HIGH SCHOOL  15703.75
## 55    MALE    HIGH SCHOOL   6651.00
## 56  FEMALE       BACHELOR  40645.00
## 57  FEMALE       BACHELOR  10161.25
## 58    MALE    HIGH SCHOOL  20322.50
## 59    MALE    HIGH SCHOOL   4803.50
## 60  FEMALE LT HIGH SCHOOL   3325.50
## 61    MALE JUNIOR COLLEGE  73900.00
## 62    MALE LT HIGH SCHOOL  24017.50
## 63    MALE    HIGH SCHOOL  24017.50
## 64  FEMALE    HIGH SCHOOL  49882.50
## 65  FEMALE       BACHELOR    369.50
## 66  FEMALE       GRADUATE  60967.50
## 67    MALE JUNIOR COLLEGE  27712.50
## 68  FEMALE    HIGH SCHOOL   2586.50
## 69    MALE       GRADUATE  24017.50
## 70  FEMALE       GRADUATE   8313.75
## 71    MALE    HIGH SCHOOL  40645.00
## 72    MALE    HIGH SCHOOL   2586.50
## 73  FEMALE    HIGH SCHOOL  20322.50
## 74    MALE    HIGH SCHOOL  33255.00
## 75    MALE    HIGH SCHOOL  33255.00
## 76    MALE       BACHELOR  49882.50
## 77  FEMALE LT HIGH SCHOOL   4803.50
## 78  FEMALE    HIGH SCHOOL  20322.50
## 79  FEMALE    HIGH SCHOOL   4803.50
## 80    MALE    HIGH SCHOOL  73900.00
## 81    MALE       BACHELOR  49882.50
## 82    MALE LT HIGH SCHOOL  15703.75
## 83  FEMALE    HIGH SCHOOL  27712.50
## 84    MALE LT HIGH SCHOOL  24017.50
## 85  FEMALE LT HIGH SCHOOL   6651.00
## 86  FEMALE LT HIGH SCHOOL  15703.75
## 87    MALE    HIGH SCHOOL 158656.95
## 88  FEMALE    HIGH SCHOOL  10161.25
## 89    MALE    HIGH SCHOOL  12008.75
## 90  FEMALE       BACHELOR  33255.00
## 91    MALE    HIGH SCHOOL  15703.75
## 92    MALE    HIGH SCHOOL   8313.75
## 93    MALE       GRADUATE 158656.95
## 94  FEMALE       BACHELOR  49882.50
## 95  FEMALE       GRADUATE 158656.95
## 96  FEMALE    HIGH SCHOOL  20322.50
## 97    MALE LT HIGH SCHOOL  40645.00
## 98  FEMALE       BACHELOR  33255.00
## 99    MALE       BACHELOR  40645.00
## 100   MALE    HIGH SCHOOL  40645.00
## 101   MALE JUNIOR COLLEGE  88680.00
## 102 FEMALE LT HIGH SCHOOL  10161.25
## 103 FEMALE       GRADUATE  60967.50
## 104   MALE JUNIOR COLLEGE  40645.00
## 105   MALE    HIGH SCHOOL  20322.50
## 106 FEMALE    HIGH SCHOOL  49882.50
## 107 FEMALE    HIGH SCHOOL  13856.25
## 108   MALE       GRADUATE  40645.00
## 109 FEMALE    HIGH SCHOOL  20322.50
## 110 FEMALE LT HIGH SCHOOL  17551.25
## 111   MALE    HIGH SCHOOL  13856.25
## 112 FEMALE    HIGH SCHOOL   3325.50
## 113   MALE    HIGH SCHOOL  40645.00
## 114   MALE    HIGH SCHOOL  33255.00
## 115   MALE       BACHELOR 158656.95
## 116 FEMALE       GRADUATE  60967.50
## 117 FEMALE    HIGH SCHOOL  20322.50
## 118   MALE    HIGH SCHOOL   5542.50
## 119 FEMALE LT HIGH SCHOOL   6651.00
## 120   MALE       BACHELOR  49882.50
## 121 FEMALE JUNIOR COLLEGE   4064.50
## 122 FEMALE    HIGH SCHOOL  17551.25
## 123   MALE    HIGH SCHOOL  49882.50
## 124 FEMALE    HIGH SCHOOL  24017.50
## 125 FEMALE    HIGH SCHOOL   2586.50
## 126   MALE       BACHELOR   8313.75
## 127 FEMALE       BACHELOR  49882.50
## 128   MALE LT HIGH SCHOOL  73900.00
## 129   MALE    HIGH SCHOOL  49882.50
## 130   MALE    HIGH SCHOOL  73900.00
## 131   MALE       GRADUATE   8313.75
## 132 FEMALE    HIGH SCHOOL  17551.25
## 133   MALE       BACHELOR  49882.50
## 134 FEMALE    HIGH SCHOOL  17551.25
## 135 FEMALE LT HIGH SCHOOL   4064.50
## 136 FEMALE    HIGH SCHOOL  20322.50
## 137   MALE    HIGH SCHOOL 158656.95
## 138 FEMALE    HIGH SCHOOL  27712.50
## 139 FEMALE       BACHELOR  49882.50
## 140   MALE       BACHELOR 158656.95
## 141 FEMALE       BACHELOR 103460.00
## 142   MALE       GRADUATE 158656.95
## 143   MALE    HIGH SCHOOL  60967.50
## 144   MALE       BACHELOR 158656.95
## 145   MALE    HIGH SCHOOL 158656.95
## 146   MALE       BACHELOR 103460.00
## 147 FEMALE       GRADUATE  49882.50
## 148   MALE       GRADUATE  49882.50
## 149   MALE LT HIGH SCHOOL  33255.00
## 150   MALE    HIGH SCHOOL  40645.00
## 151   MALE    HIGH SCHOOL  60967.50
## 152 FEMALE JUNIOR COLLEGE  27712.50
## 153 FEMALE       BACHELOR  60967.50
## 154 FEMALE       GRADUATE  33255.00
## 155   MALE    HIGH SCHOOL  73900.00
## 156 FEMALE    HIGH SCHOOL  60967.50
## 157   MALE       BACHELOR  88680.00
## 158 FEMALE       BACHELOR  49882.50
## 159 FEMALE       GRADUATE  73900.00
## 160   MALE       GRADUATE 158656.95
## 161 FEMALE    HIGH SCHOOL  17551.25
## 162   MALE    HIGH SCHOOL  33255.00
## 163 FEMALE       BACHELOR  15703.75
## 164 FEMALE       BACHELOR  40645.00
## 165 FEMALE    HIGH SCHOOL  33255.00
## 166   MALE    HIGH SCHOOL  60967.50
## 167   MALE       BACHELOR   5542.50
## 168   MALE    HIGH SCHOOL 158656.95
## 169   MALE       GRADUATE 158656.95
## 170 FEMALE       BACHELOR  27712.50
## 171   MALE       BACHELOR  24017.50
## 172 FEMALE       GRADUATE    369.50
## 173   MALE       GRADUATE  24017.50
## 174   MALE    HIGH SCHOOL   6651.00
## 175   MALE       GRADUATE  73900.00
## 176   MALE       BACHELOR 158656.95
## 177 FEMALE       GRADUATE 103460.00
## 178   MALE       BACHELOR  40645.00
## 179   MALE       BACHELOR  49882.50
## 180 FEMALE JUNIOR COLLEGE  15703.75
## 181   MALE       BACHELOR  20322.50
## 182 FEMALE    HIGH SCHOOL  24017.50
## 183 FEMALE JUNIOR COLLEGE  40645.00
## 184 FEMALE       BACHELOR  33255.00
## 185 FEMALE       BACHELOR  27712.50
## 186   MALE    HIGH SCHOOL  27712.50
## 187   MALE       BACHELOR 158656.95
## 188 FEMALE       GRADUATE  60967.50
## 189 FEMALE       GRADUATE  60967.50
## 190   MALE       GRADUATE 158656.95
## 191 FEMALE       GRADUATE  73900.00
## 192   MALE       BACHELOR  49882.50
## 193 FEMALE       GRADUATE  40645.00
## 194 FEMALE    HIGH SCHOOL  10161.25
## 195   MALE    HIGH SCHOOL  60967.50
## 196 FEMALE       GRADUATE  60967.50
## 197 FEMALE    HIGH SCHOOL  27712.50
## 198   MALE       GRADUATE  33255.00
## 199   MALE       BACHELOR 158656.95
## 200   MALE       GRADUATE  88680.00
## 201   MALE       BACHELOR  88680.00
## 202   MALE LT HIGH SCHOOL  24017.50
## 203 FEMALE    HIGH SCHOOL  24017.50
## 204 FEMALE       BACHELOR  33255.00
## 205   MALE    HIGH SCHOOL  73900.00
## 206   MALE    HIGH SCHOOL  17551.25
## 207 FEMALE       BACHELOR   3325.50
## 208   MALE LT HIGH SCHOOL  40645.00
## 209   MALE    HIGH SCHOOL  40645.00
## 210   MALE    HIGH SCHOOL  40645.00
## 211   MALE       BACHELOR  88680.00
## 212 FEMALE       GRADUATE  20322.50
## 213 FEMALE LT HIGH SCHOOL  12008.75
## 214 FEMALE    HIGH SCHOOL    369.50
## 215 FEMALE       BACHELOR  60967.50
## 216   MALE       BACHELOR  60967.50
## 217   MALE       GRADUATE 158656.95
## 218 FEMALE       BACHELOR  40645.00
## 219   MALE    HIGH SCHOOL  88680.00
## 220 FEMALE       BACHELOR  10161.25
## 221 FEMALE    HIGH SCHOOL  40645.00
## 222 FEMALE       BACHELOR  33255.00
## 223   MALE    HIGH SCHOOL  40645.00
## 224 FEMALE       BACHELOR  40645.00
## 225   MALE LT HIGH SCHOOL  20322.50
## 226 FEMALE    HIGH SCHOOL  33255.00
## 227   MALE    HIGH SCHOOL  13856.25
## 228 FEMALE    HIGH SCHOOL  13856.25
## 229   MALE    HIGH SCHOOL 103460.00
## 230   MALE       BACHELOR  49882.50
## 231 FEMALE    HIGH SCHOOL  12008.75
## 232 FEMALE       GRADUATE  73900.00
## 233 FEMALE    HIGH SCHOOL  24017.50
## 234   MALE       BACHELOR  17551.25
## 235   MALE    HIGH SCHOOL  20322.50
## 236   MALE       BACHELOR 158656.95
## 237   MALE    HIGH SCHOOL  73900.00
## 238   MALE    HIGH SCHOOL  27712.50
## 239   MALE       BACHELOR  40645.00
## 240   MALE       BACHELOR  49882.50
## 241   MALE    HIGH SCHOOL  33255.00
## 242   MALE       BACHELOR  88680.00
## 243 FEMALE    HIGH SCHOOL  17551.25
## 244   MALE    HIGH SCHOOL  33255.00
## 245   MALE       GRADUATE  40645.00
## 246   MALE    HIGH SCHOOL   4803.50
## 247 FEMALE       BACHELOR    369.50
## 248   MALE    HIGH SCHOOL  60967.50
## 249 FEMALE       BACHELOR  49882.50
## 250 FEMALE    HIGH SCHOOL  40645.00
## 251   MALE    HIGH SCHOOL  73900.00
## 252 FEMALE    HIGH SCHOOL   4803.50
## 253 FEMALE    HIGH SCHOOL  12008.75
## 254 FEMALE    HIGH SCHOOL  24017.50
## 255   MALE    HIGH SCHOOL  33255.00
## 256 FEMALE    HIGH SCHOOL   4803.50
## 257 FEMALE    HIGH SCHOOL  49882.50
## 258   MALE    HIGH SCHOOL  27712.50
## 259   MALE LT HIGH SCHOOL  12008.75
## 260 FEMALE    HIGH SCHOOL  49882.50
## 261   MALE    HIGH SCHOOL  33255.00
## 262   MALE    HIGH SCHOOL  33255.00
## 263 FEMALE LT HIGH SCHOOL  24017.50
## 264 FEMALE       GRADUATE  12008.75
## 265 FEMALE JUNIOR COLLEGE  40645.00
## 266   MALE       GRADUATE 158656.95
## 267 FEMALE       BACHELOR    369.50
## 268 FEMALE    HIGH SCHOOL  17551.25
## 269   MALE       BACHELOR  60967.50
## 270   MALE       GRADUATE  49882.50
## 271 FEMALE    HIGH SCHOOL  17551.25
## 272   MALE JUNIOR COLLEGE  49882.50
## 273 FEMALE JUNIOR COLLEGE   1478.00
## 274   MALE       BACHELOR  60967.50
## 275   MALE       BACHELOR   6651.00
## 276 FEMALE    HIGH SCHOOL   6651.00
## 277   MALE    HIGH SCHOOL   8313.75
## 278 FEMALE       BACHELOR  40645.00
## 279   MALE    HIGH SCHOOL   2586.50
## 280   MALE JUNIOR COLLEGE  17551.25
## 281 FEMALE       BACHELOR  40645.00
## 282   MALE       BACHELOR 103460.00
## 283 FEMALE       GRADUATE  88680.00
## 284   MALE       BACHELOR 103460.00
## 285 FEMALE    HIGH SCHOOL  27712.50
## 286 FEMALE       BACHELOR  40645.00
## 287 FEMALE JUNIOR COLLEGE  24017.50
## 288 FEMALE       BACHELOR  49882.50
## 289   MALE LT HIGH SCHOOL  12008.75
## 290 FEMALE    HIGH SCHOOL  27712.50
## 291   MALE    HIGH SCHOOL  33255.00
## 292 FEMALE LT HIGH SCHOOL  17551.25
## 293 FEMALE    HIGH SCHOOL  10161.25
## 294   MALE    HIGH SCHOOL  40645.00
## 295 FEMALE       BACHELOR  10161.25
## 296   MALE       GRADUATE  49882.50
## 297   MALE       GRADUATE   3325.50
## 298   MALE       GRADUATE  27712.50
## 299 FEMALE JUNIOR COLLEGE   3325.50
## 300   MALE    HIGH SCHOOL  13856.25
## 301   MALE    HIGH SCHOOL  24017.50
## 302   MALE    HIGH SCHOOL 158656.95
## 303 FEMALE       GRADUATE  33255.00
## 304   MALE       GRADUATE 103460.00
## 305   MALE    HIGH SCHOOL   4064.50
## 306 FEMALE    HIGH SCHOOL  24017.50
## 307 FEMALE    HIGH SCHOOL  40645.00
## 308 FEMALE    HIGH SCHOOL  60967.50
## 309   MALE       BACHELOR 158656.95
## 310   MALE LT HIGH SCHOOL  27712.50
## 311   MALE    HIGH SCHOOL   1478.00
## 312 FEMALE JUNIOR COLLEGE  12008.75
## 313 FEMALE    HIGH SCHOOL  10161.25
## 314 FEMALE    HIGH SCHOOL  27712.50
## 315   MALE    HIGH SCHOOL   4803.50
## 316 FEMALE LT HIGH SCHOOL   8313.75
## 317 FEMALE JUNIOR COLLEGE  40645.00
## 318 FEMALE    HIGH SCHOOL  20322.50
## 319   MALE       BACHELOR  33255.00
## 320 FEMALE    HIGH SCHOOL  15703.75
## 321 FEMALE JUNIOR COLLEGE  20322.50
## 322 FEMALE       BACHELOR  88680.00
## 323 FEMALE    HIGH SCHOOL  20322.50
## 324   MALE JUNIOR COLLEGE  60967.50
## 325   MALE       GRADUATE 158656.95
## 326 FEMALE JUNIOR COLLEGE  15703.75
## 327 FEMALE JUNIOR COLLEGE  40645.00
## 328 FEMALE JUNIOR COLLEGE   4064.50
## 329   MALE    HIGH SCHOOL   1478.00
## 330 FEMALE JUNIOR COLLEGE  24017.50
## 331 FEMALE       BACHELOR  15703.75
## 332 FEMALE       GRADUATE  27712.50
## 333 FEMALE       GRADUATE  20322.50
## 334   MALE    HIGH SCHOOL  33255.00
## 335   MALE       BACHELOR  40645.00
## 336   MALE    HIGH SCHOOL  27712.50
## 337   MALE       GRADUATE  49882.50
## 338 FEMALE    HIGH SCHOOL  73900.00
## 339   MALE       BACHELOR  88680.00
## 340 FEMALE       BACHELOR  27712.50
## 341   MALE       GRADUATE  33255.00
## 342 FEMALE LT HIGH SCHOOL  12008.75
## 343 FEMALE    HIGH SCHOOL   3325.50
## 344 FEMALE    HIGH SCHOOL  17551.25
## 345 FEMALE JUNIOR COLLEGE  10161.25
## 346 FEMALE    HIGH SCHOOL  15703.75
## 347 FEMALE    HIGH SCHOOL  33255.00
## 348   MALE    HIGH SCHOOL  20322.50
## 349   MALE       BACHELOR  40645.00
## 350 FEMALE       BACHELOR  15703.75
## 351 FEMALE       BACHELOR  40645.00
## 352   MALE    HIGH SCHOOL  15703.75
## 353   MALE    HIGH SCHOOL  33255.00
## 354 FEMALE    HIGH SCHOOL  13856.25
## 355   MALE    HIGH SCHOOL  27712.50
## 356 FEMALE    HIGH SCHOOL  27712.50
## 357 FEMALE    HIGH SCHOOL  33255.00
## 358 FEMALE    HIGH SCHOOL  15703.75
## 359 FEMALE LT HIGH SCHOOL   2586.50
## 360   MALE    HIGH SCHOOL   4064.50
## 361   MALE JUNIOR COLLEGE  12008.75
## 362 FEMALE    HIGH SCHOOL  24017.50
## 363   MALE       BACHELOR  73900.00
## 364   MALE       BACHELOR  49882.50
## 365   MALE       BACHELOR  60967.50
## 366 FEMALE       BACHELOR  24017.50
## 367   MALE    HIGH SCHOOL  60967.50
## 368   MALE       BACHELOR  49882.50
## 369   MALE    HIGH SCHOOL  10161.25
## 370   MALE    HIGH SCHOOL  33255.00
## 371 FEMALE       GRADUATE  88680.00
## 372   MALE JUNIOR COLLEGE  73900.00
## 373   MALE       GRADUATE  73900.00
## 374   MALE    HIGH SCHOOL  33255.00
## 375 FEMALE JUNIOR COLLEGE  24017.50
## 376 FEMALE    HIGH SCHOOL  24017.50
## 377   MALE       BACHELOR  49882.50
## 378 FEMALE    HIGH SCHOOL  33255.00
## 379   MALE JUNIOR COLLEGE  17551.25
## 380   MALE    HIGH SCHOOL    369.50
## 381   MALE       BACHELOR  40645.00
## 382 FEMALE       GRADUATE  17551.25
## 383   MALE       BACHELOR   5542.50
## 384 FEMALE       BACHELOR 158656.95
## 385 FEMALE    HIGH SCHOOL  24017.50
## 386   MALE       BACHELOR  88680.00
## 387   MALE    HIGH SCHOOL   4803.50
## 388 FEMALE JUNIOR COLLEGE  20322.50
## 389 FEMALE       BACHELOR   2586.50
## 390   MALE    HIGH SCHOOL  73900.00
## 391 FEMALE    HIGH SCHOOL  27712.50
## 392   MALE LT HIGH SCHOOL  40645.00
## 393 FEMALE       BACHELOR   4064.50
## 394   MALE       BACHELOR  60967.50
## 395   MALE    HIGH SCHOOL  40645.00
## 396 FEMALE    HIGH SCHOOL  20322.50
## 397 FEMALE JUNIOR COLLEGE  10161.25
## 398   MALE    HIGH SCHOOL  40645.00
## 399 FEMALE    HIGH SCHOOL  15703.75
## 400   MALE    HIGH SCHOOL  20322.50
## 401   MALE    HIGH SCHOOL  17551.25
## 402   MALE LT HIGH SCHOOL  20322.50
## 403 FEMALE       GRADUATE 158656.95
## 404 FEMALE    HIGH SCHOOL  20322.50
## 405 FEMALE    HIGH SCHOOL  33255.00
## 406 FEMALE    HIGH SCHOOL  33255.00
## 407   MALE    HIGH SCHOOL  27712.50
## 408 FEMALE    HIGH SCHOOL  15703.75
## 409   MALE    HIGH SCHOOL  33255.00
## 410   MALE       GRADUATE  49882.50
## 411   MALE       GRADUATE 158656.95
## 412 FEMALE       GRADUATE  49882.50
## 413 FEMALE       GRADUATE  49882.50
## 414 FEMALE    HIGH SCHOOL  27712.50
## 415 FEMALE    HIGH SCHOOL   8313.75
## 416 FEMALE    HIGH SCHOOL  10161.25
## 417 FEMALE    HIGH SCHOOL  15703.75
## 418 FEMALE JUNIOR COLLEGE  49882.50
## 419   MALE       GRADUATE 103460.00
## 420   MALE       BACHELOR  20322.50
## 421   MALE    HIGH SCHOOL  24017.50
## 422   MALE LT HIGH SCHOOL   8313.75
## 423 FEMALE    HIGH SCHOOL  10161.25
## 424 FEMALE    HIGH SCHOOL 103460.00
## 425 FEMALE JUNIOR COLLEGE  40645.00
## 426 FEMALE JUNIOR COLLEGE  20322.50
## 427 FEMALE    HIGH SCHOOL  33255.00
## 428 FEMALE JUNIOR COLLEGE  33255.00
## 429 FEMALE    HIGH SCHOOL   4803.50
## 430 FEMALE    HIGH SCHOOL  17551.25
## 431 FEMALE JUNIOR COLLEGE  24017.50
## 432 FEMALE    HIGH SCHOOL  27712.50
## 433   MALE JUNIOR COLLEGE  49882.50
## 434   MALE    HIGH SCHOOL  60967.50
## 435 FEMALE    HIGH SCHOOL  15703.75
## 436 FEMALE       BACHELOR  33255.00
## 437 FEMALE    HIGH SCHOOL  49882.50
## 438   MALE       BACHELOR  88680.00
## 439   MALE    HIGH SCHOOL   8313.75
## 440 FEMALE    HIGH SCHOOL  27712.50
## 441   MALE    HIGH SCHOOL  49882.50
## 442 FEMALE    HIGH SCHOOL   2586.50
## 443   MALE JUNIOR COLLEGE  49882.50
## 444 FEMALE       BACHELOR  49882.50
## 445   MALE    HIGH SCHOOL  15703.75
## 446   MALE       BACHELOR  73900.00
## 447 FEMALE       BACHELOR   4064.50
## 448   MALE       GRADUATE  40645.00
## 449   MALE    HIGH SCHOOL  73900.00
## 450 FEMALE       GRADUATE  60967.50
## 451 FEMALE       BACHELOR  49882.50
## 452 FEMALE    HIGH SCHOOL  49882.50
## 453   MALE       BACHELOR  10161.25
## 454   MALE JUNIOR COLLEGE  27712.50
## 455 FEMALE    HIGH SCHOOL  20322.50
## 456   MALE    HIGH SCHOOL  49882.50
## 457 FEMALE       BACHELOR  33255.00
## 458 FEMALE    HIGH SCHOOL   6651.00
## 459 FEMALE    HIGH SCHOOL  24017.50
## 460 FEMALE       BACHELOR  24017.50
## 461   MALE    HIGH SCHOOL 158656.95
## 462   MALE    HIGH SCHOOL  49882.50
## 463 FEMALE    HIGH SCHOOL  10161.25
## 464 FEMALE LT HIGH SCHOOL   4803.50
## 465   MALE LT HIGH SCHOOL  17551.25
## 466 FEMALE    HIGH SCHOOL  17551.25
## 467 FEMALE       BACHELOR  27712.50
## 468 FEMALE JUNIOR COLLEGE  10161.25
## 469 FEMALE    HIGH SCHOOL  12008.75
## 470 FEMALE JUNIOR COLLEGE  15703.75
## 471   MALE    HIGH SCHOOL  49882.50
## 472   MALE       BACHELOR  20322.50
## 473   MALE       BACHELOR  33255.00
## 474 FEMALE       BACHELOR  27712.50
## 475   MALE    HIGH SCHOOL  49882.50
## 476 FEMALE    HIGH SCHOOL  10161.25
## 477 FEMALE    HIGH SCHOOL  20322.50
## 478   MALE       BACHELOR  60967.50
## 479   MALE    HIGH SCHOOL   1478.00
## 480 FEMALE    HIGH SCHOOL  12008.75
## 481 FEMALE    HIGH SCHOOL  73900.00
## 482 FEMALE LT HIGH SCHOOL  10161.25
## 483   MALE    HIGH SCHOOL  40645.00
## 484   MALE    HIGH SCHOOL  12008.75
## 485 FEMALE    HIGH SCHOOL  33255.00
## 486 FEMALE       BACHELOR  49882.50
## 487   MALE       GRADUATE  49882.50
## 488   MALE    HIGH SCHOOL  40645.00
## 489 FEMALE       GRADUATE  27712.50
## 490   MALE    HIGH SCHOOL  24017.50
## 491   MALE       GRADUATE 158656.95
## 492   MALE LT HIGH SCHOOL  20322.50
## 493 FEMALE    HIGH SCHOOL  15703.75
## 494 FEMALE    HIGH SCHOOL   4803.50
## 495   MALE    HIGH SCHOOL  10161.25
## 496 FEMALE       BACHELOR  10161.25
## 497   MALE LT HIGH SCHOOL  20322.50
## 498   MALE LT HIGH SCHOOL  24017.50
## 499 FEMALE JUNIOR COLLEGE   8313.75
## 500 FEMALE    HIGH SCHOOL   2586.50
## 501 FEMALE       GRADUATE  20322.50
## 502 FEMALE    HIGH SCHOOL  13856.25
## 503 FEMALE LT HIGH SCHOOL  20322.50
## 504   MALE    HIGH SCHOOL  40645.00
## 505 FEMALE    HIGH SCHOOL   8313.75
## 506   MALE    HIGH SCHOOL  60967.50
## 507   MALE    HIGH SCHOOL  33255.00
## 508 FEMALE    HIGH SCHOOL   3325.50
## 509   MALE    HIGH SCHOOL  40645.00
## 510   MALE    HIGH SCHOOL  15703.75
## 511 FEMALE    HIGH SCHOOL  27712.50
## 512 FEMALE    HIGH SCHOOL  10161.25
## 513 FEMALE    HIGH SCHOOL  15703.75
## 514   MALE       BACHELOR   3325.50
## 515   MALE       GRADUATE  73900.00
## 516   MALE       BACHELOR  60967.50
## 517   MALE       BACHELOR  88680.00
## 518 FEMALE       GRADUATE  49882.50
## 519   MALE       BACHELOR  33255.00
## 520   MALE       BACHELOR  40645.00
## 521   MALE JUNIOR COLLEGE  49882.50
## 522 FEMALE JUNIOR COLLEGE  27712.50
## 523 FEMALE       BACHELOR  40645.00
## 524   MALE    HIGH SCHOOL   1478.00
## 525   MALE       GRADUATE  60967.50
## 526   MALE       GRADUATE  60967.50
## 527   MALE    HIGH SCHOOL  40645.00
## 528   MALE    HIGH SCHOOL  24017.50
## 529   MALE    HIGH SCHOOL  10161.25
## 530 FEMALE       GRADUATE   8313.75
## 531   MALE    HIGH SCHOOL   1478.00
## 532 FEMALE    HIGH SCHOOL  88680.00
## 533 FEMALE       BACHELOR  40645.00
## 534 FEMALE    HIGH SCHOOL  27712.50
## 535   MALE    HIGH SCHOOL  40645.00
## 536 FEMALE       BACHELOR  60967.50
## 537 FEMALE    HIGH SCHOOL  27712.50
## 538   MALE    HIGH SCHOOL  33255.00
## 539 FEMALE    HIGH SCHOOL  24017.50
## 540 FEMALE       BACHELOR  15703.75
## 541   MALE LT HIGH SCHOOL  33255.00
## 542   MALE    HIGH SCHOOL  27712.50
## 543   MALE LT HIGH SCHOOL  10161.25
## 544 FEMALE       BACHELOR  15703.75
## 545   MALE       BACHELOR   6651.00
## 546 FEMALE       BACHELOR  40645.00
## 547 FEMALE    HIGH SCHOOL   8313.75
## 548   MALE    HIGH SCHOOL   4803.50
## 549 FEMALE    HIGH SCHOOL  12008.75
## 550   MALE LT HIGH SCHOOL  24017.50
## 551 FEMALE       BACHELOR  33255.00
## 552   MALE JUNIOR COLLEGE  12008.75
## 553   MALE LT HIGH SCHOOL  24017.50
## 554   MALE       GRADUATE  13856.25
## 555 FEMALE LT HIGH SCHOOL  24017.50
## 556   MALE       GRADUATE  49882.50
## 557   MALE    HIGH SCHOOL  27712.50
## 558   MALE       BACHELOR  27712.50
## 559 FEMALE JUNIOR COLLEGE  33255.00
## 560   MALE    HIGH SCHOOL   3325.50
## 561   MALE LT HIGH SCHOOL  10161.25
## 562   MALE       BACHELOR  27712.50
## 563   MALE       GRADUATE  33255.00
## 564 FEMALE       BACHELOR  12008.75
## 565 FEMALE       BACHELOR  24017.50
## 566 FEMALE       BACHELOR  33255.00
## 567 FEMALE       BACHELOR  17551.25
## 568   MALE       GRADUATE  73900.00
## 569   MALE    HIGH SCHOOL  24017.50
## 570   MALE    HIGH SCHOOL   1478.00
## 571 FEMALE    HIGH SCHOOL  17551.25
## 572 FEMALE LT HIGH SCHOOL  15703.75
## 573 FEMALE    HIGH SCHOOL   5542.50
## 574   MALE       GRADUATE  20322.50
## 575 FEMALE       GRADUATE  40645.00
## 576   MALE    HIGH SCHOOL  33255.00
## 577   MALE JUNIOR COLLEGE  24017.50
## 578   MALE    HIGH SCHOOL   8313.75
## 579 FEMALE JUNIOR COLLEGE  27712.50
## 580   MALE    HIGH SCHOOL  13856.25
## 581 FEMALE    HIGH SCHOOL  15703.75
## 582 FEMALE    HIGH SCHOOL  13856.25
## 583   MALE    HIGH SCHOOL  40645.00
## 584 FEMALE    HIGH SCHOOL   3325.50
## 585   MALE       BACHELOR  49882.50
## 586 FEMALE       BACHELOR   6651.00
## 587   MALE LT HIGH SCHOOL  17551.25
## 588   MALE    HIGH SCHOOL  40645.00
## 589 FEMALE       GRADUATE  33255.00
## 590 FEMALE JUNIOR COLLEGE  24017.50
## 591   MALE LT HIGH SCHOOL   3325.50
## 592   MALE LT HIGH SCHOOL  10161.25
## 593 FEMALE       GRADUATE  40645.00
## 594   MALE    HIGH SCHOOL  24017.50
## 595 FEMALE    HIGH SCHOOL  33255.00
## 596 FEMALE    HIGH SCHOOL   4064.50
## 597 FEMALE    HIGH SCHOOL  12008.75
## 598   MALE    HIGH SCHOOL  49882.50
## 599 FEMALE    HIGH SCHOOL   2586.50
## 600   MALE    HIGH SCHOOL   4064.50
## 601 FEMALE       BACHELOR  24017.50
## 602 FEMALE LT HIGH SCHOOL  12008.75
## 603   MALE    HIGH SCHOOL    369.50
## 604   MALE    HIGH SCHOOL  13856.25
## 605   MALE       BACHELOR  24017.50
## 606 FEMALE    HIGH SCHOOL   2586.50
## 607 FEMALE    HIGH SCHOOL  20322.50
## 608   MALE    HIGH SCHOOL  17551.25
## 609   MALE       GRADUATE  73900.00
## 610 FEMALE       GRADUATE  24017.50
## 611   MALE    HIGH SCHOOL  33255.00
## 612 FEMALE       BACHELOR  27712.50
## 613 FEMALE    HIGH SCHOOL  15703.75
## 614   MALE    HIGH SCHOOL   8313.75
## 615   MALE    HIGH SCHOOL  27712.50
## 616   MALE    HIGH SCHOOL   4064.50
## 617 FEMALE JUNIOR COLLEGE  27712.50
## 618   MALE JUNIOR COLLEGE  73900.00
## 619   MALE       GRADUATE 103460.00
## 620   MALE    HIGH SCHOOL   8313.75
## 621 FEMALE    HIGH SCHOOL  12008.75
## 622 FEMALE    HIGH SCHOOL  40645.00
## 623   MALE    HIGH SCHOOL  15703.75
## 624 FEMALE    HIGH SCHOOL   4803.50
## 625 FEMALE    HIGH SCHOOL    369.50
## 626   MALE LT HIGH SCHOOL  24017.50
## 627   MALE LT HIGH SCHOOL  17551.25
## 628 FEMALE JUNIOR COLLEGE  40645.00
## 629   MALE       GRADUATE  49882.50
## 630 FEMALE       BACHELOR  49882.50
## 631   MALE    HIGH SCHOOL  33255.00
## 632 FEMALE    HIGH SCHOOL  60967.50
## 633   MALE       GRADUATE 158656.95
## 634 FEMALE       GRADUATE  40645.00
## 635   MALE    HIGH SCHOOL   6651.00
## 636 FEMALE    HIGH SCHOOL  20322.50
## 637   MALE    HIGH SCHOOL   4064.50
## 638   MALE    HIGH SCHOOL  24017.50
## 639 FEMALE    HIGH SCHOOL   5542.50
## 640 FEMALE    HIGH SCHOOL  15703.75
## 641 FEMALE    HIGH SCHOOL  13856.25
## 642 FEMALE    HIGH SCHOOL  17551.25
## 643   MALE    HIGH SCHOOL  40645.00
## 644 FEMALE    HIGH SCHOOL   8313.75
## 645   MALE    HIGH SCHOOL  49882.50
## 646 FEMALE    HIGH SCHOOL  24017.50
## 647 FEMALE    HIGH SCHOOL  24017.50
## 648 FEMALE       GRADUATE 103460.00
## 649 FEMALE    HIGH SCHOOL  15703.75
## 650 FEMALE    HIGH SCHOOL   5542.50
## 651   MALE    HIGH SCHOOL  27712.50
## 652 FEMALE    HIGH SCHOOL  24017.50
## 653 FEMALE       BACHELOR  33255.00
## 654 FEMALE    HIGH SCHOOL  15703.75
## 655   MALE    HIGH SCHOOL  60967.50
## 656 FEMALE    HIGH SCHOOL   4803.50
## 657   MALE LT HIGH SCHOOL  20322.50
## 658   MALE    HIGH SCHOOL  49882.50
## 659 FEMALE    HIGH SCHOOL  33255.00
## 660   MALE    HIGH SCHOOL  33255.00
## 661 FEMALE    HIGH SCHOOL  33255.00
## 662 FEMALE    HIGH SCHOOL  33255.00
## 663   MALE    HIGH SCHOOL  49882.50
## 664   MALE    HIGH SCHOOL  33255.00
## 665 FEMALE    HIGH SCHOOL  20322.50
## 666   MALE       BACHELOR 158656.95
## 667   MALE    HIGH SCHOOL  24017.50
## 668 FEMALE       BACHELOR  33255.00
## 669   MALE       GRADUATE  49882.50
## 670 FEMALE    HIGH SCHOOL  40645.00
## 671 FEMALE    HIGH SCHOOL  20322.50
## 672 FEMALE    HIGH SCHOOL   2586.50
## 673   MALE       GRADUATE  49882.50
## 674 FEMALE    HIGH SCHOOL  33255.00
## 675   MALE       BACHELOR 158656.95
## 676   MALE       GRADUATE  60967.50
## 677   MALE       BACHELOR  88680.00
## 678   MALE       GRADUATE 158656.95
## 679   MALE    HIGH SCHOOL  10161.25
## 680   MALE    HIGH SCHOOL  33255.00
## 681 FEMALE JUNIOR COLLEGE  17551.25
## 682 FEMALE JUNIOR COLLEGE  24017.50
## 683   MALE       GRADUATE  60967.50
## 684   MALE    HIGH SCHOOL   6651.00
## 685   MALE    HIGH SCHOOL  33255.00
## 686   MALE    HIGH SCHOOL   1478.00
## 687   MALE       GRADUATE 158656.95
## 688   MALE       BACHELOR  73900.00
## 689   MALE    HIGH SCHOOL  13856.25
## 690   MALE       BACHELOR  40645.00
## 691 FEMALE JUNIOR COLLEGE   4064.50
## 692 FEMALE       BACHELOR  40645.00
## 693 FEMALE    HIGH SCHOOL  40645.00
## 694   MALE JUNIOR COLLEGE  24017.50
## 695   MALE JUNIOR COLLEGE  60967.50
## 696 FEMALE    HIGH SCHOOL  24017.50
## 697   MALE    HIGH SCHOOL  60967.50
## 698 FEMALE    HIGH SCHOOL  10161.25
## 699 FEMALE       BACHELOR  10161.25
## 700   MALE JUNIOR COLLEGE  33255.00
## 701   MALE LT HIGH SCHOOL  24017.50
## 702   MALE    HIGH SCHOOL  40645.00
## 703 FEMALE    HIGH SCHOOL  40645.00
## 704 FEMALE       BACHELOR  15703.75
## 705 FEMALE    HIGH SCHOOL  13856.25
## 706 FEMALE       BACHELOR  33255.00
## 707 FEMALE    HIGH SCHOOL  20322.50
## 708   MALE LT HIGH SCHOOL  12008.75
## 709   MALE    HIGH SCHOOL  15703.75
## 710   MALE       BACHELOR  10161.25
## 711 FEMALE       GRADUATE  33255.00
## 712   MALE       GRADUATE  60967.50
## 713   MALE JUNIOR COLLEGE 103460.00
## 714 FEMALE    HIGH SCHOOL  24017.50
## 715 FEMALE JUNIOR COLLEGE   2586.50
## 716   MALE    HIGH SCHOOL  27712.50
## 717 FEMALE JUNIOR COLLEGE   8313.75
## 718 FEMALE    HIGH SCHOOL   4064.50
## 719 FEMALE       GRADUATE  33255.00
## 720 FEMALE    HIGH SCHOOL  12008.75
## 721   MALE    HIGH SCHOOL  24017.50
## 722 FEMALE       BACHELOR  33255.00
## 723 FEMALE    HIGH SCHOOL  12008.75
## 724   MALE    HIGH SCHOOL  49882.50
## 725   MALE    HIGH SCHOOL 158656.95
## 726 FEMALE    HIGH SCHOOL  49882.50
## 727   MALE       BACHELOR  33255.00
## 728   MALE       BACHELOR  73900.00
## 729   MALE    HIGH SCHOOL 103460.00
## 730 FEMALE JUNIOR COLLEGE  33255.00
## 731   MALE    HIGH SCHOOL  27712.50
## 732   MALE    HIGH SCHOOL  40645.00
## 733 FEMALE    HIGH SCHOOL  20322.50
## 734 FEMALE       BACHELOR  40645.00
## 735   MALE JUNIOR COLLEGE  40645.00
## 736 FEMALE    HIGH SCHOOL    369.50
## 737   MALE    HIGH SCHOOL  49882.50
## 738   MALE    HIGH SCHOOL  40645.00
## 739 FEMALE    HIGH SCHOOL  27712.50
## 740   MALE       BACHELOR  73900.00
## 741   MALE    HIGH SCHOOL  17551.25
## 742 FEMALE LT HIGH SCHOOL   4064.50
## 743 FEMALE       BACHELOR   8313.75
## 744 FEMALE    HIGH SCHOOL  40645.00
## 745   MALE       GRADUATE  60967.50
## 746   MALE       BACHELOR  49882.50
## 747 FEMALE    HIGH SCHOOL  60967.50
## 748 FEMALE       GRADUATE  88680.00
## 749   MALE    HIGH SCHOOL  88680.00
## 750   MALE JUNIOR COLLEGE  40645.00
## 751   MALE    HIGH SCHOOL  17551.25
## 752 FEMALE    HIGH SCHOOL  33255.00
## 753 FEMALE    HIGH SCHOOL   8313.75
## 754   MALE       BACHELOR  20322.50
## 755   MALE       GRADUATE 158656.95
## 756 FEMALE JUNIOR COLLEGE  33255.00
## 757   MALE LT HIGH SCHOOL  27712.50
## 758   MALE    HIGH SCHOOL   6651.00
## 759   MALE       BACHELOR  40645.00
## 760   MALE       BACHELOR  15703.75
## 761   MALE    HIGH SCHOOL  40645.00
## 762   MALE    HIGH SCHOOL  24017.50
## 763 FEMALE       BACHELOR  27712.50
## 764   MALE LT HIGH SCHOOL  33255.00
## 765 FEMALE    HIGH SCHOOL  17551.25
## 766 FEMALE LT HIGH SCHOOL   8313.75
## 767   MALE    HIGH SCHOOL  40645.00
## 768 FEMALE    HIGH SCHOOL   4064.50
## 769   MALE LT HIGH SCHOOL  13856.25
## 770 FEMALE       BACHELOR  15703.75
## 771 FEMALE LT HIGH SCHOOL  13856.25
## 772 FEMALE    HIGH SCHOOL  12008.75
## 773   MALE    HIGH SCHOOL   8313.75
## 774 FEMALE LT HIGH SCHOOL   2586.50
## 775 FEMALE    HIGH SCHOOL  12008.75
## 776 FEMALE       BACHELOR  27712.50
## 777   MALE       GRADUATE  33255.00
## 778   MALE    HIGH SCHOOL   3325.50
## 779 FEMALE    HIGH SCHOOL    369.50
## 780 FEMALE    HIGH SCHOOL  15703.75
## 781   MALE LT HIGH SCHOOL  12008.75
## 782   MALE LT HIGH SCHOOL  40645.00
## 783 FEMALE    HIGH SCHOOL  24017.50
## 784   MALE    HIGH SCHOOL  49882.50
## 785   MALE    HIGH SCHOOL 158656.95
## 786 FEMALE    HIGH SCHOOL   4064.50
## 787 FEMALE    HIGH SCHOOL  33255.00
## 788   MALE    HIGH SCHOOL  40645.00
## 789 FEMALE    HIGH SCHOOL   6651.00
## 790   MALE LT HIGH SCHOOL   2586.50
## 791 FEMALE LT HIGH SCHOOL  24017.50
## 792 FEMALE JUNIOR COLLEGE  20322.50
## 793   MALE       BACHELOR 158656.95
## 794 FEMALE       GRADUATE  40645.00
## 795   MALE JUNIOR COLLEGE  40645.00
## 796 FEMALE    HIGH SCHOOL  17551.25
## 797   MALE    HIGH SCHOOL  33255.00
## 798   MALE    HIGH SCHOOL   1478.00
## 799   MALE    HIGH SCHOOL  24017.50
## 800   MALE    HIGH SCHOOL  13856.25
## 801 FEMALE       GRADUATE  49882.50
## 802   MALE JUNIOR COLLEGE  33255.00
## 803 FEMALE    HIGH SCHOOL  15703.75
## 804 FEMALE       GRADUATE  33255.00
## 805 FEMALE       BACHELOR  60967.50
## 806   MALE       GRADUATE  17551.25
## 807 FEMALE       GRADUATE  60967.50
## 808 FEMALE    HIGH SCHOOL  17551.25
## 809 FEMALE       GRADUATE  60967.50
## 810 FEMALE    HIGH SCHOOL  33255.00
## 811 FEMALE    HIGH SCHOOL   8313.75
## 812   MALE    HIGH SCHOOL  20322.50
## 813   MALE    HIGH SCHOOL  33255.00
## 814   MALE LT HIGH SCHOOL  49882.50
## 815   MALE JUNIOR COLLEGE  20322.50
## 816 FEMALE    HIGH SCHOOL  20322.50
## 817 FEMALE    HIGH SCHOOL  27712.50
## 818 FEMALE    HIGH SCHOOL  20322.50
## 819   MALE    HIGH SCHOOL  40645.00
## 820   MALE    HIGH SCHOOL  15703.75
## 821   MALE LT HIGH SCHOOL  33255.00
## 822   MALE LT HIGH SCHOOL  12008.75
## 823   MALE JUNIOR COLLEGE  24017.50
## 824 FEMALE    HIGH SCHOOL  17551.25
## 825 FEMALE    HIGH SCHOOL  15703.75
## 826   MALE    HIGH SCHOOL  33255.00
## 827   MALE    HIGH SCHOOL  33255.00
## 828 FEMALE LT HIGH SCHOOL  17551.25
## 829 FEMALE LT HIGH SCHOOL  24017.50
## 830   MALE    HIGH SCHOOL  20322.50
## 831 FEMALE    HIGH SCHOOL  24017.50
## 832   MALE    HIGH SCHOOL  12008.75
## 833 FEMALE    HIGH SCHOOL 158656.95
## 834 FEMALE JUNIOR COLLEGE   4064.50
## 835 FEMALE       BACHELOR  40645.00
## 836   MALE       BACHELOR  60967.50
## 837   MALE    HIGH SCHOOL 158656.95
## 838   MALE       BACHELOR  49882.50
## 839   MALE    HIGH SCHOOL  15703.75
## 840   MALE       BACHELOR  33255.00
## 841 FEMALE JUNIOR COLLEGE  27712.50
## 842 FEMALE    HIGH SCHOOL  17551.25
## 843   MALE       BACHELOR  40645.00
## 844   MALE    HIGH SCHOOL  20322.50
## 845 FEMALE JUNIOR COLLEGE   8313.75
## 846   MALE    HIGH SCHOOL  40645.00
## 847 FEMALE       BACHELOR  24017.50
## 848   MALE       GRADUATE  40645.00
## 849 FEMALE    HIGH SCHOOL   8313.75
## 850   MALE    HIGH SCHOOL  24017.50
## 851   MALE       BACHELOR  33255.00
## 852   MALE    HIGH SCHOOL  27712.50
## 853   MALE    HIGH SCHOOL  60967.50
## 854   MALE    HIGH SCHOOL  60967.50
## 855   MALE    HIGH SCHOOL   5542.50
## 856   MALE       BACHELOR  73900.00
## 857 FEMALE       GRADUATE  88680.00
## 858   MALE    HIGH SCHOOL  40645.00
## 859 FEMALE    HIGH SCHOOL  15703.75
## 860 FEMALE       GRADUATE   8313.75
## 861 FEMALE    HIGH SCHOOL  17551.25
## 862 FEMALE    HIGH SCHOOL   2586.50
## 863   MALE JUNIOR COLLEGE  20322.50
## 864   MALE    HIGH SCHOOL   6651.00
## 865   MALE    HIGH SCHOOL  24017.50
## 866 FEMALE    HIGH SCHOOL  24017.50
## 867 FEMALE       GRADUATE  60967.50
## 868   MALE    HIGH SCHOOL  24017.50
## 869 FEMALE JUNIOR COLLEGE  40645.00
## 870   MALE       BACHELOR  27712.50
## 871   MALE       BACHELOR  60967.50
## 872   MALE       BACHELOR  49882.50
## 873   MALE    HIGH SCHOOL  49882.50
## 874 FEMALE    HIGH SCHOOL   3325.50
## 875   MALE    HIGH SCHOOL   1478.00
## 876   MALE JUNIOR COLLEGE  33255.00
## 877   MALE       BACHELOR  40645.00
## 878 FEMALE       GRADUATE  60967.50
## 879 FEMALE    HIGH SCHOOL    369.50
## 880 FEMALE    HIGH SCHOOL   6651.00
## 881   MALE    HIGH SCHOOL    369.50
## 882   MALE LT HIGH SCHOOL  15703.75
## 883   MALE       BACHELOR 158656.95
## 884   MALE    HIGH SCHOOL  49882.50
## 885   MALE       BACHELOR  40645.00
## 886 FEMALE JUNIOR COLLEGE  10161.25
## 887 FEMALE       GRADUATE  49882.50
## 888   MALE    HIGH SCHOOL  33255.00
## 889   MALE    HIGH SCHOOL  20322.50
## 890 FEMALE LT HIGH SCHOOL   2586.50
## 891   MALE    HIGH SCHOOL  33255.00
## 892 FEMALE    HIGH SCHOOL  40645.00
## 893 FEMALE       BACHELOR   8313.75
## 894 FEMALE    HIGH SCHOOL  33255.00
## 895 FEMALE    HIGH SCHOOL  49882.50
## 896   MALE       GRADUATE 158656.95
## 897 FEMALE JUNIOR COLLEGE  15703.75
## 898   MALE    HIGH SCHOOL  17551.25
## 899 FEMALE    HIGH SCHOOL  20322.50
## 900 FEMALE JUNIOR COLLEGE  49882.50
## 901 FEMALE    HIGH SCHOOL   6651.00
## 902 FEMALE    HIGH SCHOOL  24017.50
## 903   MALE    HIGH SCHOOL  27712.50
## 904   MALE    HIGH SCHOOL  40645.00
## 905   MALE       BACHELOR  17551.25
## 906 FEMALE       BACHELOR  33255.00
## 907 FEMALE LT HIGH SCHOOL   1478.00
## 908 FEMALE       GRADUATE  24017.50
## 909   MALE       GRADUATE  49882.50
## 910 FEMALE JUNIOR COLLEGE  10161.25
## 911 FEMALE    HIGH SCHOOL  27712.50
## 912   MALE JUNIOR COLLEGE  49882.50
## 913   MALE    HIGH SCHOOL  17551.25
## 914 FEMALE    HIGH SCHOOL   2586.50
## 915 FEMALE    HIGH SCHOOL    369.50
## 916 FEMALE    HIGH SCHOOL  24017.50
## 917 FEMALE    HIGH SCHOOL  27712.50
## 918   MALE    HIGH SCHOOL 103460.00
## 919 FEMALE       BACHELOR  15703.75
## 920   MALE    HIGH SCHOOL  17551.25
## 921   MALE       BACHELOR   8313.75
## 922   MALE    HIGH SCHOOL  40645.00
## 923   MALE       BACHELOR  20322.50
## 924 FEMALE    HIGH SCHOOL  27712.50
## 925   MALE    HIGH SCHOOL  88680.00
## 926   MALE    HIGH SCHOOL  40645.00
## 927 FEMALE JUNIOR COLLEGE  20322.50
## 928   MALE       GRADUATE 158656.95
## 929   MALE    HIGH SCHOOL  10161.25
## 930 FEMALE       BACHELOR  15703.75
## 931 FEMALE    HIGH SCHOOL   4803.50
## 932 FEMALE    HIGH SCHOOL  13856.25
## 933   MALE    HIGH SCHOOL  60967.50
## 934 FEMALE       BACHELOR  33255.00
## 935 FEMALE       BACHELOR  33255.00
## 936   MALE    HIGH SCHOOL  40645.00
## 937 FEMALE JUNIOR COLLEGE  17551.25
## 938   MALE    HIGH SCHOOL    369.50
## 939 FEMALE    HIGH SCHOOL  24017.50
## 940   MALE    HIGH SCHOOL  20322.50
## 941   MALE       GRADUATE  33255.00
## 942 FEMALE    HIGH SCHOOL  40645.00
## 943 FEMALE       GRADUATE  33255.00
## 944 FEMALE LT HIGH SCHOOL   8313.75
## 945 FEMALE       BACHELOR  40645.00
## 946   MALE JUNIOR COLLEGE  49882.50
## 947 FEMALE    HIGH SCHOOL   5542.50
## 948 FEMALE    HIGH SCHOOL   6651.00
## 949   MALE    HIGH SCHOOL  49882.50
## 950 FEMALE       BACHELOR  40645.00
## 951 FEMALE    HIGH SCHOOL  33255.00
## 952   MALE LT HIGH SCHOOL  60967.50
## 953   MALE       BACHELOR  60967.50
## 954   MALE       GRADUATE 158656.95
## 955 FEMALE JUNIOR COLLEGE  33255.00
## 956 FEMALE JUNIOR COLLEGE  17551.25
## 957 FEMALE LT HIGH SCHOOL  12008.75
## 958 FEMALE    HIGH SCHOOL   4064.50
## 959 FEMALE    HIGH SCHOOL  20322.50
## 960 FEMALE    HIGH SCHOOL  33255.00
## 961   MALE JUNIOR COLLEGE  15703.75
## 962   MALE    HIGH SCHOOL  12008.75
## 963   MALE       BACHELOR  33255.00
## 964   MALE    HIGH SCHOOL  15703.75
## 965 FEMALE    HIGH SCHOOL  17551.25
## 966   MALE    HIGH SCHOOL  40645.00
## 967   MALE    HIGH SCHOOL  33255.00
## 968 FEMALE       BACHELOR 158656.95
## 969   MALE JUNIOR COLLEGE  49882.50
## 970 FEMALE    HIGH SCHOOL  20322.50
## 971 FEMALE    HIGH SCHOOL  17551.25
## 972 FEMALE    HIGH SCHOOL  17551.25
## 973 FEMALE    HIGH SCHOOL  20322.50
## 974 FEMALE    HIGH SCHOOL   5542.50
## 975   MALE    HIGH SCHOOL  20322.50
## 976 FEMALE JUNIOR COLLEGE  17551.25
## 977   MALE    HIGH SCHOOL  24017.50
## 978   MALE JUNIOR COLLEGE  33255.00
## 979 FEMALE    HIGH SCHOOL  13856.25
## 980   MALE       GRADUATE  40645.00
## 981 FEMALE       BACHELOR  17551.25
## 982 FEMALE    HIGH SCHOOL   8313.75
## 983 FEMALE       BACHELOR   6651.00
## 984 FEMALE    HIGH SCHOOL  24017.50
## 985   MALE       BACHELOR  24017.50
## 986   MALE       BACHELOR  33255.00
## 987 FEMALE       BACHELOR  33255.00
## 988   MALE       BACHELOR  40645.00
## 989   MALE    HIGH SCHOOL  33255.00
## 990   MALE    HIGH SCHOOL   1478.00
## 991   MALE    HIGH SCHOOL  33255.00
## 992   MALE    HIGH SCHOOL   8313.75
## 993   MALE    HIGH SCHOOL  27712.50
## 994 FEMALE    HIGH SCHOOL  15703.75
# Drop a column
gss |>
  dplyr::select(-income)
##       id    sex         degree       marital age height weight hrswrk
## 1      1   MALE       BACHELOR      DIVORCED  53     72    190     60
## 2      2 FEMALE       BACHELOR       MARRIED  26     60     97     40
## 3      4 FEMALE       BACHELOR       MARRIED  56     68    160     20
## 4     14 FEMALE    HIGH SCHOOL       MARRIED  40     65    156     37
## 5     16   MALE    HIGH SCHOOL       MARRIED  56     66    210      6
## 6     19   MALE LT HIGH SCHOOL       MARRIED  51     68    170     50
## 7     21 FEMALE    HIGH SCHOOL      DIVORCED  30     62    115     38
## 8     27   MALE    HIGH SCHOOL     SEPARATED  35     70    180     40
## 9     28   MALE       BACHELOR       MARRIED  57     71    225     40
## 10    30   MALE       BACHELOR      DIVORCED  54     71    165     40
## 11    32 FEMALE       BACHELOR      DIVORCED  61     64    128     40
## 12    38   MALE    HIGH SCHOOL      DIVORCED  31     67    150     39
## 13    40   MALE       BACHELOR       MARRIED  35     69    200     50
## 14    44   MALE    HIGH SCHOOL NEVER MARRIED  26     76    165     45
## 15    45 FEMALE       BACHELOR     SEPARATED  50     67    188     60
## 16    46 FEMALE    HIGH SCHOOL NEVER MARRIED  43     68    150     40
## 17    47   MALE JUNIOR COLLEGE NEVER MARRIED  30     72    185     45
## 18    48   MALE    HIGH SCHOOL       MARRIED  59     70    175     40
## 19    49 FEMALE       GRADUATE       MARRIED  32     66    160     40
## 20    50   MALE    HIGH SCHOOL       MARRIED  32     66    170     40
## 21    51 FEMALE       GRADUATE       MARRIED  52     63    143     40
## 22    52   MALE       BACHELOR       MARRIED  42     68    230     40
## 23    53   MALE JUNIOR COLLEGE       MARRIED  29     73    245     60
## 24    56 FEMALE       BACHELOR NEVER MARRIED  24     65    118     16
## 25    59 FEMALE       BACHELOR NEVER MARRIED  56     66    148     30
## 26    61   MALE       GRADUATE NEVER MARRIED  51     70    190     14
## 27    64 FEMALE       GRADUATE NEVER MARRIED  47     64    123     40
## 28    68   MALE       GRADUATE      DIVORCED  57     71    180     70
## 29    70   MALE    HIGH SCHOOL NEVER MARRIED  32     67    165     40
## 30    75 FEMALE       GRADUATE       MARRIED  39     69    210     60
## 31    77   MALE       BACHELOR       MARRIED  54     70    200     60
## 32    81   MALE LT HIGH SCHOOL       MARRIED  51     72    197     45
## 33    89   MALE    HIGH SCHOOL NEVER MARRIED  25     74    215     65
## 34    90 FEMALE JUNIOR COLLEGE NEVER MARRIED  48     70    154     35
## 35    91   MALE JUNIOR COLLEGE NEVER MARRIED  45     70    150     45
## 36    94 FEMALE LT HIGH SCHOOL NEVER MARRIED  24     65    190     15
## 37   101 FEMALE    HIGH SCHOOL NEVER MARRIED  43     68    185     56
## 38   102   MALE       GRADUATE NEVER MARRIED  32     75    180     55
## 39   106   MALE       BACHELOR       MARRIED  41     65    170     50
## 40   109   MALE       GRADUATE       MARRIED  42     69    175     40
## 41   113 FEMALE    HIGH SCHOOL       MARRIED  29     69    180     50
## 42   114   MALE    HIGH SCHOOL NEVER MARRIED  28     72    220     50
## 43   116 FEMALE       GRADUATE NEVER MARRIED  35     67    150     50
## 44   118   MALE       BACHELOR NEVER MARRIED  30     68    170     40
## 45   120 FEMALE       BACHELOR NEVER MARRIED  58     62    110     40
## 46   123 FEMALE       BACHELOR NEVER MARRIED  56     66    165     30
## 47   125   MALE    HIGH SCHOOL NEVER MARRIED  32     69    160     40
## 48   128   MALE       GRADUATE       MARRIED  38     68    160     60
## 49   131   MALE    HIGH SCHOOL     SEPARATED  47     73    156     37
## 50   132   MALE       BACHELOR       MARRIED  53     74    182     40
## 51   137   MALE       GRADUATE       MARRIED  61     78    255     30
## 52   140 FEMALE       BACHELOR       MARRIED  57     65    134     40
## 53   141 FEMALE    HIGH SCHOOL NEVER MARRIED  29     70    250     37
## 54   143   MALE    HIGH SCHOOL NEVER MARRIED  21     67    135     40
## 55   147   MALE    HIGH SCHOOL     SEPARATED  37     72    200     89
## 56   149 FEMALE       BACHELOR NEVER MARRIED  37     66    319     36
## 57   151 FEMALE       BACHELOR      DIVORCED  74     62    137     24
## 58   153   MALE    HIGH SCHOOL       MARRIED  54     69    186     60
## 59   154   MALE    HIGH SCHOOL NEVER MARRIED  23     72    180     40
## 60   155 FEMALE LT HIGH SCHOOL       MARRIED  25     60     92     30
## 61   157   MALE JUNIOR COLLEGE       MARRIED  48     72    205     60
## 62   161   MALE LT HIGH SCHOOL       MARRIED  54     70    190     60
## 63   164   MALE    HIGH SCHOOL NEVER MARRIED  23     68    200     48
## 64   165 FEMALE    HIGH SCHOOL      DIVORCED  63     64    120     40
## 65   171 FEMALE       BACHELOR      DIVORCED  59     70    160      1
## 66   172 FEMALE       GRADUATE NEVER MARRIED  45     64    190     40
## 67   173   MALE JUNIOR COLLEGE       MARRIED  55     70    193     50
## 68   178 FEMALE    HIGH SCHOOL NEVER MARRIED  20     64    147     31
## 69   179   MALE       GRADUATE     SEPARATED  63     75    250     20
## 70   180 FEMALE       GRADUATE      DIVORCED  71     62    102     40
## 71   181   MALE    HIGH SCHOOL NEVER MARRIED  37     70    235     60
## 72   184   MALE    HIGH SCHOOL NEVER MARRIED  46     70    210     48
## 73   186 FEMALE    HIGH SCHOOL      DIVORCED  45     66    130     35
## 74   187   MALE    HIGH SCHOOL      DIVORCED  62     62    162     40
## 75   190   MALE    HIGH SCHOOL NEVER MARRIED  31     74    239     40
## 76   191   MALE       BACHELOR NEVER MARRIED  37     73    218     40
## 77   194 FEMALE LT HIGH SCHOOL       MARRIED  54     60    126     20
## 78   195 FEMALE    HIGH SCHOOL NEVER MARRIED  36     66    208     40
## 79   199 FEMALE    HIGH SCHOOL NEVER MARRIED  20     62    160     25
## 80   200   MALE    HIGH SCHOOL       MARRIED  41     66    150     40
## 81   205   MALE       BACHELOR       MARRIED  46     67    170     45
## 82   206   MALE LT HIGH SCHOOL       MARRIED  50     67    201     40
## 83   207 FEMALE    HIGH SCHOOL     SEPARATED  34     57    142     32
## 84   209   MALE LT HIGH SCHOOL       MARRIED  35     66    180     50
## 85   211 FEMALE LT HIGH SCHOOL       MARRIED  53     63    117     28
## 86   215 FEMALE LT HIGH SCHOOL       MARRIED  35     59    140     40
## 87   218   MALE    HIGH SCHOOL       MARRIED  46     74    197     65
## 88   222 FEMALE    HIGH SCHOOL       MARRIED  61     59    120     32
## 89   223   MALE    HIGH SCHOOL       MARRIED  56     70    150     37
## 90   225 FEMALE       BACHELOR NEVER MARRIED  24     66    123     40
## 91   226   MALE    HIGH SCHOOL       MARRIED  69     69    173     45
## 92   229   MALE    HIGH SCHOOL       WIDOWED  43     74    230     14
## 93   232   MALE       GRADUATE      DIVORCED  69     72    240      8
## 94   234 FEMALE       BACHELOR       MARRIED  41     67    168     40
## 95   242 FEMALE       GRADUATE NEVER MARRIED  51     62    170     60
## 96   244 FEMALE    HIGH SCHOOL       MARRIED  45     60    103     44
## 97   245   MALE LT HIGH SCHOOL       MARRIED  58     71    150     40
## 98   251 FEMALE       BACHELOR       MARRIED  58     63    128     50
## 99   252   MALE       BACHELOR       MARRIED  72     65    142     48
## 100  256   MALE    HIGH SCHOOL       MARRIED  58     71    186     40
## 101  259   MALE JUNIOR COLLEGE      DIVORCED  43     73    190     60
## 102  263 FEMALE LT HIGH SCHOOL       MARRIED  25     62    177     40
## 103  270 FEMALE       GRADUATE       MARRIED  46     68    160     40
## 104  271   MALE JUNIOR COLLEGE       MARRIED  43     68    166     40
## 105  274   MALE    HIGH SCHOOL      DIVORCED  48     74    180     40
## 106  275 FEMALE    HIGH SCHOOL NEVER MARRIED  48     61    182     40
## 107  277 FEMALE    HIGH SCHOOL NEVER MARRIED  29     63    130     20
## 108  283   MALE       GRADUATE       MARRIED  32     68    165     50
## 109  287 FEMALE    HIGH SCHOOL     SEPARATED  26     65    135     30
## 110  289 FEMALE LT HIGH SCHOOL       MARRIED  39     62    170     40
## 111  290   MALE    HIGH SCHOOL NEVER MARRIED  20     68    230     40
## 112  292 FEMALE    HIGH SCHOOL       MARRIED  57     61    130     20
## 113  295   MALE    HIGH SCHOOL NEVER MARRIED  31     70    165     65
## 114  302   MALE    HIGH SCHOOL NEVER MARRIED  26     68    135     35
## 115  304   MALE       BACHELOR       MARRIED  60     74    220     60
## 116  312 FEMALE       GRADUATE       MARRIED  30     66    150     47
## 117  315 FEMALE    HIGH SCHOOL       WIDOWED  40     68    160     22
## 118  316   MALE    HIGH SCHOOL NEVER MARRIED  25     69    150     40
## 119  319 FEMALE LT HIGH SCHOOL NEVER MARRIED  31     62    171     40
## 120  324   MALE       BACHELOR       MARRIED  58     70    165     40
## 121  325 FEMALE JUNIOR COLLEGE       MARRIED  54     64    135     32
## 122  328 FEMALE    HIGH SCHOOL      DIVORCED  34     60    140     15
## 123  331   MALE    HIGH SCHOOL       MARRIED  66     62    175     51
## 124  333 FEMALE    HIGH SCHOOL NEVER MARRIED  53     66    250     40
## 125  341 FEMALE    HIGH SCHOOL NEVER MARRIED  39     62    170     40
## 126  343   MALE       BACHELOR       MARRIED  50     68    190     60
## 127  345 FEMALE       BACHELOR       MARRIED  45     64    165     40
## 128  346   MALE LT HIGH SCHOOL      DIVORCED  47     72    210     70
## 129  348   MALE    HIGH SCHOOL       MARRIED  36     71    200     70
## 130  349   MALE    HIGH SCHOOL       MARRIED  38     72    200     60
## 131  351   MALE       GRADUATE       MARRIED  70     71    195     15
## 132  353 FEMALE    HIGH SCHOOL       MARRIED  53     67    210     38
## 133  355   MALE       BACHELOR       MARRIED  29     73    240     50
## 134  358 FEMALE    HIGH SCHOOL       MARRIED  35     67    149     23
## 135  359 FEMALE LT HIGH SCHOOL NEVER MARRIED  35     67    235     48
## 136  361 FEMALE    HIGH SCHOOL       WIDOWED  57     69    185     28
## 137  362   MALE    HIGH SCHOOL      DIVORCED  40     74    230     50
## 138  363 FEMALE    HIGH SCHOOL       MARRIED  32     70    296     27
## 139  364 FEMALE       BACHELOR NEVER MARRIED  30     71    175     40
## 140  366   MALE       BACHELOR       MARRIED  49     71    195     60
## 141  369 FEMALE       BACHELOR       MARRIED  49     68    170     50
## 142  372   MALE       GRADUATE       MARRIED  67     63    150     40
## 143  374   MALE    HIGH SCHOOL       MARRIED  65     68    185     89
## 144  376   MALE       BACHELOR       MARRIED  63     70    182     20
## 145  377   MALE    HIGH SCHOOL       MARRIED  60     69    200     50
## 146  379   MALE       BACHELOR       MARRIED  49     66    150     50
## 147  380 FEMALE       GRADUATE       MARRIED  36     69    140     40
## 148  383   MALE       GRADUATE       MARRIED  57     67    190     24
## 149  385   MALE LT HIGH SCHOOL NEVER MARRIED  39     66    170     40
## 150  386   MALE    HIGH SCHOOL       MARRIED  33     63    140     80
## 151  392   MALE    HIGH SCHOOL      DIVORCED  55     74    226     50
## 152  393 FEMALE JUNIOR COLLEGE NEVER MARRIED  22     61    125     40
## 153  396 FEMALE       BACHELOR      DIVORCED  58     66    165     16
## 154  398 FEMALE       GRADUATE      DIVORCED  36     66    150     60
## 155  402   MALE    HIGH SCHOOL      DIVORCED  58     67    163     60
## 156  403 FEMALE    HIGH SCHOOL       MARRIED  52     64    230     42
## 157  405   MALE       BACHELOR       MARRIED  70     70    180     45
## 158  407 FEMALE       BACHELOR       MARRIED  31     70    180     50
## 159  409 FEMALE       GRADUATE       MARRIED  60     67    155     40
## 160  411   MALE       GRADUATE       MARRIED  35     71    164     50
## 161  412 FEMALE    HIGH SCHOOL NEVER MARRIED  72     66    160     37
## 162  414   MALE    HIGH SCHOOL       MARRIED  49     67    190     30
## 163  417 FEMALE       BACHELOR       MARRIED  37     59    152     15
## 164  418 FEMALE       BACHELOR       MARRIED  35     69    150     45
## 165  419 FEMALE    HIGH SCHOOL       WIDOWED  62     66    247     40
## 166  420   MALE    HIGH SCHOOL NEVER MARRIED  32     69    246     40
## 167  430   MALE       BACHELOR NEVER MARRIED  25     70    155     45
## 168  435   MALE    HIGH SCHOOL       MARRIED  41     69    180     66
## 169  436   MALE       GRADUATE       MARRIED  56     67    168     60
## 170  438 FEMALE       BACHELOR NEVER MARRIED  25     66    136     60
## 171  439   MALE       BACHELOR NEVER MARRIED  24     72    165     15
## 172  440 FEMALE       GRADUATE NEVER MARRIED  25     62    138     10
## 173  444   MALE       GRADUATE NEVER MARRIED  44     73    175     50
## 174  445   MALE    HIGH SCHOOL       WIDOWED  78     69    210     23
## 175  446   MALE       GRADUATE       MARRIED  59     73    260     30
## 176  447   MALE       BACHELOR       MARRIED  65     68    180     60
## 177  449 FEMALE       GRADUATE       MARRIED  60     65    144     40
## 178  450   MALE       BACHELOR       MARRIED  50     68    165     40
## 179  455   MALE       BACHELOR       MARRIED  28     71    160     50
## 180  470 FEMALE JUNIOR COLLEGE      DIVORCED  55     65    195     10
## 181  471   MALE       BACHELOR NEVER MARRIED  28     69    180     42
## 182  474 FEMALE    HIGH SCHOOL NEVER MARRIED  24     69    215     47
## 183  476 FEMALE JUNIOR COLLEGE      DIVORCED  40     61    140     48
## 184  477 FEMALE       BACHELOR       MARRIED  55     63    225     40
## 185  479 FEMALE       BACHELOR      DIVORCED  52     67    150     40
## 186  480   MALE    HIGH SCHOOL       MARRIED  63     66    265     40
## 187  482   MALE       BACHELOR       MARRIED  38     73    220     50
## 188  486 FEMALE       GRADUATE       MARRIED  60     67    147     60
## 189  488 FEMALE       GRADUATE       MARRIED  54     64    135     24
## 190  489   MALE       GRADUATE       MARRIED  38     71    200     50
## 191  490 FEMALE       GRADUATE       MARRIED  47     69    180     30
## 192  492   MALE       BACHELOR NEVER MARRIED  25     76    200     55
## 193  495 FEMALE       GRADUATE       MARRIED  57     63    145     32
## 194  496 FEMALE    HIGH SCHOOL NEVER MARRIED  21     63    135     28
## 195  497   MALE    HIGH SCHOOL NEVER MARRIED  66     70    190     40
## 196  499 FEMALE       GRADUATE       MARRIED  50     61    108     50
## 197  500 FEMALE    HIGH SCHOOL       MARRIED  65     63    132     40
## 198  503   MALE       GRADUATE      DIVORCED  65     75    220     40
## 199  504   MALE       BACHELOR       MARRIED  54     72    230     50
## 200  505   MALE       GRADUATE       WIDOWED  63     70    150      1
## 201  506   MALE       BACHELOR      DIVORCED  66     74    220     50
## 202  509   MALE LT HIGH SCHOOL       MARRIED  36     65    140     40
## 203  510 FEMALE    HIGH SCHOOL      DIVORCED  58     65    175     56
## 204  516 FEMALE       BACHELOR NEVER MARRIED  69     66    213     35
## 205  518   MALE    HIGH SCHOOL       MARRIED  32     72    260     50
## 206  520   MALE    HIGH SCHOOL NEVER MARRIED  31     69    175     40
## 207  521 FEMALE       BACHELOR       MARRIED  56     59    145     50
## 208  526   MALE LT HIGH SCHOOL       MARRIED  50     71    180     40
## 209  529   MALE    HIGH SCHOOL NEVER MARRIED  60     71    165     40
## 210  530   MALE    HIGH SCHOOL       MARRIED  40     64    143     40
## 211  531   MALE       BACHELOR NEVER MARRIED  28     66    212     40
## 212  532 FEMALE       GRADUATE NEVER MARRIED  43     69    160     60
## 213  534 FEMALE LT HIGH SCHOOL NEVER MARRIED  41     61    135     40
## 214  537 FEMALE    HIGH SCHOOL       MARRIED  33     60    137     16
## 215  538 FEMALE       BACHELOR NEVER MARRIED  42     68    158     50
## 216  539   MALE       BACHELOR NEVER MARRIED  29     69    155     40
## 217  541   MALE       GRADUATE       MARRIED  44     70    180     40
## 218  544 FEMALE       BACHELOR       MARRIED  30     67    135     40
## 219  545   MALE    HIGH SCHOOL       MARRIED  33     71    210     32
## 220  547 FEMALE       BACHELOR       MARRIED  37     63    165     30
## 221  556 FEMALE    HIGH SCHOOL      DIVORCED  43     72    209     45
## 222  560 FEMALE       BACHELOR       MARRIED  49     68    178     32
## 223  564   MALE    HIGH SCHOOL       MARRIED  53     74    256     40
## 224  567 FEMALE       BACHELOR       MARRIED  30     63    110     50
## 225  572   MALE LT HIGH SCHOOL       MARRIED  55     69    169     40
## 226  573 FEMALE    HIGH SCHOOL NEVER MARRIED  55     65    173     40
## 227  574   MALE    HIGH SCHOOL       MARRIED  54     66    200     35
## 228  585 FEMALE    HIGH SCHOOL       MARRIED  70     62    130     36
## 229  586   MALE    HIGH SCHOOL      DIVORCED  47     72    225     89
## 230  587   MALE       BACHELOR       MARRIED  47     71    200     50
## 231  591 FEMALE    HIGH SCHOOL      DIVORCED  42     66    215     40
## 232  592 FEMALE       GRADUATE       MARRIED  56     73    188     40
## 233  602 FEMALE    HIGH SCHOOL       MARRIED  53     66    180     40
## 234  604   MALE       BACHELOR       WIDOWED  66     71    155     20
## 235  605   MALE    HIGH SCHOOL NEVER MARRIED  30     67    160     40
## 236  611   MALE       BACHELOR       MARRIED  57     72    205     40
## 237  612   MALE    HIGH SCHOOL       MARRIED  58     70    205     60
## 238  613   MALE    HIGH SCHOOL      DIVORCED  47     72    202     40
## 239  615   MALE       BACHELOR       MARRIED  29     68    165     40
## 240  616   MALE       BACHELOR       MARRIED  36     70    155     40
## 241  619   MALE    HIGH SCHOOL NEVER MARRIED  26     75    200     50
## 242  620   MALE       BACHELOR       MARRIED  64     67    170     40
## 243  625 FEMALE    HIGH SCHOOL NEVER MARRIED  47     67    150     40
## 244  632   MALE    HIGH SCHOOL NEVER MARRIED  41     70    195     42
## 245  633   MALE       GRADUATE NEVER MARRIED  35     62    141     40
## 246  636   MALE    HIGH SCHOOL NEVER MARRIED  30     65    140     40
## 247  642 FEMALE       BACHELOR       MARRIED  42     62    135     26
## 248  646   MALE    HIGH SCHOOL       MARRIED  53     70    180     65
## 249  648 FEMALE       BACHELOR NEVER MARRIED  37     61    170     50
## 250  649 FEMALE    HIGH SCHOOL       MARRIED  46     66    175     65
## 251  654   MALE    HIGH SCHOOL      DIVORCED  51     72    217     63
## 252  657 FEMALE    HIGH SCHOOL      DIVORCED  31     70    258     30
## 253  659 FEMALE    HIGH SCHOOL       MARRIED  61     65    186     40
## 254  660 FEMALE    HIGH SCHOOL       WIDOWED  62     64    155     40
## 255  662   MALE    HIGH SCHOOL NEVER MARRIED  54     69    260     50
## 256  666 FEMALE    HIGH SCHOOL       MARRIED  27     65    180     36
## 257  669 FEMALE    HIGH SCHOOL      DIVORCED  59     66    177     60
## 258  674   MALE    HIGH SCHOOL       MARRIED  40     70    186     42
## 259  675   MALE LT HIGH SCHOOL       MARRIED  33     64    208     40
## 260  681 FEMALE    HIGH SCHOOL       MARRIED  32     62    138     50
## 261  682   MALE    HIGH SCHOOL NEVER MARRIED  32     72    198     50
## 262  685   MALE    HIGH SCHOOL       MARRIED  60     70    230     50
## 263  686 FEMALE LT HIGH SCHOOL NEVER MARRIED  59     62    165     42
## 264  687 FEMALE       GRADUATE       MARRIED  47     67    127     24
## 265  688 FEMALE JUNIOR COLLEGE NEVER MARRIED  57     63    161     55
## 266  690   MALE       GRADUATE      DIVORCED  65     69    200     60
## 267  691 FEMALE       BACHELOR       MARRIED  61     67    170      8
## 268  695 FEMALE    HIGH SCHOOL NEVER MARRIED  26     63     98     40
## 269  697   MALE       BACHELOR       MARRIED  27     72    150     50
## 270  701   MALE       GRADUATE NEVER MARRIED  39     69    180     40
## 271  704 FEMALE    HIGH SCHOOL NEVER MARRIED  40     67    150     40
## 272  705   MALE JUNIOR COLLEGE      DIVORCED  48     67    170     60
## 273  710 FEMALE JUNIOR COLLEGE       MARRIED  30     67    185     35
## 274  714   MALE       BACHELOR       MARRIED  61     69    200     40
## 275  715   MALE       BACHELOR       MARRIED  50     69    210     25
## 276  718 FEMALE    HIGH SCHOOL NEVER MARRIED  27     60    145     21
## 277  719   MALE    HIGH SCHOOL NEVER MARRIED  21     73    195     35
## 278  720 FEMALE       BACHELOR NEVER MARRIED  29     66    150     24
## 279  722   MALE    HIGH SCHOOL     SEPARATED  32     67    149     60
## 280  724   MALE JUNIOR COLLEGE NEVER MARRIED  37     75    200     36
## 281  729 FEMALE       BACHELOR      DIVORCED  53     66    150     40
## 282  731   MALE       BACHELOR       MARRIED  53     68    178     50
## 283  733 FEMALE       GRADUATE      DIVORCED  58     63    156     40
## 284  734   MALE       BACHELOR       MARRIED  50     71    215     40
## 285  738 FEMALE    HIGH SCHOOL NEVER MARRIED  26     65    180     40
## 286  741 FEMALE       BACHELOR       MARRIED  38     64    208     35
## 287  746 FEMALE JUNIOR COLLEGE     SEPARATED  32     69    280     40
## 288  748 FEMALE       BACHELOR       MARRIED  48     60    120     48
## 289  750   MALE LT HIGH SCHOOL       MARRIED  45     66    170     40
## 290  756 FEMALE    HIGH SCHOOL NEVER MARRIED  39     68    190     37
## 291  758   MALE    HIGH SCHOOL       MARRIED  54     65    150     56
## 292  761 FEMALE LT HIGH SCHOOL       MARRIED  50     64    179     40
## 293  765 FEMALE    HIGH SCHOOL     SEPARATED  53     63    153     40
## 294  767   MALE    HIGH SCHOOL       MARRIED  75     71    205     40
## 295  769 FEMALE       BACHELOR       WIDOWED  63     65    206      8
## 296  770   MALE       GRADUATE       MARRIED  43     73    210     60
## 297  771   MALE       GRADUATE NEVER MARRIED  31     69    180     50
## 298  773   MALE       GRADUATE NEVER MARRIED  74     73    195     20
## 299  777 FEMALE JUNIOR COLLEGE NEVER MARRIED  24     60    122     60
## 300  778   MALE    HIGH SCHOOL      DIVORCED  40     64    160     40
## 301  781   MALE    HIGH SCHOOL NEVER MARRIED  33     64    160     60
## 302  782   MALE    HIGH SCHOOL      DIVORCED  42     69    195     60
## 303  787 FEMALE       GRADUATE       MARRIED  60     64    160     50
## 304  789   MALE       GRADUATE NEVER MARRIED  35     70    185     75
## 305  798   MALE    HIGH SCHOOL NEVER MARRIED  26     69    162     60
## 306  801 FEMALE    HIGH SCHOOL       WIDOWED  51     61    125     30
## 307  803 FEMALE    HIGH SCHOOL       MARRIED  58     64    140     48
## 308  805 FEMALE    HIGH SCHOOL      DIVORCED  57     66    210     60
## 309  806   MALE       BACHELOR       MARRIED  47     67    150     60
## 310  810   MALE LT HIGH SCHOOL NEVER MARRIED  54     67    155     85
## 311  814   MALE    HIGH SCHOOL NEVER MARRIED  22     71    185     39
## 312  815 FEMALE JUNIOR COLLEGE NEVER MARRIED  30     62    112     15
## 313  818 FEMALE    HIGH SCHOOL       MARRIED  56     61    170     40
## 314  820 FEMALE    HIGH SCHOOL NEVER MARRIED  55     66    250     37
## 315  821   MALE    HIGH SCHOOL NEVER MARRIED  27     71    220     50
## 316  826 FEMALE LT HIGH SCHOOL     SEPARATED  52     67    175     25
## 317  827 FEMALE JUNIOR COLLEGE NEVER MARRIED  36     67    185     60
## 318  829 FEMALE    HIGH SCHOOL       MARRIED  31     64    170     40
## 319  831   MALE       BACHELOR       MARRIED  58     73    410     40
## 320  833 FEMALE    HIGH SCHOOL NEVER MARRIED  23     66    275     36
## 321  836 FEMALE JUNIOR COLLEGE NEVER MARRIED  19     64    162     40
## 322  838 FEMALE       BACHELOR       MARRIED  40     66    135     40
## 323  840 FEMALE    HIGH SCHOOL       MARRIED  44     64    158     40
## 324  841   MALE JUNIOR COLLEGE       MARRIED  54     71    160     55
## 325  843   MALE       GRADUATE      DIVORCED  68     65    164     40
## 326  846 FEMALE JUNIOR COLLEGE       MARRIED  39     63    140     20
## 327  849 FEMALE JUNIOR COLLEGE      DIVORCED  56     67    127     40
## 328  851 FEMALE JUNIOR COLLEGE       MARRIED  28     68    200     30
## 329  855   MALE    HIGH SCHOOL       MARRIED  29     75    183     40
## 330  859 FEMALE JUNIOR COLLEGE NEVER MARRIED  34     69    180     15
## 331  860 FEMALE       BACHELOR       MARRIED  29     68    142     40
## 332  862 FEMALE       GRADUATE NEVER MARRIED  60     66    145     24
## 333  863 FEMALE       GRADUATE NEVER MARRIED  29     66    150     21
## 334  866   MALE    HIGH SCHOOL       MARRIED  58     71    158     80
## 335  868   MALE       BACHELOR       MARRIED  35     66    190     42
## 336  871   MALE    HIGH SCHOOL       MARRIED  53     70    170     40
## 337  872   MALE       GRADUATE       MARRIED  52     70    184     60
## 338  873 FEMALE    HIGH SCHOOL NEVER MARRIED  41     68    150     36
## 339  874   MALE       BACHELOR      DIVORCED  42     72    160     48
## 340  877 FEMALE       BACHELOR       MARRIED  40     62    150     60
## 341  880   MALE       GRADUATE       MARRIED  34     72    225     65
## 342  881 FEMALE LT HIGH SCHOOL      DIVORCED  58     62    175     20
## 343  882 FEMALE    HIGH SCHOOL NEVER MARRIED  23     62    145     40
## 344  884 FEMALE    HIGH SCHOOL NEVER MARRIED  53     59    155     45
## 345  887 FEMALE JUNIOR COLLEGE NEVER MARRIED  22     66    215     24
## 346  890 FEMALE    HIGH SCHOOL       MARRIED  60     70    175     40
## 347  891 FEMALE    HIGH SCHOOL NEVER MARRIED  28     66    125     37
## 348  893   MALE    HIGH SCHOOL NEVER MARRIED  37     73    175     40
## 349  895   MALE       BACHELOR       MARRIED  25     76    205     60
## 350  897 FEMALE       BACHELOR       MARRIED  38     64    215     28
## 351  899 FEMALE       BACHELOR NEVER MARRIED  43     67    250     40
## 352  900   MALE    HIGH SCHOOL NEVER MARRIED  34     69    160     45
## 353  901   MALE    HIGH SCHOOL       MARRIED  39     74    315     40
## 354  904 FEMALE    HIGH SCHOOL      DIVORCED  34     67    195     40
## 355  905   MALE    HIGH SCHOOL       MARRIED  34     67    162     40
## 356  907 FEMALE    HIGH SCHOOL      DIVORCED  59     62    115     40
## 357  909 FEMALE    HIGH SCHOOL NEVER MARRIED  32     62    170     40
## 358  911 FEMALE    HIGH SCHOOL      DIVORCED  65     66    160     40
## 359  914 FEMALE LT HIGH SCHOOL NEVER MARRIED  44     64    224     20
## 360  915   MALE    HIGH SCHOOL NEVER MARRIED  44     65    155     40
## 361  918   MALE JUNIOR COLLEGE      DIVORCED  38     66    155     45
## 362  919 FEMALE    HIGH SCHOOL      DIVORCED  58     67    202     57
## 363  921   MALE       BACHELOR       MARRIED  53     71    150     40
## 364  923   MALE       BACHELOR       MARRIED  55     69    175     37
## 365  924   MALE       BACHELOR       MARRIED  51     70    180     45
## 366  930 FEMALE       BACHELOR NEVER MARRIED  38     68    154     56
## 367  932   MALE    HIGH SCHOOL      DIVORCED  56     68    170     60
## 368  935   MALE       BACHELOR       MARRIED  32     69    165     45
## 369  941   MALE    HIGH SCHOOL       MARRIED  24     70    125     40
## 370  944   MALE    HIGH SCHOOL      DIVORCED  42     71    160     52
## 371  947 FEMALE       GRADUATE       MARRIED  36     62    110     55
## 372  950   MALE JUNIOR COLLEGE      DIVORCED  41     73    230     89
## 373  953   MALE       GRADUATE       MARRIED  40     71    187     50
## 374  955   MALE    HIGH SCHOOL       MARRIED  43     67    207     60
## 375  956 FEMALE JUNIOR COLLEGE      DIVORCED  59     64    160     32
## 376  957 FEMALE    HIGH SCHOOL       MARRIED  40     62    160     27
## 377  958   MALE       BACHELOR      DIVORCED  53     77    365     65
## 378  961 FEMALE    HIGH SCHOOL       MARRIED  29     64    140     40
## 379  962   MALE JUNIOR COLLEGE NEVER MARRIED  30     72    165     40
## 380  963   MALE    HIGH SCHOOL      DIVORCED  59     72    235     70
## 381  965   MALE       BACHELOR NEVER MARRIED  29     70    180     40
## 382  969 FEMALE       GRADUATE       MARRIED  48     66    105     10
## 383  970   MALE       BACHELOR       MARRIED  64     73    190      1
## 384  971 FEMALE       BACHELOR       MARRIED  49     68    140     50
## 385  973 FEMALE    HIGH SCHOOL       MARRIED  62     63    130      2
## 386  974   MALE       BACHELOR NEVER MARRIED  42     72    185     48
## 387  978   MALE    HIGH SCHOOL      DIVORCED  54     72    180     15
## 388  980 FEMALE JUNIOR COLLEGE       MARRIED  56     64    168     20
## 389  982 FEMALE       BACHELOR NEVER MARRIED  23     64    200     38
## 390  985   MALE    HIGH SCHOOL NEVER MARRIED  49     73    190     30
## 391  987 FEMALE    HIGH SCHOOL       MARRIED  68     63    170     32
## 392  988   MALE LT HIGH SCHOOL       MARRIED  63     70    175     40
## 393  989 FEMALE       BACHELOR       MARRIED  39     58     90      4
## 394  991   MALE       BACHELOR       MARRIED  55     74    213     65
## 395  993   MALE    HIGH SCHOOL NEVER MARRIED  42     70    145     46
## 396  999 FEMALE    HIGH SCHOOL NEVER MARRIED  53     68    320     60
## 397 1000 FEMALE JUNIOR COLLEGE NEVER MARRIED  56     69    190     34
## 398 1001   MALE    HIGH SCHOOL NEVER MARRIED  35     72    180     57
## 399 1002 FEMALE    HIGH SCHOOL NEVER MARRIED  23     61    180     80
## 400 1005   MALE    HIGH SCHOOL NEVER MARRIED  29     67    245     40
## 401 1007   MALE    HIGH SCHOOL       MARRIED  56     72    202     50
## 402 1014   MALE LT HIGH SCHOOL      DIVORCED  53     66    145     44
## 403 1019 FEMALE       GRADUATE NEVER MARRIED  66     67    150     40
## 404 1020 FEMALE    HIGH SCHOOL NEVER MARRIED  40     62    130     40
## 405 1022 FEMALE    HIGH SCHOOL       MARRIED  50     67    185     40
## 406 1023 FEMALE    HIGH SCHOOL       MARRIED  50     61    147     50
## 407 1026   MALE    HIGH SCHOOL NEVER MARRIED  41     68    165     48
## 408 1027 FEMALE    HIGH SCHOOL NEVER MARRIED  39     59    135     40
## 409 1030   MALE    HIGH SCHOOL      DIVORCED  55     70    180     42
## 410 1032   MALE       GRADUATE       MARRIED  47     68    185     60
## 411 1033   MALE       GRADUATE       MARRIED  60     69    186     70
## 412 1036 FEMALE       GRADUATE       MARRIED  48     65    165     40
## 413 1037 FEMALE       GRADUATE       MARRIED  30     61    129     50
## 414 1039 FEMALE    HIGH SCHOOL      DIVORCED  58     63    147     40
## 415 1041 FEMALE    HIGH SCHOOL       MARRIED  57     64    141     50
## 416 1042 FEMALE    HIGH SCHOOL       MARRIED  66     59    113     35
## 417 1045 FEMALE    HIGH SCHOOL       MARRIED  54     64    160     40
## 418 1053 FEMALE JUNIOR COLLEGE      DIVORCED  47     68    152     75
## 419 1057   MALE       GRADUATE NEVER MARRIED  44     68    160     42
## 420 1059   MALE       BACHELOR       WIDOWED  57     72    230     40
## 421 1061   MALE    HIGH SCHOOL       WIDOWED  60     73    250     50
## 422 1066   MALE LT HIGH SCHOOL       MARRIED  59     64    140     40
## 423 1068 FEMALE    HIGH SCHOOL      DIVORCED  59     66    135     80
## 424 1070 FEMALE    HIGH SCHOOL       MARRIED  51     67    190     80
## 425 1071 FEMALE JUNIOR COLLEGE      DIVORCED  42     63    132     32
## 426 1076 FEMALE JUNIOR COLLEGE      DIVORCED  25     60    212     40
## 427 1081 FEMALE    HIGH SCHOOL       MARRIED  35     61    135     40
## 428 1087 FEMALE JUNIOR COLLEGE NEVER MARRIED  59     64    160     40
## 429 1088 FEMALE    HIGH SCHOOL NEVER MARRIED  21     60    105     17
## 430 1089 FEMALE    HIGH SCHOOL       MARRIED  45     57    270     40
## 431 1093 FEMALE JUNIOR COLLEGE     SEPARATED  42     60    174     40
## 432 1094 FEMALE    HIGH SCHOOL      DIVORCED  58     59    150     50
## 433 1099   MALE JUNIOR COLLEGE       MARRIED  36     64    193     30
## 434 1100   MALE    HIGH SCHOOL       MARRIED  37     68    218     89
## 435 1102 FEMALE    HIGH SCHOOL      DIVORCED  33     67    143     44
## 436 1103 FEMALE       BACHELOR       MARRIED  30     69    190     55
## 437 1104 FEMALE    HIGH SCHOOL       MARRIED  50     66    156     45
## 438 1107   MALE       BACHELOR       MARRIED  60     74    168     55
## 439 1108   MALE    HIGH SCHOOL       MARRIED  52     74    250     20
## 440 1109 FEMALE    HIGH SCHOOL NEVER MARRIED  33     64    140     40
## 441 1110   MALE    HIGH SCHOOL      DIVORCED  45     65    200     50
## 442 1111 FEMALE    HIGH SCHOOL NEVER MARRIED  21     61    128     24
## 443 1114   MALE JUNIOR COLLEGE NEVER MARRIED  41     72    220     35
## 444 1115 FEMALE       BACHELOR       WIDOWED  59     68    330     40
## 445 1116   MALE    HIGH SCHOOL       MARRIED  32     69    200     40
## 446 1117   MALE       BACHELOR      DIVORCED  44     71    190     40
## 447 1120 FEMALE       BACHELOR NEVER MARRIED  32     67    135     44
## 448 1121   MALE       GRADUATE NEVER MARRIED  34     69    210     40
## 449 1126   MALE    HIGH SCHOOL       MARRIED  47     72    200     55
## 450 1129 FEMALE       GRADUATE      DIVORCED  39     60    215     47
## 451 1130 FEMALE       BACHELOR      DIVORCED  55     62    278     60
## 452 1135 FEMALE    HIGH SCHOOL       MARRIED  43     65    159     40
## 453 1143   MALE       BACHELOR NEVER MARRIED  51     72    190     30
## 454 1144   MALE JUNIOR COLLEGE       MARRIED  38     71    195     40
## 455 1145 FEMALE    HIGH SCHOOL NEVER MARRIED  49     67    120     46
## 456 1149   MALE    HIGH SCHOOL       MARRIED  50     74    280     50
## 457 1150 FEMALE       BACHELOR      DIVORCED  47     63    125     57
## 458 1152 FEMALE    HIGH SCHOOL NEVER MARRIED  28     68    160     70
## 459 1154 FEMALE    HIGH SCHOOL     SEPARATED  34     63    130     40
## 460 1157 FEMALE       BACHELOR       MARRIED  39     61    185     36
## 461 1160   MALE    HIGH SCHOOL       MARRIED  55     72    185     50
## 462 1162   MALE    HIGH SCHOOL     SEPARATED  52     71    205     55
## 463 1163 FEMALE    HIGH SCHOOL NEVER MARRIED  22     68    155     39
## 464 1168 FEMALE LT HIGH SCHOOL       MARRIED  42     62    220     40
## 465 1169   MALE LT HIGH SCHOOL     SEPARATED  48     72    180     49
## 466 1170 FEMALE    HIGH SCHOOL      DIVORCED  53     71    220     40
## 467 1171 FEMALE       BACHELOR NEVER MARRIED  37     64    260     60
## 468 1177 FEMALE JUNIOR COLLEGE      DIVORCED  45     68    200     40
## 469 1180 FEMALE    HIGH SCHOOL       MARRIED  36     62    204     25
## 470 1185 FEMALE JUNIOR COLLEGE       MARRIED  42     67    220     40
## 471 1186   MALE    HIGH SCHOOL      DIVORCED  35     75    167     75
## 472 1192   MALE       BACHELOR NEVER MARRIED  29     72    150     40
## 473 1193   MALE       BACHELOR       MARRIED  30     74    180     40
## 474 1199 FEMALE       BACHELOR       MARRIED  31     68    280     40
## 475 1206   MALE    HIGH SCHOOL       MARRIED  52     70    185     56
## 476 1208 FEMALE    HIGH SCHOOL       MARRIED  43     69    157     30
## 477 1211 FEMALE    HIGH SCHOOL NEVER MARRIED  25     63    125     45
## 478 1212   MALE       BACHELOR NEVER MARRIED  29     73    189     40
## 479 1217   MALE    HIGH SCHOOL NEVER MARRIED  26     69    150      8
## 480 1218 FEMALE    HIGH SCHOOL      DIVORCED  56     61    182     37
## 481 1220 FEMALE    HIGH SCHOOL      DIVORCED  56     63    115     40
## 482 1223 FEMALE LT HIGH SCHOOL      DIVORCED  33     64    131     40
## 483 1225   MALE    HIGH SCHOOL      DIVORCED  43     71    190     40
## 484 1226   MALE    HIGH SCHOOL NEVER MARRIED  32     70    185     40
## 485 1231 FEMALE    HIGH SCHOOL       MARRIED  64     64    226     40
## 486 1234 FEMALE       BACHELOR       MARRIED  43     66    145     40
## 487 1236   MALE       GRADUATE      DIVORCED  50     72    220     60
## 488 1237   MALE    HIGH SCHOOL       MARRIED  44     68    195     54
## 489 1241 FEMALE       GRADUATE       MARRIED  62     70    190     35
## 490 1242   MALE    HIGH SCHOOL      DIVORCED  60     75    147     40
## 491 1243   MALE       GRADUATE       MARRIED  29     79    275     35
## 492 1244   MALE LT HIGH SCHOOL     SEPARATED  62     67    170     40
## 493 1245 FEMALE    HIGH SCHOOL      DIVORCED  43     68    330     38
## 494 1247 FEMALE    HIGH SCHOOL       MARRIED  50     65    152     24
## 495 1251   MALE    HIGH SCHOOL NEVER MARRIED  26     67    180     30
## 496 1253 FEMALE       BACHELOR       MARRIED  62     65    120      8
## 497 1254   MALE LT HIGH SCHOOL       MARRIED  55     70    212     40
## 498 1255   MALE LT HIGH SCHOOL      DIVORCED  50     69    240     40
## 499 1256 FEMALE JUNIOR COLLEGE      DIVORCED  50     62    130     32
## 500 1259 FEMALE    HIGH SCHOOL NEVER MARRIED  21     63    120     30
## 501 1263 FEMALE       GRADUATE       MARRIED  53     62    175     46
## 502 1264 FEMALE    HIGH SCHOOL      DIVORCED  53     71    210     40
## 503 1266 FEMALE LT HIGH SCHOOL       WIDOWED  62     61    135     30
## 504 1268   MALE    HIGH SCHOOL NEVER MARRIED  51     74    220     52
## 505 1270 FEMALE    HIGH SCHOOL NEVER MARRIED  22     62    155     25
## 506 1271   MALE    HIGH SCHOOL       MARRIED  47     73    215     89
## 507 1272   MALE    HIGH SCHOOL       MARRIED  67     73    212     28
## 508 1273 FEMALE    HIGH SCHOOL NEVER MARRIED  20     65    106     36
## 509 1276   MALE    HIGH SCHOOL NEVER MARRIED  57     72    220     55
## 510 1281   MALE    HIGH SCHOOL       MARRIED  49     64    164     40
## 511 1282 FEMALE    HIGH SCHOOL     SEPARATED  51     66    139     40
## 512 1284 FEMALE    HIGH SCHOOL     SEPARATED  37     62    113     40
## 513 1288 FEMALE    HIGH SCHOOL     SEPARATED  26     66    165     40
## 514 1293   MALE       BACHELOR      DIVORCED  63     64    160     30
## 515 1297   MALE       GRADUATE       MARRIED  52     70    180     50
## 516 1302   MALE       BACHELOR       MARRIED  43     71    180     70
## 517 1303   MALE       BACHELOR NEVER MARRIED  53     70    255     60
## 518 1309 FEMALE       GRADUATE       MARRIED  36     60    190     40
## 519 1311   MALE       BACHELOR NEVER MARRIED  29     71    245     40
## 520 1313   MALE       BACHELOR NEVER MARRIED  26     73    170     45
## 521 1314   MALE JUNIOR COLLEGE       MARRIED  50     71    240     45
## 522 1317 FEMALE JUNIOR COLLEGE NEVER MARRIED  35     65    130     40
## 523 1318 FEMALE       BACHELOR       MARRIED  58     67    153     32
## 524 1325   MALE    HIGH SCHOOL       MARRIED  76     70    150      4
## 525 1326   MALE       GRADUATE      DIVORCED  63     72    225     40
## 526 1329   MALE       GRADUATE       MARRIED  32     70    185     55
## 527 1332   MALE    HIGH SCHOOL       MARRIED  36     65    150     60
## 528 1336   MALE    HIGH SCHOOL      DIVORCED  41     71    160     48
## 529 1337   MALE    HIGH SCHOOL NEVER MARRIED  29     77    170     45
## 530 1339 FEMALE       GRADUATE NEVER MARRIED  37     62    190     50
## 531 1341   MALE    HIGH SCHOOL       MARRIED  29     63    135     45
## 532 1344 FEMALE    HIGH SCHOOL       MARRIED  41     61    170     60
## 533 1345 FEMALE       BACHELOR       MARRIED  53     66    133     60
## 534 1347 FEMALE    HIGH SCHOOL       MARRIED  35     66    147     60
## 535 1348   MALE    HIGH SCHOOL       MARRIED  36     69    155     45
## 536 1350 FEMALE       BACHELOR       MARRIED  60     66    150     40
## 537 1353 FEMALE    HIGH SCHOOL       MARRIED  41     62    135     30
## 538 1354   MALE    HIGH SCHOOL       MARRIED  49     73    231     70
## 539 1357 FEMALE    HIGH SCHOOL       MARRIED  33     67    195     55
## 540 1359 FEMALE       BACHELOR       MARRIED  34     64    195     40
## 541 1362   MALE LT HIGH SCHOOL      DIVORCED  44     72    220     70
## 542 1365   MALE    HIGH SCHOOL      DIVORCED  49     70    270     70
## 543 1366   MALE LT HIGH SCHOOL     SEPARATED  38     62    150     35
## 544 1373 FEMALE       BACHELOR       MARRIED  34     68    140     40
## 545 1374   MALE       BACHELOR NEVER MARRIED  44     67    220     50
## 546 1375 FEMALE       BACHELOR NEVER MARRIED  35     69    160     40
## 547 1376 FEMALE    HIGH SCHOOL       WIDOWED  75     62    120     28
## 548 1377   MALE    HIGH SCHOOL       MARRIED  47     65    195     10
## 549 1378 FEMALE    HIGH SCHOOL       MARRIED  40     64    130     30
## 550 1379   MALE LT HIGH SCHOOL       MARRIED  58     72    180     40
## 551 1383 FEMALE       BACHELOR       MARRIED  33     63    150     40
## 552 1385   MALE JUNIOR COLLEGE NEVER MARRIED  26     69    183     20
## 553 1387   MALE LT HIGH SCHOOL      DIVORCED  52     73    175     45
## 554 1392   MALE       GRADUATE       MARRIED  45     70    155     25
## 555 1394 FEMALE LT HIGH SCHOOL       WIDOWED  71     65    142     35
## 556 1396   MALE       GRADUATE       MARRIED  37     68    165     40
## 557 1397   MALE    HIGH SCHOOL       MARRIED  27     70    210     38
## 558 1410   MALE       BACHELOR NEVER MARRIED  33     71    190     40
## 559 1412 FEMALE JUNIOR COLLEGE      DIVORCED  60     63    165     39
## 560 1415   MALE    HIGH SCHOOL      DIVORCED  46     69    240     40
## 561 1416   MALE LT HIGH SCHOOL NEVER MARRIED  25     70    170     30
## 562 1418   MALE       BACHELOR       MARRIED  36     74    185     40
## 563 1419   MALE       GRADUATE       MARRIED  39     67    140     40
## 564 1422 FEMALE       BACHELOR NEVER MARRIED  25     66    165     32
## 565 1426 FEMALE       BACHELOR NEVER MARRIED  33     69    175     39
## 566 1429 FEMALE       BACHELOR      DIVORCED  58     63    150     50
## 567 1430 FEMALE       BACHELOR       MARRIED  34     65    110     20
## 568 1431   MALE       GRADUATE       MARRIED  59     71    172     50
## 569 1440   MALE    HIGH SCHOOL       MARRIED  27     68    195     40
## 570 1442   MALE    HIGH SCHOOL NEVER MARRIED  20     67    150     30
## 571 1443 FEMALE    HIGH SCHOOL NEVER MARRIED  34     64    200     65
## 572 1447 FEMALE LT HIGH SCHOOL NEVER MARRIED  22     62    128     35
## 573 1448 FEMALE    HIGH SCHOOL NEVER MARRIED  23     66    215     20
## 574 1452   MALE       GRADUATE NEVER MARRIED  32     69    135     40
## 575 1453 FEMALE       GRADUATE     SEPARATED  56     63    155     50
## 576 1457   MALE    HIGH SCHOOL       MARRIED  39     70    180     40
## 577 1459   MALE JUNIOR COLLEGE NEVER MARRIED  28     74    350     16
## 578 1461   MALE    HIGH SCHOOL NEVER MARRIED  30     71    170     40
## 579 1463 FEMALE JUNIOR COLLEGE       MARRIED  43     65    187     48
## 580 1464   MALE    HIGH SCHOOL      DIVORCED  46     64    285     40
## 581 1465 FEMALE    HIGH SCHOOL       WIDOWED  51     63    130     70
## 582 1476 FEMALE    HIGH SCHOOL       MARRIED  50     65    148     50
## 583 1478   MALE    HIGH SCHOOL      DIVORCED  43     74    215     45
## 584 1480 FEMALE    HIGH SCHOOL NEVER MARRIED  19     63    140     30
## 585 1484   MALE       BACHELOR       MARRIED  49     72    185     40
## 586 1493 FEMALE       BACHELOR      DIVORCED  37     69    170     26
## 587 1494   MALE LT HIGH SCHOOL       MARRIED  59     71    180     38
## 588 1495   MALE    HIGH SCHOOL      DIVORCED  55     68    216     24
## 589 1497 FEMALE       GRADUATE NEVER MARRIED  50     62    240     30
## 590 1498 FEMALE JUNIOR COLLEGE       MARRIED  60     63    275     37
## 591 1499   MALE LT HIGH SCHOOL NEVER MARRIED  41     75    283     20
## 592 1500   MALE LT HIGH SCHOOL       MARRIED  73     68    251     29
## 593 1501 FEMALE       GRADUATE       MARRIED  45     65    140     37
## 594 1502   MALE    HIGH SCHOOL       MARRIED  53     73    240     38
## 595 1506 FEMALE    HIGH SCHOOL NEVER MARRIED  46     65    235     30
## 596 1507 FEMALE    HIGH SCHOOL       MARRIED  52     62    135     25
## 597 1509 FEMALE    HIGH SCHOOL NEVER MARRIED  27     64    120     30
## 598 1512   MALE    HIGH SCHOOL       MARRIED  65     70    160     60
## 599 1515 FEMALE    HIGH SCHOOL       MARRIED  63     64    145     30
## 600 1517   MALE    HIGH SCHOOL NEVER MARRIED  21     73    147     39
## 601 1519 FEMALE       BACHELOR       MARRIED  47     66    200     40
## 602 1520 FEMALE LT HIGH SCHOOL NEVER MARRIED  36     62    182     30
## 603 1523   MALE    HIGH SCHOOL NEVER MARRIED  26     68    190     30
## 604 1528   MALE    HIGH SCHOOL NEVER MARRIED  28     73    135     38
## 605 1531   MALE       BACHELOR       MARRIED  37     75    185     45
## 606 1536 FEMALE    HIGH SCHOOL       WIDOWED  46     62    162     20
## 607 1538 FEMALE    HIGH SCHOOL       MARRIED  57     66    168     48
## 608 1543   MALE    HIGH SCHOOL NEVER MARRIED  31     73    180     40
## 609 1544   MALE       GRADUATE     SEPARATED  40     70    205     55
## 610 1545 FEMALE       GRADUATE       MARRIED  36     67    180     50
## 611 1548   MALE    HIGH SCHOOL       MARRIED  57     71    215     52
## 612 1549 FEMALE       BACHELOR       MARRIED  35     65    260     65
## 613 1550 FEMALE    HIGH SCHOOL NEVER MARRIED  37     60    146     42
## 614 1551   MALE    HIGH SCHOOL       MARRIED  62     66    158     40
## 615 1555   MALE    HIGH SCHOOL      DIVORCED  52     68    180     70
## 616 1557   MALE    HIGH SCHOOL     SEPARATED  49     66    180     40
## 617 1558 FEMALE JUNIOR COLLEGE       MARRIED  57     63    165     37
## 618 1559   MALE JUNIOR COLLEGE       MARRIED  54     72    225     50
## 619 1560   MALE       GRADUATE       MARRIED  37     73    285     89
## 620 1561   MALE    HIGH SCHOOL       MARRIED  39     76    190     50
## 621 1565 FEMALE    HIGH SCHOOL       MARRIED  49     63    180     30
## 622 1566 FEMALE    HIGH SCHOOL       WIDOWED  67     64    130     30
## 623 1570   MALE    HIGH SCHOOL NEVER MARRIED  44     69    220     34
## 624 1581 FEMALE    HIGH SCHOOL       MARRIED  45     59    250     15
## 625 1584 FEMALE    HIGH SCHOOL NEVER MARRIED  52     72    265     32
## 626 1585   MALE LT HIGH SCHOOL       MARRIED  45     74    265     40
## 627 1588   MALE LT HIGH SCHOOL       MARRIED  41     69    180     32
## 628 1591 FEMALE JUNIOR COLLEGE       MARRIED  36     63    138     50
## 629 1592   MALE       GRADUATE       MARRIED  50     68    140     40
## 630 1593 FEMALE       BACHELOR      DIVORCED  59     63    180     34
## 631 1597   MALE    HIGH SCHOOL       MARRIED  52     74    210     40
## 632 1602 FEMALE    HIGH SCHOOL       MARRIED  59     62    165     40
## 633 1605   MALE       GRADUATE     SEPARATED  43     75    280     80
## 634 1607 FEMALE       GRADUATE      DIVORCED  37     67    170     40
## 635 1610   MALE    HIGH SCHOOL NEVER MARRIED  30     75    168     35
## 636 1614 FEMALE    HIGH SCHOOL NEVER MARRIED  52     63    153     25
## 637 1617   MALE    HIGH SCHOOL      DIVORCED  50     72    185     25
## 638 1619   MALE    HIGH SCHOOL       MARRIED  25     65    140     20
## 639 1621 FEMALE    HIGH SCHOOL NEVER MARRIED  22     63    125     50
## 640 1623 FEMALE    HIGH SCHOOL NEVER MARRIED  46     65    170     40
## 641 1629 FEMALE    HIGH SCHOOL       MARRIED  33     65    160     40
## 642 1632 FEMALE    HIGH SCHOOL       MARRIED  56     68    136     12
## 643 1635   MALE    HIGH SCHOOL       MARRIED  54     70    190     40
## 644 1641 FEMALE    HIGH SCHOOL       MARRIED  46     60    138     40
## 645 1644   MALE    HIGH SCHOOL       MARRIED  58     70    210     47
## 646 1646 FEMALE    HIGH SCHOOL NEVER MARRIED  41     65    219     40
## 647 1647 FEMALE    HIGH SCHOOL       MARRIED  29     65    160     40
## 648 1651 FEMALE       GRADUATE       MARRIED  52     65    155     80
## 649 1658 FEMALE    HIGH SCHOOL NEVER MARRIED  26     65    140     40
## 650 1659 FEMALE    HIGH SCHOOL NEVER MARRIED  20     61    196     50
## 651 1664   MALE    HIGH SCHOOL       MARRIED  47     66    155     40
## 652 1666 FEMALE    HIGH SCHOOL       MARRIED  53     64    165     40
## 653 1671 FEMALE       BACHELOR NEVER MARRIED  27     62    124     40
## 654 1674 FEMALE    HIGH SCHOOL       MARRIED  29     65    122     32
## 655 1682   MALE    HIGH SCHOOL NEVER MARRIED  72     72    220     44
## 656 1684 FEMALE    HIGH SCHOOL NEVER MARRIED  47     63    215     40
## 657 1689   MALE LT HIGH SCHOOL       MARRIED  62     72    195     40
## 658 1692   MALE    HIGH SCHOOL      DIVORCED  56     72    290     60
## 659 1694 FEMALE    HIGH SCHOOL       WIDOWED  69     62    162     40
## 660 1695   MALE    HIGH SCHOOL      DIVORCED  53     71    205     70
## 661 1698 FEMALE    HIGH SCHOOL       MARRIED  47     62    225     45
## 662 1699 FEMALE    HIGH SCHOOL       WIDOWED  56     65    230     35
## 663 1700   MALE    HIGH SCHOOL       MARRIED  51     70    228     62
## 664 1701   MALE    HIGH SCHOOL       MARRIED  47     72    210     58
## 665 1702 FEMALE    HIGH SCHOOL NEVER MARRIED  32     64    205     60
## 666 1703   MALE       BACHELOR       MARRIED  64     72    210     40
## 667 1706   MALE    HIGH SCHOOL NEVER MARRIED  59     68    190     40
## 668 1707 FEMALE       BACHELOR      DIVORCED  43     64    205     40
## 669 1709   MALE       GRADUATE      DIVORCED  39     78    240     40
## 670 1710 FEMALE    HIGH SCHOOL NEVER MARRIED  30     66    142     31
## 671 1711 FEMALE    HIGH SCHOOL      DIVORCED  57     61    167     80
## 672 1716 FEMALE    HIGH SCHOOL       MARRIED  34     61    126     18
## 673 1721   MALE       GRADUATE       MARRIED  52     70    253     40
## 674 1722 FEMALE    HIGH SCHOOL NEVER MARRIED  30     61    215     50
## 675 1729   MALE       BACHELOR       MARRIED  60     72    200     45
## 676 1730   MALE       GRADUATE       MARRIED  34     74    265     40
## 677 1732   MALE       BACHELOR      DIVORCED  40     69    190     55
## 678 1733   MALE       GRADUATE       MARRIED  62     71    220     40
## 679 1735   MALE    HIGH SCHOOL       MARRIED  30     69    225     20
## 680 1736   MALE    HIGH SCHOOL NEVER MARRIED  32     68    250     38
## 681 1738 FEMALE JUNIOR COLLEGE       MARRIED  28     66    140     30
## 682 1739 FEMALE JUNIOR COLLEGE     SEPARATED  43     64    220     65
## 683 1740   MALE       GRADUATE      DIVORCED  46     70    203     50
## 684 1747   MALE    HIGH SCHOOL     SEPARATED  41     71    170     40
## 685 1761   MALE    HIGH SCHOOL NEVER MARRIED  52     70    200     40
## 686 1762   MALE    HIGH SCHOOL      DIVORCED  52     70    160     40
## 687 1765   MALE       GRADUATE       MARRIED  53     69    164     60
## 688 1766   MALE       BACHELOR NEVER MARRIED  29     67    160     55
## 689 1767   MALE    HIGH SCHOOL NEVER MARRIED  26     70    180     43
## 690 1774   MALE       BACHELOR       MARRIED  32     75    285     40
## 691 1775 FEMALE JUNIOR COLLEGE       MARRIED  31     62    165     27
## 692 1777 FEMALE       BACHELOR       MARRIED  26     66    300     48
## 693 1778 FEMALE    HIGH SCHOOL       MARRIED  56     63    120     45
## 694 1783   MALE JUNIOR COLLEGE       MARRIED  51     68    242     51
## 695 1786   MALE JUNIOR COLLEGE      DIVORCED  51     72    275     44
## 696 1792 FEMALE    HIGH SCHOOL      DIVORCED  54     65    150     51
## 697 1794   MALE    HIGH SCHOOL       MARRIED  41     72    260     48
## 698 1795 FEMALE    HIGH SCHOOL       MARRIED  33     62    130     24
## 699 1797 FEMALE       BACHELOR       MARRIED  44     65    130     35
## 700 1802   MALE JUNIOR COLLEGE       MARRIED  54     72    225     80
## 701 1804   MALE LT HIGH SCHOOL     SEPARATED  42     72    160     47
## 702 1807   MALE    HIGH SCHOOL       MARRIED  40     73    175     40
## 703 1810 FEMALE    HIGH SCHOOL       MARRIED  77     58    158     20
## 704 1813 FEMALE       BACHELOR NEVER MARRIED  74     65    145      4
## 705 1816 FEMALE    HIGH SCHOOL     SEPARATED  36     67    250     45
## 706 1817 FEMALE       BACHELOR       MARRIED  57     71    175     40
## 707 1819 FEMALE    HIGH SCHOOL       MARRIED  33     65    145     40
## 708 1822   MALE LT HIGH SCHOOL      DIVORCED  42     65    206     60
## 709 1826   MALE    HIGH SCHOOL NEVER MARRIED  23     74    175     40
## 710 1827   MALE       BACHELOR       MARRIED  30     72    170     70
## 711 1829 FEMALE       GRADUATE NEVER MARRIED  32     72    170     50
## 712 1833   MALE       GRADUATE       MARRIED  56     67    175     50
## 713 1838   MALE JUNIOR COLLEGE      DIVORCED  47     72    266     75
## 714 1841 FEMALE    HIGH SCHOOL       MARRIED  44     64    260     40
## 715 1843 FEMALE JUNIOR COLLEGE      DIVORCED  43     64    135     40
## 716 1844   MALE    HIGH SCHOOL      DIVORCED  39     66    175     50
## 717 1846 FEMALE JUNIOR COLLEGE       MARRIED  54     65    218     62
## 718 1850 FEMALE    HIGH SCHOOL       MARRIED  72     63    200     15
## 719 1854 FEMALE       GRADUATE       MARRIED  56     67    165     40
## 720 1855 FEMALE    HIGH SCHOOL       MARRIED  44     70    180     40
## 721 1862   MALE    HIGH SCHOOL       MARRIED  53     70    200     44
## 722 1865 FEMALE       BACHELOR       MARRIED  54     62    177     40
## 723 1866 FEMALE    HIGH SCHOOL NEVER MARRIED  31     63    160     50
## 724 1877   MALE    HIGH SCHOOL       WIDOWED  64     73    200     53
## 725 1878   MALE    HIGH SCHOOL       MARRIED  61     69    250     60
## 726 1882 FEMALE    HIGH SCHOOL      DIVORCED  41     70    169     70
## 727 1883   MALE       BACHELOR       MARRIED  44     71    190     44
## 728 1884   MALE       BACHELOR       MARRIED  57     70    205     40
## 729 1885   MALE    HIGH SCHOOL       MARRIED  55     73    188     60
## 730 1886 FEMALE JUNIOR COLLEGE       MARRIED  46     69    135     47
## 731 1888   MALE    HIGH SCHOOL      DIVORCED  37     72    180     40
## 732 1890   MALE    HIGH SCHOOL      DIVORCED  42     75    245     40
## 733 1891 FEMALE    HIGH SCHOOL      DIVORCED  30     62    165     40
## 734 1895 FEMALE       BACHELOR      DIVORCED  50     63    112     47
## 735 1897   MALE JUNIOR COLLEGE       MARRIED  43     67    195     40
## 736 1899 FEMALE    HIGH SCHOOL      DIVORCED  51     67    139     30
## 737 1901   MALE    HIGH SCHOOL       MARRIED  39     71    175     40
## 738 1903   MALE    HIGH SCHOOL       MARRIED  43     68    175     58
## 739 1905 FEMALE    HIGH SCHOOL       MARRIED  58     64    231     32
## 740 1907   MALE       BACHELOR       MARRIED  37     70    205     80
## 741 1908   MALE    HIGH SCHOOL      DIVORCED  30     59    115      8
## 742 1912 FEMALE LT HIGH SCHOOL       WIDOWED  66     66    119     33
## 743 1913 FEMALE       BACHELOR       MARRIED  30     67    155     45
## 744 1914 FEMALE    HIGH SCHOOL       MARRIED  57     63    200     55
## 745 1915   MALE       GRADUATE       MARRIED  55     75    235     55
## 746 1916   MALE       BACHELOR       MARRIED  64     71    254     50
## 747 1917 FEMALE    HIGH SCHOOL       MARRIED  58     64    200     70
## 748 1920 FEMALE       GRADUATE       MARRIED  31     67    180     40
## 749 1921   MALE    HIGH SCHOOL       MARRIED  64     74    205     45
## 750 1923   MALE JUNIOR COLLEGE      DIVORCED  59     71    225     38
## 751 1925   MALE    HIGH SCHOOL       MARRIED  29     77    216     39
## 752 1927 FEMALE    HIGH SCHOOL NEVER MARRIED  45     66    150     54
## 753 1928 FEMALE    HIGH SCHOOL      DIVORCED  44     69    135     25
## 754 1931   MALE       BACHELOR NEVER MARRIED  34     64    183     40
## 755 1933   MALE       GRADUATE       MARRIED  66     74    230     60
## 756 1934 FEMALE JUNIOR COLLEGE NEVER MARRIED  26     64    165     50
## 757 1938   MALE LT HIGH SCHOOL NEVER MARRIED  56     69    192     55
## 758 1944   MALE    HIGH SCHOOL       MARRIED  29     72    280     45
## 759 1945   MALE       BACHELOR      DIVORCED  52     68    210     40
## 760 1949   MALE       BACHELOR NEVER MARRIED  28     66    190     40
## 761 1951   MALE    HIGH SCHOOL       MARRIED  33     68    225     60
## 762 1953   MALE    HIGH SCHOOL       MARRIED  44     69    200     40
## 763 1955 FEMALE       BACHELOR       MARRIED  55     64    218     40
## 764 1960   MALE LT HIGH SCHOOL NEVER MARRIED  56     63    145     60
## 765 1961 FEMALE    HIGH SCHOOL NEVER MARRIED  27     66    186     45
## 766 1962 FEMALE LT HIGH SCHOOL       MARRIED  34     65    176     36
## 767 1967   MALE    HIGH SCHOOL       WIDOWED  58     73    218     60
## 768 1968 FEMALE    HIGH SCHOOL      DIVORCED  38     61    140     20
## 769 1971   MALE LT HIGH SCHOOL      DIVORCED  44     73    240     45
## 770 1972 FEMALE       BACHELOR NEVER MARRIED  35     66    150     40
## 771 1974 FEMALE LT HIGH SCHOOL       WIDOWED  53     63    215     34
## 772 1975 FEMALE    HIGH SCHOOL     SEPARATED  28     62    142     60
## 773 1977   MALE    HIGH SCHOOL      DIVORCED  50     68    150     30
## 774 1978 FEMALE LT HIGH SCHOOL       MARRIED  65     70    140     40
## 775 1985 FEMALE    HIGH SCHOOL      DIVORCED  63     64    150     12
## 776 1986 FEMALE       BACHELOR NEVER MARRIED  29     63    174     40
## 777 1987   MALE       GRADUATE       MARRIED  60     74    215     60
## 778 1988   MALE    HIGH SCHOOL NEVER MARRIED  20     66    155     79
## 779 1989 FEMALE    HIGH SCHOOL      DIVORCED  65     66    157     40
## 780 1992 FEMALE    HIGH SCHOOL      DIVORCED  67     66    180     40
## 781 2001   MALE LT HIGH SCHOOL     SEPARATED  58     67    180     20
## 782 2003   MALE LT HIGH SCHOOL      DIVORCED  45     65    175     35
## 783 2007 FEMALE    HIGH SCHOOL NEVER MARRIED  54     62    181     52
## 784 2008   MALE    HIGH SCHOOL      DIVORCED  53     69    170     20
## 785 2019   MALE    HIGH SCHOOL       MARRIED  39     70    268     40
## 786 2022 FEMALE    HIGH SCHOOL NEVER MARRIED  35     62    161     20
## 787 2023 FEMALE    HIGH SCHOOL       MARRIED  25     65    200     57
## 788 2024   MALE    HIGH SCHOOL       MARRIED  51     67    155     84
## 789 2027 FEMALE    HIGH SCHOOL     SEPARATED  30     63    145     40
## 790 2029   MALE LT HIGH SCHOOL NEVER MARRIED  49     71    115     32
## 791 2032 FEMALE LT HIGH SCHOOL       MARRIED  62     60    130     28
## 792 2033 FEMALE JUNIOR COLLEGE       MARRIED  35     64    150     30
## 793 2034   MALE       BACHELOR       MARRIED  55     66    196     70
## 794 2038 FEMALE       GRADUATE      DIVORCED  41     69    150     50
## 795 2039   MALE JUNIOR COLLEGE       MARRIED  53     65    165     40
## 796 2044 FEMALE    HIGH SCHOOL      DIVORCED  61     60    165     89
## 797 2045   MALE    HIGH SCHOOL       WIDOWED  48     68    145     40
## 798 2046   MALE    HIGH SCHOOL NEVER MARRIED  21     67    150     33
## 799 2049   MALE    HIGH SCHOOL NEVER MARRIED  36     68    200     40
## 800 2050   MALE    HIGH SCHOOL      DIVORCED  32     72    185     40
## 801 2052 FEMALE       GRADUATE NEVER MARRIED  29     61    103     45
## 802 2058   MALE JUNIOR COLLEGE       MARRIED  31     71    168     45
## 803 2064 FEMALE    HIGH SCHOOL       WIDOWED  61     63    165     40
## 804 2066 FEMALE       GRADUATE      DIVORCED  43     70    160     50
## 805 2067 FEMALE       BACHELOR      DIVORCED  43     67    165     40
## 806 2069   MALE       GRADUATE     SEPARATED  58     69    168     35
## 807 2070 FEMALE       GRADUATE NEVER MARRIED  34     64    164     50
## 808 2074 FEMALE    HIGH SCHOOL       MARRIED  53     66    213     50
## 809 2075 FEMALE       GRADUATE       MARRIED  56     63    129     45
## 810 2078 FEMALE    HIGH SCHOOL NEVER MARRIED  38     68    130     35
## 811 2079 FEMALE    HIGH SCHOOL       WIDOWED  61     66    185     35
## 812 2080   MALE    HIGH SCHOOL      DIVORCED  65     68    170     50
## 813 2081   MALE    HIGH SCHOOL      DIVORCED  48     71    170     49
## 814 2082   MALE LT HIGH SCHOOL       MARRIED  32     69    170     40
## 815 2085   MALE JUNIOR COLLEGE     SEPARATED  61     67    147     20
## 816 2087 FEMALE    HIGH SCHOOL     SEPARATED  25     64    147     38
## 817 2090 FEMALE    HIGH SCHOOL       MARRIED  64     71    152     55
## 818 2093 FEMALE    HIGH SCHOOL       WIDOWED  67     63    125     30
## 819 2098   MALE    HIGH SCHOOL       MARRIED  43     65    195     52
## 820 2099   MALE    HIGH SCHOOL     SEPARATED  39     71    205     70
## 821 2100   MALE LT HIGH SCHOOL       MARRIED  56     70    240     50
## 822 2102   MALE LT HIGH SCHOOL       MARRIED  29     64    178     40
## 823 2107   MALE JUNIOR COLLEGE NEVER MARRIED  27     70    210     20
## 824 2111 FEMALE    HIGH SCHOOL       MARRIED  35     60    154     40
## 825 2112 FEMALE    HIGH SCHOOL NEVER MARRIED  42     67    200     40
## 826 2113   MALE    HIGH SCHOOL       MARRIED  37     58    135     40
## 827 2118   MALE    HIGH SCHOOL NEVER MARRIED  33     70    285     40
## 828 2123 FEMALE LT HIGH SCHOOL      DIVORCED  53     67    260     40
## 829 2132 FEMALE LT HIGH SCHOOL      DIVORCED  41     66    220     40
## 830 2133   MALE    HIGH SCHOOL       MARRIED  27     73    300     60
## 831 2143 FEMALE    HIGH SCHOOL       MARRIED  51     64    170     40
## 832 2147   MALE    HIGH SCHOOL       MARRIED  48     71    240     40
## 833 2149 FEMALE    HIGH SCHOOL       MARRIED  62     64    180     60
## 834 2150 FEMALE JUNIOR COLLEGE NEVER MARRIED  31     64    160     43
## 835 2152 FEMALE       BACHELOR       MARRIED  39     64    135     30
## 836 2154   MALE       BACHELOR       MARRIED  36     75    200     50
## 837 2155   MALE    HIGH SCHOOL       MARRIED  65     71    215     40
## 838 2161   MALE       BACHELOR       MARRIED  65     70    180     50
## 839 2163   MALE    HIGH SCHOOL       MARRIED  79     65    130     30
## 840 2165   MALE       BACHELOR       WIDOWED  40     70    240     60
## 841 2166 FEMALE JUNIOR COLLEGE     SEPARATED  44     65    160     42
## 842 2168 FEMALE    HIGH SCHOOL      DIVORCED  68     65    165     20
## 843 2171   MALE       BACHELOR      DIVORCED  47     73    265     38
## 844 2172   MALE    HIGH SCHOOL      DIVORCED  39     72    230     40
## 845 2173 FEMALE JUNIOR COLLEGE NEVER MARRIED  36     66    195     52
## 846 2174   MALE    HIGH SCHOOL      DIVORCED  33     70    225     50
## 847 2176 FEMALE       BACHELOR      DIVORCED  40     66    155     40
## 848 2178   MALE       GRADUATE       MARRIED  37     74    180     40
## 849 2181 FEMALE    HIGH SCHOOL NEVER MARRIED  34     65    202     73
## 850 2182   MALE    HIGH SCHOOL NEVER MARRIED  27     71    170     38
## 851 2184   MALE       BACHELOR       MARRIED  32     72    185     50
## 852 2185   MALE    HIGH SCHOOL NEVER MARRIED  32     65    210     53
## 853 2188   MALE    HIGH SCHOOL       MARRIED  55     69    240     50
## 854 2194   MALE    HIGH SCHOOL      DIVORCED  53     72    205     55
## 855 2195   MALE    HIGH SCHOOL NEVER MARRIED  21     67    230     40
## 856 2196   MALE       BACHELOR NEVER MARRIED  61     72    230     50
## 857 2209 FEMALE       GRADUATE       MARRIED  34     66    148     30
## 858 2210   MALE    HIGH SCHOOL       MARRIED  60     69    215     10
## 859 2213 FEMALE    HIGH SCHOOL       MARRIED  25     61    125     12
## 860 2214 FEMALE       GRADUATE       MARRIED  53     66    200     40
## 861 2216 FEMALE    HIGH SCHOOL       MARRIED  56     63    110     40
## 862 2217 FEMALE    HIGH SCHOOL       WIDOWED  35     61    180     40
## 863 2218   MALE JUNIOR COLLEGE       MARRIED  30     70    187     40
## 864 2220   MALE    HIGH SCHOOL NEVER MARRIED  26     76    230     60
## 865 2221   MALE    HIGH SCHOOL       MARRIED  33     73    165     70
## 866 2222 FEMALE    HIGH SCHOOL      DIVORCED  32     67    170     40
## 867 2223 FEMALE       GRADUATE       MARRIED  42     65    140     70
## 868 2225   MALE    HIGH SCHOOL       MARRIED  26     62    157     70
## 869 2228 FEMALE JUNIOR COLLEGE NEVER MARRIED  41     68    180     40
## 870 2230   MALE       BACHELOR       MARRIED  48     71    200     40
## 871 2231   MALE       BACHELOR       MARRIED  28     71    160     50
## 872 2232   MALE       BACHELOR       MARRIED  37     74    230     80
## 873 2234   MALE    HIGH SCHOOL       MARRIED  40     72    175     40
## 874 2235 FEMALE    HIGH SCHOOL       MARRIED  24     65    245     40
## 875 2237   MALE    HIGH SCHOOL NEVER MARRIED  58     71    220     25
## 876 2238   MALE JUNIOR COLLEGE NEVER MARRIED  47     66    157     48
## 877 2241   MALE       BACHELOR       MARRIED  27     72    170     50
## 878 2244 FEMALE       GRADUATE       MARRIED  31     64    155     56
## 879 2246 FEMALE    HIGH SCHOOL       MARRIED  47     70    168     15
## 880 2254 FEMALE    HIGH SCHOOL       MARRIED  55     65    190      5
## 881 2256   MALE    HIGH SCHOOL NEVER MARRIED  44     71    150     40
## 882 2259   MALE LT HIGH SCHOOL       MARRIED  58     71    180     40
## 883 2261   MALE       BACHELOR       MARRIED  48     74    260     60
## 884 2263   MALE    HIGH SCHOOL       MARRIED  49     72    240     40
## 885 2264   MALE       BACHELOR       MARRIED  38     71    180     40
## 886 2267 FEMALE JUNIOR COLLEGE       MARRIED  41     69    195     25
## 887 2268 FEMALE       GRADUATE      DIVORCED  70     70    226     32
## 888 2269   MALE    HIGH SCHOOL       MARRIED  56     78    240     40
## 889 2273   MALE    HIGH SCHOOL       MARRIED  30     69    215     40
## 890 2274 FEMALE LT HIGH SCHOOL       MARRIED  46     62    124     40
## 891 2276   MALE    HIGH SCHOOL       MARRIED  30     73    170     20
## 892 2278 FEMALE    HIGH SCHOOL       MARRIED  60     64    220     52
## 893 2283 FEMALE       BACHELOR NEVER MARRIED  39     64    165     40
## 894 2285 FEMALE    HIGH SCHOOL     SEPARATED  26     61    186     30
## 895 2286 FEMALE    HIGH SCHOOL       MARRIED  58     65    212     40
## 896 2288   MALE       GRADUATE      DIVORCED  62     71    220     50
## 897 2290 FEMALE JUNIOR COLLEGE       MARRIED  48     66    168     52
## 898 2294   MALE    HIGH SCHOOL NEVER MARRIED  40     70    205     47
## 899 2295 FEMALE    HIGH SCHOOL       MARRIED  41     63    190     40
## 900 2297 FEMALE JUNIOR COLLEGE       MARRIED  39     64    190     28
## 901 2303 FEMALE    HIGH SCHOOL       MARRIED  59     60    141     15
## 902 2309 FEMALE    HIGH SCHOOL       MARRIED  58     67    140     36
## 903 2312   MALE    HIGH SCHOOL       MARRIED  22     69    175     45
## 904 2313   MALE    HIGH SCHOOL NEVER MARRIED  33     71    205     89
## 905 2314   MALE       BACHELOR NEVER MARRIED  27     70    235     28
## 906 2315 FEMALE       BACHELOR NEVER MARRIED  46     74    200     60
## 907 2319 FEMALE LT HIGH SCHOOL       MARRIED  43     65    192     32
## 908 2324 FEMALE       GRADUATE       MARRIED  45     67    174     40
## 909 2335   MALE       GRADUATE       MARRIED  43     72    218     40
## 910 2337 FEMALE JUNIOR COLLEGE       MARRIED  44     64    225     40
## 911 2339 FEMALE    HIGH SCHOOL      DIVORCED  24     64    143     40
## 912 2343   MALE JUNIOR COLLEGE       WIDOWED  44     68    190     45
## 913 2345   MALE    HIGH SCHOOL       MARRIED  65     76    280     20
## 914 2348 FEMALE    HIGH SCHOOL NEVER MARRIED  19     60    108     40
## 915 2350 FEMALE    HIGH SCHOOL       WIDOWED  74     61    124     30
## 916 2351 FEMALE    HIGH SCHOOL       MARRIED  31     65    180     40
## 917 2352 FEMALE    HIGH SCHOOL      DIVORCED  54     67    165     40
## 918 2354   MALE    HIGH SCHOOL      DIVORCED  49     69    228     50
## 919 2358 FEMALE       BACHELOR      DIVORCED  42     69    194     83
## 920 2361   MALE    HIGH SCHOOL       MARRIED  60     72    220     40
## 921 2364   MALE       BACHELOR NEVER MARRIED  54     69    260     60
## 922 2365   MALE    HIGH SCHOOL      DIVORCED  48     72    244     70
## 923 2366   MALE       BACHELOR       WIDOWED  76     63    105      8
## 924 2368 FEMALE    HIGH SCHOOL      DIVORCED  64     65    126     40
## 925 2369   MALE    HIGH SCHOOL       MARRIED  32     68    170     40
## 926 2370   MALE    HIGH SCHOOL       MARRIED  50     70    240     65
## 927 2373 FEMALE JUNIOR COLLEGE       MARRIED  59     66    136     55
## 928 2374   MALE       GRADUATE      DIVORCED  40     70    290     89
## 929 2377   MALE    HIGH SCHOOL NEVER MARRIED  24     66    180     28
## 930 2378 FEMALE       BACHELOR NEVER MARRIED  24     65    139     45
## 931 2380 FEMALE    HIGH SCHOOL NEVER MARRIED  26     59    145     35
## 932 2381 FEMALE    HIGH SCHOOL NEVER MARRIED  30     66    140     40
## 933 2383   MALE    HIGH SCHOOL       MARRIED  49     68    178     45
## 934 2385 FEMALE       BACHELOR NEVER MARRIED  38     67    185     44
## 935 2387 FEMALE       BACHELOR       MARRIED  54     62    135     40
## 936 2393   MALE    HIGH SCHOOL NEVER MARRIED  28     72    270     55
## 937 2394 FEMALE JUNIOR COLLEGE       MARRIED  40     63    161     30
## 938 2395   MALE    HIGH SCHOOL      DIVORCED  20     73    185     24
## 939 2397 FEMALE    HIGH SCHOOL       MARRIED  56     63    168     40
## 940 2399   MALE    HIGH SCHOOL NEVER MARRIED  24     74    220     35
## 941 2400   MALE       GRADUATE       MARRIED  38     69    170     50
## 942 2401 FEMALE    HIGH SCHOOL NEVER MARRIED  47     64    280     40
## 943 2403 FEMALE       GRADUATE       MARRIED  54     62    130     46
## 944 2405 FEMALE LT HIGH SCHOOL       MARRIED  30     64    138     30
## 945 2407 FEMALE       BACHELOR       MARRIED  54     65    148     40
## 946 2412   MALE JUNIOR COLLEGE       MARRIED  51     67    150     40
## 947 2413 FEMALE    HIGH SCHOOL       MARRIED  51     66    153     15
## 948 2415 FEMALE    HIGH SCHOOL NEVER MARRIED  31     64    135     34
## 949 2416   MALE    HIGH SCHOOL      DIVORCED  44     70    220     57
## 950 2417 FEMALE       BACHELOR      DIVORCED  63     67    175     50
## 951 2418 FEMALE    HIGH SCHOOL NEVER MARRIED  27     64    260     40
## 952 2419   MALE LT HIGH SCHOOL       MARRIED  48     70    205     65
## 953 2423   MALE       BACHELOR       MARRIED  30     67    195     48
## 954 2428   MALE       GRADUATE       MARRIED  67     70    183     75
## 955 2434 FEMALE JUNIOR COLLEGE       MARRIED  29     65    135     24
## 956 2438 FEMALE JUNIOR COLLEGE      DIVORCED  42     59    155     41
## 957 2447 FEMALE LT HIGH SCHOOL      DIVORCED  62     68    200     35
## 958 2450 FEMALE    HIGH SCHOOL       MARRIED  62     67    264     80
## 959 2451 FEMALE    HIGH SCHOOL       MARRIED  52     65    237     55
## 960 2454 FEMALE    HIGH SCHOOL       MARRIED  26     63    180     55
## 961 2455   MALE JUNIOR COLLEGE       MARRIED  71     72    165     70
## 962 2457   MALE    HIGH SCHOOL       MARRIED  74     68    185     40
## 963 2459   MALE       BACHELOR       MARRIED  40     70    200     60
## 964 2464   MALE    HIGH SCHOOL NEVER MARRIED  20     68    153     40
## 965 2465 FEMALE    HIGH SCHOOL       MARRIED  40     68    212     44
## 966 2466   MALE    HIGH SCHOOL      DIVORCED  56     69    190     40
## 967 2467   MALE    HIGH SCHOOL      DIVORCED  64     68    150     40
## 968 2474 FEMALE       BACHELOR      DIVORCED  38     65    145     45
## 969 2475   MALE JUNIOR COLLEGE       MARRIED  53     73    235     67
## 970 2480 FEMALE    HIGH SCHOOL      DIVORCED  55     65    208     40
## 971 2482 FEMALE    HIGH SCHOOL      DIVORCED  53     70    170     20
## 972 2484 FEMALE    HIGH SCHOOL       MARRIED  56     64    250     40
## 973 2488 FEMALE    HIGH SCHOOL NEVER MARRIED  26     66    202     28
## 974 2492 FEMALE    HIGH SCHOOL NEVER MARRIED  25     64    103     34
## 975 2500   MALE    HIGH SCHOOL      DIVORCED  53     72    200     60
## 976 2508 FEMALE JUNIOR COLLEGE       MARRIED  41     61    160     40
## 977 2510   MALE    HIGH SCHOOL       WIDOWED  46     71    323     43
## 978 2512   MALE JUNIOR COLLEGE NEVER MARRIED  34     70    180     40
## 979 2514 FEMALE    HIGH SCHOOL       MARRIED  34     63    125     40
## 980 2517   MALE       GRADUATE       MARRIED  65     68    165     40
## 981 2518 FEMALE       BACHELOR       MARRIED  48     68    140     55
## 982 2519 FEMALE    HIGH SCHOOL       MARRIED  38     65    193     15
## 983 2521 FEMALE       BACHELOR       MARRIED  48     70    150     20
## 984 2522 FEMALE    HIGH SCHOOL      DIVORCED  49     67    200     50
## 985 2523   MALE       BACHELOR       MARRIED  54     72    195     40
## 986 2524   MALE       BACHELOR       MARRIED  49     70    195     40
## 987 2525 FEMALE       BACHELOR       MARRIED  53     64    150     40
## 988 2526   MALE       BACHELOR       MARRIED  52     72    200     50
## 989 2530   MALE    HIGH SCHOOL       MARRIED  62     71    215     48
## 990 2531   MALE    HIGH SCHOOL NEVER MARRIED  40     71    230     48
## 991 2535   MALE    HIGH SCHOOL      DIVORCED  56     72    195     46
## 992 2536   MALE    HIGH SCHOOL NEVER MARRIED  24     68    145     40
## 993 2537   MALE    HIGH SCHOOL NEVER MARRIED  27     68    180     40
## 994 2538 FEMALE    HIGH SCHOOL       WIDOWED  71     63    140     48

mutate(): Add or modify variables

Using mutate() : Create new variables or modify existing ones.

# Example: Add a new column 'salary_category' based on income
gss |> 
  dplyr::mutate(salary_category = ifelse(income > 50000, "High", "Low"))
##       id    sex         degree    income       marital age height weight hrswrk
## 1      1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 2      2 FEMALE       BACHELOR  60967.50       MARRIED  26     60     97     40
## 3      4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 4     14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 5     16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 6     19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 7     21 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  30     62    115     38
## 8     27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 9     28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 10    30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 11    32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 12    38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 13    40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 14    44   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  26     76    165     45
## 15    45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 16    46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 17    47   MALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  30     72    185     45
## 18    48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 19    49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 20    50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 21    51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 22    52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 23    53   MALE JUNIOR COLLEGE  40645.00       MARRIED  29     73    245     60
## 24    56 FEMALE       BACHELOR   1478.00 NEVER MARRIED  24     65    118     16
## 25    59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 26    61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 27    64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 28    68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 29    70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 30    75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 31    77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 32    81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 33    89   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  25     74    215     65
## 34    90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 35    91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 36    94 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  24     65    190     15
## 37   101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 38   102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 39   106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 40   109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 41   113 FEMALE    HIGH SCHOOL  20322.50       MARRIED  29     69    180     50
## 42   114   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  28     72    220     50
## 43   116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 44   118   MALE       BACHELOR  27712.50 NEVER MARRIED  30     68    170     40
## 45   120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 46   123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 47   125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 48   128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 49   131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 50   132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 51   137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 52   140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 53   141 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     70    250     37
## 54   143   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  21     67    135     40
## 55   147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 56   149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 57   151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 58   153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 59   154   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  23     72    180     40
## 60   155 FEMALE LT HIGH SCHOOL   3325.50       MARRIED  25     60     92     30
## 61   157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 62   161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 63   164   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  23     68    200     48
## 64   165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 65   171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 66   172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 67   173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 68   178 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  20     64    147     31
## 69   179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 70   180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 71   181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 72   184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 73   186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 74   187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 75   190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 76   191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 77   194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 78   195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 79   199 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  20     62    160     25
## 80   200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 81   205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 82   206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 83   207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 84   209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 85   211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 86   215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 87   218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 88   222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 89   223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 90   225 FEMALE       BACHELOR  33255.00 NEVER MARRIED  24     66    123     40
## 91   226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 92   229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 93   232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 94   234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 95   242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 96   244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 97   245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 98   251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 99   252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 100  256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 101  259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 102  263 FEMALE LT HIGH SCHOOL  10161.25       MARRIED  25     62    177     40
## 103  270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 104  271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 105  274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 106  275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 107  277 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  29     63    130     20
## 108  283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 109  287 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  26     65    135     30
## 110  289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 111  290   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  20     68    230     40
## 112  292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 113  295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 114  302   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     68    135     35
## 115  304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 116  312 FEMALE       GRADUATE  60967.50       MARRIED  30     66    150     47
## 117  315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 118  316   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     69    150     40
## 119  319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 120  324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 121  325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 122  328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 123  331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 124  333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 125  341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 126  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 127  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 128  346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 129  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 130  349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 131  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 132  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 133  355   MALE       BACHELOR  49882.50       MARRIED  29     73    240     50
## 134  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 135  359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 136  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 137  362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 138  363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 139  364 FEMALE       BACHELOR  49882.50 NEVER MARRIED  30     71    175     40
## 140  366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 141  369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 142  372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 143  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 144  376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 145  377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 146  379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 147  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 148  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 149  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 150  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 151  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 152  393 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  22     61    125     40
## 153  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 154  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 155  402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 156  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 157  405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 158  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 159  409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 160  411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 161  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 162  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 163  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 164  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 165  419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 166  420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 167  430   MALE       BACHELOR   5542.50 NEVER MARRIED  25     70    155     45
## 168  435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 169  436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 170  438 FEMALE       BACHELOR  27712.50 NEVER MARRIED  25     66    136     60
## 171  439   MALE       BACHELOR  24017.50 NEVER MARRIED  24     72    165     15
## 172  440 FEMALE       GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 173  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 174  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 175  446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 176  447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 177  449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 178  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 179  455   MALE       BACHELOR  49882.50       MARRIED  28     71    160     50
## 180  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 181  471   MALE       BACHELOR  20322.50 NEVER MARRIED  28     69    180     42
## 182  474 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  24     69    215     47
## 183  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 184  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 185  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 186  480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 187  482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 188  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 189  488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 190  489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 191  490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 192  492   MALE       BACHELOR  49882.50 NEVER MARRIED  25     76    200     55
## 193  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 194  496 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  21     63    135     28
## 195  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 196  499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 197  500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 198  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 199  504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 200  505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 201  506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 202  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 203  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 204  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 205  518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 206  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 207  521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 208  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 209  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 210  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 211  531   MALE       BACHELOR  88680.00 NEVER MARRIED  28     66    212     40
## 212  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 213  534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 214  537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 215  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 216  539   MALE       BACHELOR  60967.50 NEVER MARRIED  29     69    155     40
## 217  541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 218  544 FEMALE       BACHELOR  40645.00       MARRIED  30     67    135     40
## 219  545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 220  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 221  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 222  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 223  564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 224  567 FEMALE       BACHELOR  40645.00       MARRIED  30     63    110     50
## 225  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 226  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 227  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 228  585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 229  586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 230  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 231  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 232  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 233  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 234  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 235  605   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  30     67    160     40
## 236  611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 237  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 238  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 239  615   MALE       BACHELOR  40645.00       MARRIED  29     68    165     40
## 240  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 241  619   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     75    200     50
## 242  620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 243  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 244  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 245  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 246  636   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  30     65    140     40
## 247  642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 248  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 249  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 250  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 251  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 252  657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 253  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 254  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 255  662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 256  666 FEMALE    HIGH SCHOOL   4803.50       MARRIED  27     65    180     36
## 257  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 258  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 259  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 260  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 261  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 262  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 263  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 264  687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 265  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 266  690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 267  691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 268  695 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  26     63     98     40
## 269  697   MALE       BACHELOR  60967.50       MARRIED  27     72    150     50
## 270  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 271  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 272  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 273  710 FEMALE JUNIOR COLLEGE   1478.00       MARRIED  30     67    185     35
## 274  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 275  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 276  718 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  27     60    145     21
## 277  719   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  21     73    195     35
## 278  720 FEMALE       BACHELOR  40645.00 NEVER MARRIED  29     66    150     24
## 279  722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 280  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 281  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 282  731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 283  733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 284  734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 285  738 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  26     65    180     40
## 286  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 287  746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 288  748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 289  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 290  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 291  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 292  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 293  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 294  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 295  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 296  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 297  771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 298  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 299  777 FEMALE JUNIOR COLLEGE   3325.50 NEVER MARRIED  24     60    122     60
## 300  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 301  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 302  782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 303  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 304  789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 305  798   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  26     69    162     60
## 306  801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 307  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 308  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 309  806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 310  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 311  814   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  22     71    185     39
## 312  815 FEMALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  30     62    112     15
## 313  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 314  820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 315  821   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  27     71    220     50
## 316  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 317  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 318  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 319  831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40
## 320  833 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     66    275     36
## 321  836 FEMALE JUNIOR COLLEGE  20322.50 NEVER MARRIED  19     64    162     40
## 322  838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 323  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 324  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 325  843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 326  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 327  849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 328  851 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  28     68    200     30
## 329  855   MALE    HIGH SCHOOL   1478.00       MARRIED  29     75    183     40
## 330  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 331  860 FEMALE       BACHELOR  15703.75       MARRIED  29     68    142     40
## 332  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 333  863 FEMALE       GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 334  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 335  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 336  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 337  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 338  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 339  874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 340  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 341  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 342  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 343  882 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  23     62    145     40
## 344  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 345  887 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  22     66    215     24
## 346  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 347  891 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  28     66    125     37
## 348  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 349  895   MALE       BACHELOR  40645.00       MARRIED  25     76    205     60
## 350  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 351  899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 352  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 353  901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 354  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 355  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 356  907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 357  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 358  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 359  914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 360  915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 361  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 362  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 363  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 364  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 365  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 366  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 367  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 368  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 369  941   MALE    HIGH SCHOOL  10161.25       MARRIED  24     70    125     40
## 370  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 371  947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 372  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 373  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 374  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 375  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 376  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 377  958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 378  961 FEMALE    HIGH SCHOOL  33255.00       MARRIED  29     64    140     40
## 379  962   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  30     72    165     40
## 380  963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 381  965   MALE       BACHELOR  40645.00 NEVER MARRIED  29     70    180     40
## 382  969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 383  970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 384  971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 385  973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 386  974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 387  978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 388  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 389  982 FEMALE       BACHELOR   2586.50 NEVER MARRIED  23     64    200     38
## 390  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 391  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 392  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 393  989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
## 394  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 395  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 396  999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 397 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 398 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 399 1002 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     61    180     80
## 400 1005   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  29     67    245     40
## 401 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 402 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 403 1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 404 1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 405 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 406 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 407 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 408 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 409 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 410 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 411 1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 412 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 413 1037 FEMALE       GRADUATE  49882.50       MARRIED  30     61    129     50
## 414 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 415 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 416 1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 417 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 418 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 419 1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 420 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 421 1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 422 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 423 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 424 1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 425 1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 426 1076 FEMALE JUNIOR COLLEGE  20322.50      DIVORCED  25     60    212     40
## 427 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 428 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 429 1088 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  21     60    105     17
## 430 1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 431 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 432 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 433 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 434 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 435 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 436 1103 FEMALE       BACHELOR  33255.00       MARRIED  30     69    190     55
## 437 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 438 1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 439 1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 440 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 441 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 442 1111 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     61    128     24
## 443 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 444 1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 445 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 446 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 447 1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 448 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 449 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 450 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 451 1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 452 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 453 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 454 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 455 1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 456 1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 457 1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 458 1152 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  28     68    160     70
## 459 1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 460 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 461 1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 462 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 463 1163 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  22     68    155     39
## 464 1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 465 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 466 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 467 1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 468 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 469 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 470 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 471 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 472 1192   MALE       BACHELOR  20322.50 NEVER MARRIED  29     72    150     40
## 473 1193   MALE       BACHELOR  33255.00       MARRIED  30     74    180     40
## 474 1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 475 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 476 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 477 1211 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  25     63    125     45
## 478 1212   MALE       BACHELOR  60967.50 NEVER MARRIED  29     73    189     40
## 479 1217   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  26     69    150      8
## 480 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 481 1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 482 1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 483 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 484 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 485 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 486 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 487 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 488 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 489 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 490 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 491 1243   MALE       GRADUATE 158656.95       MARRIED  29     79    275     35
## 492 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 493 1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 494 1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 495 1251   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  26     67    180     30
## 496 1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 497 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 498 1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 499 1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 500 1259 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     63    120     30
## 501 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 502 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 503 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 504 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 505 1270 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  22     62    155     25
## 506 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 507 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 508 1273 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     65    106     36
## 509 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 510 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 511 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 512 1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 513 1288 FEMALE    HIGH SCHOOL  15703.75     SEPARATED  26     66    165     40
## 514 1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 515 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 516 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 517 1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 518 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 519 1311   MALE       BACHELOR  33255.00 NEVER MARRIED  29     71    245     40
## 520 1313   MALE       BACHELOR  40645.00 NEVER MARRIED  26     73    170     45
## 521 1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 522 1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 523 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 524 1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 525 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 526 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 527 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 528 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 529 1337   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     77    170     45
## 530 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 531 1341   MALE    HIGH SCHOOL   1478.00       MARRIED  29     63    135     45
## 532 1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 533 1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 534 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 535 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 536 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 537 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 538 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 539 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 540 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 541 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 542 1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 543 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 544 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 545 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 546 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 547 1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 548 1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 549 1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 550 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 551 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 552 1385   MALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  26     69    183     20
## 553 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 554 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 555 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 556 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 557 1397   MALE    HIGH SCHOOL  27712.50       MARRIED  27     70    210     38
## 558 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 559 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 560 1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 561 1416   MALE LT HIGH SCHOOL  10161.25 NEVER MARRIED  25     70    170     30
## 562 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 563 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 564 1422 FEMALE       BACHELOR  12008.75 NEVER MARRIED  25     66    165     32
## 565 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 566 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 567 1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 568 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 569 1440   MALE    HIGH SCHOOL  24017.50       MARRIED  27     68    195     40
## 570 1442   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  20     67    150     30
## 571 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 572 1447 FEMALE LT HIGH SCHOOL  15703.75 NEVER MARRIED  22     62    128     35
## 573 1448 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  23     66    215     20
## 574 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 575 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 576 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 577 1459   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  28     74    350     16
## 578 1461   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  30     71    170     40
## 579 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 580 1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 581 1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 582 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 583 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 584 1480 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  19     63    140     30
## 585 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 586 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 587 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 588 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 589 1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 590 1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 591 1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 592 1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 593 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 594 1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 595 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 596 1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 597 1509 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  27     64    120     30
## 598 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 599 1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 600 1517   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  21     73    147     39
## 601 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 602 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 603 1523   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  26     68    190     30
## 604 1528   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  28     73    135     38
## 605 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 606 1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 607 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 608 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 609 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 610 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 611 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 612 1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 613 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 614 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 615 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 616 1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 617 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 618 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 619 1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 620 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 621 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 622 1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 623 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 624 1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 625 1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 626 1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 627 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 628 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 629 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 630 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 631 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 632 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 633 1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 634 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 635 1610   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  30     75    168     35
## 636 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 637 1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 638 1619   MALE    HIGH SCHOOL  24017.50       MARRIED  25     65    140     20
## 639 1621 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  22     63    125     50
## 640 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 641 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 642 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 643 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 644 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 645 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 646 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 647 1647 FEMALE    HIGH SCHOOL  24017.50       MARRIED  29     65    160     40
## 648 1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 649 1658 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  26     65    140     40
## 650 1659 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  20     61    196     50
## 651 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 652 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 653 1671 FEMALE       BACHELOR  33255.00 NEVER MARRIED  27     62    124     40
## 654 1674 FEMALE    HIGH SCHOOL  15703.75       MARRIED  29     65    122     32
## 655 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 656 1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 657 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 658 1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 659 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 660 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 661 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 662 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 663 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 664 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 665 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 666 1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 667 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 668 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 669 1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 670 1710 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  30     66    142     31
## 671 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 672 1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 673 1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 674 1722 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  30     61    215     50
## 675 1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 676 1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 677 1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 678 1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 679 1735   MALE    HIGH SCHOOL  10161.25       MARRIED  30     69    225     20
## 680 1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 681 1738 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  28     66    140     30
## 682 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 683 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 684 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 685 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 686 1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 687 1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 688 1766   MALE       BACHELOR  73900.00 NEVER MARRIED  29     67    160     55
## 689 1767   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  26     70    180     43
## 690 1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 691 1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 692 1777 FEMALE       BACHELOR  40645.00       MARRIED  26     66    300     48
## 693 1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 694 1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 695 1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 696 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 697 1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 698 1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 699 1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 700 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 701 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 702 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 703 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 704 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 705 1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 706 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 707 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 708 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 709 1826   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     74    175     40
## 710 1827   MALE       BACHELOR  10161.25       MARRIED  30     72    170     70
## 711 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 712 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 713 1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 714 1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 715 1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 716 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 717 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 718 1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 719 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 720 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 721 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 722 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 723 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 724 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 725 1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 726 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 727 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 728 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 729 1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 730 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 731 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 732 1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 733 1891 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  30     62    165     40
## 734 1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 735 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 736 1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 737 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 738 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 739 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 740 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 741 1908   MALE    HIGH SCHOOL  17551.25      DIVORCED  30     59    115      8
## 742 1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 743 1913 FEMALE       BACHELOR   8313.75       MARRIED  30     67    155     45
## 744 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 745 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 746 1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 747 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 748 1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 749 1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 750 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 751 1925   MALE    HIGH SCHOOL  17551.25       MARRIED  29     77    216     39
## 752 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 753 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 754 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 755 1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 756 1934 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  26     64    165     50
## 757 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 758 1944   MALE    HIGH SCHOOL   6651.00       MARRIED  29     72    280     45
## 759 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 760 1949   MALE       BACHELOR  15703.75 NEVER MARRIED  28     66    190     40
## 761 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 762 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 763 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 764 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 765 1961 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  27     66    186     45
## 766 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 767 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 768 1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 769 1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 770 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 771 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 772 1975 FEMALE    HIGH SCHOOL  12008.75     SEPARATED  28     62    142     60
## 773 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 774 1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 775 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 776 1986 FEMALE       BACHELOR  27712.50 NEVER MARRIED  29     63    174     40
## 777 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 778 1988   MALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     66    155     79
## 779 1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 780 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 781 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 782 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 783 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 784 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 785 2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 786 2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 787 2023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  25     65    200     57
## 788 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 789 2027 FEMALE    HIGH SCHOOL   6651.00     SEPARATED  30     63    145     40
## 790 2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 791 2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 792 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 793 2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 794 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 795 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 796 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 797 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 798 2046   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  21     67    150     33
## 799 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 800 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 801 2052 FEMALE       GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 802 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 803 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 804 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 805 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 806 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 807 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 808 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 809 2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 810 2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 811 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 812 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 813 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 814 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 815 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 816 2087 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  25     64    147     38
## 817 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 818 2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 819 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 820 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 821 2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 822 2102   MALE LT HIGH SCHOOL  12008.75       MARRIED  29     64    178     40
## 823 2107   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  27     70    210     20
## 824 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 825 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 826 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 827 2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 828 2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 829 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 830 2133   MALE    HIGH SCHOOL  20322.50       MARRIED  27     73    300     60
## 831 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 832 2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 833 2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 834 2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 835 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 836 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 837 2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 838 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 839 2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 840 2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 841 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 842 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 843 2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 844 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 845 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 846 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 847 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 848 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 849 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 850 2182   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  27     71    170     38
## 851 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 852 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 853 2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 854 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 855 2195   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  21     67    230     40
## 856 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 857 2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 858 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 859 2213 FEMALE    HIGH SCHOOL  15703.75       MARRIED  25     61    125     12
## 860 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 861 2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 862 2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 863 2218   MALE JUNIOR COLLEGE  20322.50       MARRIED  30     70    187     40
## 864 2220   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  26     76    230     60
## 865 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 866 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 867 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 868 2225   MALE    HIGH SCHOOL  24017.50       MARRIED  26     62    157     70
## 869 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 870 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 871 2231   MALE       BACHELOR  60967.50       MARRIED  28     71    160     50
## 872 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 873 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 874 2235 FEMALE    HIGH SCHOOL   3325.50       MARRIED  24     65    245     40
## 875 2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 876 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 877 2241   MALE       BACHELOR  40645.00       MARRIED  27     72    170     50
## 878 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 879 2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 880 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 881 2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 882 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 883 2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 884 2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 885 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 886 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 887 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 888 2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 889 2273   MALE    HIGH SCHOOL  20322.50       MARRIED  30     69    215     40
## 890 2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 891 2276   MALE    HIGH SCHOOL  33255.00       MARRIED  30     73    170     20
## 892 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 893 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 894 2285 FEMALE    HIGH SCHOOL  33255.00     SEPARATED  26     61    186     30
## 895 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 896 2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 897 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 898 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 899 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 900 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 901 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 902 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 903 2312   MALE    HIGH SCHOOL  27712.50       MARRIED  22     69    175     45
## 904 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 905 2314   MALE       BACHELOR  17551.25 NEVER MARRIED  27     70    235     28
## 906 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 907 2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 908 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 909 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 910 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 911 2339 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  24     64    143     40
## 912 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 913 2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 914 2348 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  19     60    108     40
## 915 2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 916 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 917 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 918 2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 919 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 920 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 921 2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 922 2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 923 2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 924 2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 925 2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 926 2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 927 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 928 2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 929 2377   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  24     66    180     28
## 930 2378 FEMALE       BACHELOR  15703.75 NEVER MARRIED  24     65    139     45
## 931 2380 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  26     59    145     35
## 932 2381 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  30     66    140     40
## 933 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 934 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 935 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 936 2393   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  28     72    270     55
## 937 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 938 2395   MALE    HIGH SCHOOL    369.50      DIVORCED  20     73    185     24
## 939 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 940 2399   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  24     74    220     35
## 941 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 942 2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 943 2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 944 2405 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  30     64    138     30
## 945 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 946 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 947 2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 948 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 949 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 950 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 951 2418 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  27     64    260     40
## 952 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 953 2423   MALE       BACHELOR  60967.50       MARRIED  30     67    195     48
## 954 2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 955 2434 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  29     65    135     24
## 956 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 957 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 958 2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 959 2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 960 2454 FEMALE    HIGH SCHOOL  33255.00       MARRIED  26     63    180     55
## 961 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 962 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 963 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 964 2464   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  20     68    153     40
## 965 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 966 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 967 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 968 2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
## 969 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 970 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 971 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 972 2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 973 2488 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  26     66    202     28
## 974 2492 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     64    103     34
## 975 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 976 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 977 2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 978 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 979 2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 980 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 981 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 982 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 983 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 984 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 985 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 986 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 987 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 988 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 989 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 990 2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 991 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 992 2536   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  24     68    145     40
## 993 2537   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  27     68    180     40
## 994 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
##     salary_category
## 1              High
## 2              High
## 3               Low
## 4               Low
## 5               Low
## 6               Low
## 7               Low
## 8               Low
## 9              High
## 10              Low
## 11              Low
## 12              Low
## 13             High
## 14              Low
## 15             High
## 16              Low
## 17              Low
## 18              Low
## 19             High
## 20              Low
## 21              Low
## 22              Low
## 23              Low
## 24              Low
## 25             High
## 26              Low
## 27             High
## 28             High
## 29              Low
## 30             High
## 31             High
## 32              Low
## 33              Low
## 34              Low
## 35             High
## 36              Low
## 37             High
## 38              Low
## 39              Low
## 40             High
## 41              Low
## 42              Low
## 43              Low
## 44              Low
## 45              Low
## 46              Low
## 47              Low
## 48             High
## 49              Low
## 50             High
## 51             High
## 52             High
## 53              Low
## 54              Low
## 55              Low
## 56              Low
## 57              Low
## 58              Low
## 59              Low
## 60              Low
## 61             High
## 62              Low
## 63              Low
## 64              Low
## 65              Low
## 66             High
## 67              Low
## 68              Low
## 69              Low
## 70              Low
## 71              Low
## 72              Low
## 73              Low
## 74              Low
## 75              Low
## 76              Low
## 77              Low
## 78              Low
## 79              Low
## 80             High
## 81              Low
## 82              Low
## 83              Low
## 84              Low
## 85              Low
## 86              Low
## 87             High
## 88              Low
## 89              Low
## 90              Low
## 91              Low
## 92              Low
## 93             High
## 94              Low
## 95             High
## 96              Low
## 97              Low
## 98              Low
## 99              Low
## 100             Low
## 101            High
## 102             Low
## 103            High
## 104             Low
## 105             Low
## 106             Low
## 107             Low
## 108             Low
## 109             Low
## 110             Low
## 111             Low
## 112             Low
## 113             Low
## 114             Low
## 115            High
## 116            High
## 117             Low
## 118             Low
## 119             Low
## 120             Low
## 121             Low
## 122             Low
## 123             Low
## 124             Low
## 125             Low
## 126             Low
## 127             Low
## 128            High
## 129             Low
## 130            High
## 131             Low
## 132             Low
## 133             Low
## 134             Low
## 135             Low
## 136             Low
## 137            High
## 138             Low
## 139             Low
## 140            High
## 141            High
## 142            High
## 143            High
## 144            High
## 145            High
## 146            High
## 147             Low
## 148             Low
## 149             Low
## 150             Low
## 151            High
## 152             Low
## 153            High
## 154             Low
## 155            High
## 156            High
## 157            High
## 158             Low
## 159            High
## 160            High
## 161             Low
## 162             Low
## 163             Low
## 164             Low
## 165             Low
## 166            High
## 167             Low
## 168            High
## 169            High
## 170             Low
## 171             Low
## 172             Low
## 173             Low
## 174             Low
## 175            High
## 176            High
## 177            High
## 178             Low
## 179             Low
## 180             Low
## 181             Low
## 182             Low
## 183             Low
## 184             Low
## 185             Low
## 186             Low
## 187            High
## 188            High
## 189            High
## 190            High
## 191            High
## 192             Low
## 193             Low
## 194             Low
## 195            High
## 196            High
## 197             Low
## 198             Low
## 199            High
## 200            High
## 201            High
## 202             Low
## 203             Low
## 204             Low
## 205            High
## 206             Low
## 207             Low
## 208             Low
## 209             Low
## 210             Low
## 211            High
## 212             Low
## 213             Low
## 214             Low
## 215            High
## 216            High
## 217            High
## 218             Low
## 219            High
## 220             Low
## 221             Low
## 222             Low
## 223             Low
## 224             Low
## 225             Low
## 226             Low
## 227             Low
## 228             Low
## 229            High
## 230             Low
## 231             Low
## 232            High
## 233             Low
## 234             Low
## 235             Low
## 236            High
## 237            High
## 238             Low
## 239             Low
## 240             Low
## 241             Low
## 242            High
## 243             Low
## 244             Low
## 245             Low
## 246             Low
## 247             Low
## 248            High
## 249             Low
## 250             Low
## 251            High
## 252             Low
## 253             Low
## 254             Low
## 255             Low
## 256             Low
## 257             Low
## 258             Low
## 259             Low
## 260             Low
## 261             Low
## 262             Low
## 263             Low
## 264             Low
## 265             Low
## 266            High
## 267             Low
## 268             Low
## 269            High
## 270             Low
## 271             Low
## 272             Low
## 273             Low
## 274            High
## 275             Low
## 276             Low
## 277             Low
## 278             Low
## 279             Low
## 280             Low
## 281             Low
## 282            High
## 283            High
## 284            High
## 285             Low
## 286             Low
## 287             Low
## 288             Low
## 289             Low
## 290             Low
## 291             Low
## 292             Low
## 293             Low
## 294             Low
## 295             Low
## 296             Low
## 297             Low
## 298             Low
## 299             Low
## 300             Low
## 301             Low
## 302            High
## 303             Low
## 304            High
## 305             Low
## 306             Low
## 307             Low
## 308            High
## 309            High
## 310             Low
## 311             Low
## 312             Low
## 313             Low
## 314             Low
## 315             Low
## 316             Low
## 317             Low
## 318             Low
## 319             Low
## 320             Low
## 321             Low
## 322            High
## 323             Low
## 324            High
## 325            High
## 326             Low
## 327             Low
## 328             Low
## 329             Low
## 330             Low
## 331             Low
## 332             Low
## 333             Low
## 334             Low
## 335             Low
## 336             Low
## 337             Low
## 338            High
## 339            High
## 340             Low
## 341             Low
## 342             Low
## 343             Low
## 344             Low
## 345             Low
## 346             Low
## 347             Low
## 348             Low
## 349             Low
## 350             Low
## 351             Low
## 352             Low
## 353             Low
## 354             Low
## 355             Low
## 356             Low
## 357             Low
## 358             Low
## 359             Low
## 360             Low
## 361             Low
## 362             Low
## 363            High
## 364             Low
## 365            High
## 366             Low
## 367            High
## 368             Low
## 369             Low
## 370             Low
## 371            High
## 372            High
## 373            High
## 374             Low
## 375             Low
## 376             Low
## 377             Low
## 378             Low
## 379             Low
## 380             Low
## 381             Low
## 382             Low
## 383             Low
## 384            High
## 385             Low
## 386            High
## 387             Low
## 388             Low
## 389             Low
## 390            High
## 391             Low
## 392             Low
## 393             Low
## 394            High
## 395             Low
## 396             Low
## 397             Low
## 398             Low
## 399             Low
## 400             Low
## 401             Low
## 402             Low
## 403            High
## 404             Low
## 405             Low
## 406             Low
## 407             Low
## 408             Low
## 409             Low
## 410             Low
## 411            High
## 412             Low
## 413             Low
## 414             Low
## 415             Low
## 416             Low
## 417             Low
## 418             Low
## 419            High
## 420             Low
## 421             Low
## 422             Low
## 423             Low
## 424            High
## 425             Low
## 426             Low
## 427             Low
## 428             Low
## 429             Low
## 430             Low
## 431             Low
## 432             Low
## 433             Low
## 434            High
## 435             Low
## 436             Low
## 437             Low
## 438            High
## 439             Low
## 440             Low
## 441             Low
## 442             Low
## 443             Low
## 444             Low
## 445             Low
## 446            High
## 447             Low
## 448             Low
## 449            High
## 450            High
## 451             Low
## 452             Low
## 453             Low
## 454             Low
## 455             Low
## 456             Low
## 457             Low
## 458             Low
## 459             Low
## 460             Low
## 461            High
## 462             Low
## 463             Low
## 464             Low
## 465             Low
## 466             Low
## 467             Low
## 468             Low
## 469             Low
## 470             Low
## 471             Low
## 472             Low
## 473             Low
## 474             Low
## 475             Low
## 476             Low
## 477             Low
## 478            High
## 479             Low
## 480             Low
## 481            High
## 482             Low
## 483             Low
## 484             Low
## 485             Low
## 486             Low
## 487             Low
## 488             Low
## 489             Low
## 490             Low
## 491            High
## 492             Low
## 493             Low
## 494             Low
## 495             Low
## 496             Low
## 497             Low
## 498             Low
## 499             Low
## 500             Low
## 501             Low
## 502             Low
## 503             Low
## 504             Low
## 505             Low
## 506            High
## 507             Low
## 508             Low
## 509             Low
## 510             Low
## 511             Low
## 512             Low
## 513             Low
## 514             Low
## 515            High
## 516            High
## 517            High
## 518             Low
## 519             Low
## 520             Low
## 521             Low
## 522             Low
## 523             Low
## 524             Low
## 525            High
## 526            High
## 527             Low
## 528             Low
## 529             Low
## 530             Low
## 531             Low
## 532            High
## 533             Low
## 534             Low
## 535             Low
## 536            High
## 537             Low
## 538             Low
## 539             Low
## 540             Low
## 541             Low
## 542             Low
## 543             Low
## 544             Low
## 545             Low
## 546             Low
## 547             Low
## 548             Low
## 549             Low
## 550             Low
## 551             Low
## 552             Low
## 553             Low
## 554             Low
## 555             Low
## 556             Low
## 557             Low
## 558             Low
## 559             Low
## 560             Low
## 561             Low
## 562             Low
## 563             Low
## 564             Low
## 565             Low
## 566             Low
## 567             Low
## 568            High
## 569             Low
## 570             Low
## 571             Low
## 572             Low
## 573             Low
## 574             Low
## 575             Low
## 576             Low
## 577             Low
## 578             Low
## 579             Low
## 580             Low
## 581             Low
## 582             Low
## 583             Low
## 584             Low
## 585             Low
## 586             Low
## 587             Low
## 588             Low
## 589             Low
## 590             Low
## 591             Low
## 592             Low
## 593             Low
## 594             Low
## 595             Low
## 596             Low
## 597             Low
## 598             Low
## 599             Low
## 600             Low
## 601             Low
## 602             Low
## 603             Low
## 604             Low
## 605             Low
## 606             Low
## 607             Low
## 608             Low
## 609            High
## 610             Low
## 611             Low
## 612             Low
## 613             Low
## 614             Low
## 615             Low
## 616             Low
## 617             Low
## 618            High
## 619            High
## 620             Low
## 621             Low
## 622             Low
## 623             Low
## 624             Low
## 625             Low
## 626             Low
## 627             Low
## 628             Low
## 629             Low
## 630             Low
## 631             Low
## 632            High
## 633            High
## 634             Low
## 635             Low
## 636             Low
## 637             Low
## 638             Low
## 639             Low
## 640             Low
## 641             Low
## 642             Low
## 643             Low
## 644             Low
## 645             Low
## 646             Low
## 647             Low
## 648            High
## 649             Low
## 650             Low
## 651             Low
## 652             Low
## 653             Low
## 654             Low
## 655            High
## 656             Low
## 657             Low
## 658             Low
## 659             Low
## 660             Low
## 661             Low
## 662             Low
## 663             Low
## 664             Low
## 665             Low
## 666            High
## 667             Low
## 668             Low
## 669             Low
## 670             Low
## 671             Low
## 672             Low
## 673             Low
## 674             Low
## 675            High
## 676            High
## 677            High
## 678            High
## 679             Low
## 680             Low
## 681             Low
## 682             Low
## 683            High
## 684             Low
## 685             Low
## 686             Low
## 687            High
## 688            High
## 689             Low
## 690             Low
## 691             Low
## 692             Low
## 693             Low
## 694             Low
## 695            High
## 696             Low
## 697            High
## 698             Low
## 699             Low
## 700             Low
## 701             Low
## 702             Low
## 703             Low
## 704             Low
## 705             Low
## 706             Low
## 707             Low
## 708             Low
## 709             Low
## 710             Low
## 711             Low
## 712            High
## 713            High
## 714             Low
## 715             Low
## 716             Low
## 717             Low
## 718             Low
## 719             Low
## 720             Low
## 721             Low
## 722             Low
## 723             Low
## 724             Low
## 725            High
## 726             Low
## 727             Low
## 728            High
## 729            High
## 730             Low
## 731             Low
## 732             Low
## 733             Low
## 734             Low
## 735             Low
## 736             Low
## 737             Low
## 738             Low
## 739             Low
## 740            High
## 741             Low
## 742             Low
## 743             Low
## 744             Low
## 745            High
## 746             Low
## 747            High
## 748            High
## 749            High
## 750             Low
## 751             Low
## 752             Low
## 753             Low
## 754             Low
## 755            High
## 756             Low
## 757             Low
## 758             Low
## 759             Low
## 760             Low
## 761             Low
## 762             Low
## 763             Low
## 764             Low
## 765             Low
## 766             Low
## 767             Low
## 768             Low
## 769             Low
## 770             Low
## 771             Low
## 772             Low
## 773             Low
## 774             Low
## 775             Low
## 776             Low
## 777             Low
## 778             Low
## 779             Low
## 780             Low
## 781             Low
## 782             Low
## 783             Low
## 784             Low
## 785            High
## 786             Low
## 787             Low
## 788             Low
## 789             Low
## 790             Low
## 791             Low
## 792             Low
## 793            High
## 794             Low
## 795             Low
## 796             Low
## 797             Low
## 798             Low
## 799             Low
## 800             Low
## 801             Low
## 802             Low
## 803             Low
## 804             Low
## 805            High
## 806             Low
## 807            High
## 808             Low
## 809            High
## 810             Low
## 811             Low
## 812             Low
## 813             Low
## 814             Low
## 815             Low
## 816             Low
## 817             Low
## 818             Low
## 819             Low
## 820             Low
## 821             Low
## 822             Low
## 823             Low
## 824             Low
## 825             Low
## 826             Low
## 827             Low
## 828             Low
## 829             Low
## 830             Low
## 831             Low
## 832             Low
## 833            High
## 834             Low
## 835             Low
## 836            High
## 837            High
## 838             Low
## 839             Low
## 840             Low
## 841             Low
## 842             Low
## 843             Low
## 844             Low
## 845             Low
## 846             Low
## 847             Low
## 848             Low
## 849             Low
## 850             Low
## 851             Low
## 852             Low
## 853            High
## 854            High
## 855             Low
## 856            High
## 857            High
## 858             Low
## 859             Low
## 860             Low
## 861             Low
## 862             Low
## 863             Low
## 864             Low
## 865             Low
## 866             Low
## 867            High
## 868             Low
## 869             Low
## 870             Low
## 871            High
## 872             Low
## 873             Low
## 874             Low
## 875             Low
## 876             Low
## 877             Low
## 878            High
## 879             Low
## 880             Low
## 881             Low
## 882             Low
## 883            High
## 884             Low
## 885             Low
## 886             Low
## 887             Low
## 888             Low
## 889             Low
## 890             Low
## 891             Low
## 892             Low
## 893             Low
## 894             Low
## 895             Low
## 896            High
## 897             Low
## 898             Low
## 899             Low
## 900             Low
## 901             Low
## 902             Low
## 903             Low
## 904             Low
## 905             Low
## 906             Low
## 907             Low
## 908             Low
## 909             Low
## 910             Low
## 911             Low
## 912             Low
## 913             Low
## 914             Low
## 915             Low
## 916             Low
## 917             Low
## 918            High
## 919             Low
## 920             Low
## 921             Low
## 922             Low
## 923             Low
## 924             Low
## 925            High
## 926             Low
## 927             Low
## 928            High
## 929             Low
## 930             Low
## 931             Low
## 932             Low
## 933            High
## 934             Low
## 935             Low
## 936             Low
## 937             Low
## 938             Low
## 939             Low
## 940             Low
## 941             Low
## 942             Low
## 943             Low
## 944             Low
## 945             Low
## 946             Low
## 947             Low
## 948             Low
## 949             Low
## 950             Low
## 951             Low
## 952            High
## 953            High
## 954            High
## 955             Low
## 956             Low
## 957             Low
## 958             Low
## 959             Low
## 960             Low
## 961             Low
## 962             Low
## 963             Low
## 964             Low
## 965             Low
## 966             Low
## 967             Low
## 968            High
## 969             Low
## 970             Low
## 971             Low
## 972             Low
## 973             Low
## 974             Low
## 975             Low
## 976             Low
## 977             Low
## 978             Low
## 979             Low
## 980             Low
## 981             Low
## 982             Low
## 983             Low
## 984             Low
## 985             Low
## 986             Low
## 987             Low
## 988             Low
## 989             Low
## 990             Low
## 991             Low
## 992             Low
## 993             Low
## 994             Low

Arrange(): Reorder rows

Using arrange(): Sort rows based on one or more variables.

# Example 1: Arrange data by descending income

gss |>
  dplyr::arrange(desc(income))
##       id    sex         degree    income       marital age height weight hrswrk
## 1     68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 2    128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 3    137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 4    218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 5    232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 6    242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 7    304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 8    362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 9    366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 10   372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 11   376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 12   377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 13   411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 14   435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 15   436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 16   447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 17   482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 18   489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 19   504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 20   541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 21   611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 22   690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 23   782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 24   806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 25   843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 26   971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 27  1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 28  1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 29  1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 30  1243   MALE       GRADUATE 158656.95       MARRIED  29     79    275     35
## 31  1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 32  1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 33  1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 34  1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 35  1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 36  1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 37  1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 38  2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 39  2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 40  2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 41  2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 42  2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 43  2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 44  2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 45  2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 46  2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
## 47    77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 48   369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 49   379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 50   449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 51   586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 52   731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 53   734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 54   789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 55  1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 56  1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 57  1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 58  1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 59  1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 60  1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 61  2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 62    45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 63    49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 64    75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 65    91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 66   109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 67   132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 68   259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 69   405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 70   505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 71   506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 72   531   MALE       BACHELOR  88680.00 NEVER MARRIED  28     66    212     40
## 73   545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 74   620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 75   733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 76   838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 77   874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 78   947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 79   974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 80  1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 81  1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 82  1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 83  1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 84  1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 85  1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 86  2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 87  2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 88    28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 89    40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 90    59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 91   101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 92   157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 93   200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 94   346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 95   349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 96   402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 97   409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 98   446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 99   490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 100  518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 101  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 102  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 103  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 104  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 105  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 106  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 107  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 108  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 109 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 110 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 111 1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 112 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 113 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 114 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 115 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 116 1766   MALE       BACHELOR  73900.00 NEVER MARRIED  29     67    160     55
## 117 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 118 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 119 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 120    1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 121    2 FEMALE       BACHELOR  60967.50       MARRIED  26     60     97     40
## 122   64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 123  140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 124  172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 125  270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 126  312 FEMALE       GRADUATE  60967.50       MARRIED  30     66    150     47
## 127  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 128  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 129  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 130  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 131  420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 132  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 133  488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 134  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 135  499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 136  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 137  539   MALE       BACHELOR  60967.50 NEVER MARRIED  29     69    155     40
## 138  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 139  697   MALE       BACHELOR  60967.50       MARRIED  27     72    150     50
## 140  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 141  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 142  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 143  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 144  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 145  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 146 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 147 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 148 1212   MALE       BACHELOR  60967.50 NEVER MARRIED  29     73    189     40
## 149 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 150 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 151 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 152 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 153 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 154 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 155 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 156 1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 157 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 158 1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 159 1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 160 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 161 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 162 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 163 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 164 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 165 2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 166 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 167 2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 168 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 169 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 170 2231   MALE       BACHELOR  60967.50       MARRIED  28     71    160     50
## 171 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 172 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 173 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 174 2423   MALE       BACHELOR  60967.50       MARRIED  30     67    195     48
## 175   48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 176  102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 177  125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 178  165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 179  191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 180  205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 181  234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 182  275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 183  324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 184  331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 185  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 186  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 187  355   MALE       BACHELOR  49882.50       MARRIED  29     73    240     50
## 188  364 FEMALE       BACHELOR  49882.50 NEVER MARRIED  30     71    175     40
## 189  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 190  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 191  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 192  455   MALE       BACHELOR  49882.50       MARRIED  28     71    160     50
## 193  492   MALE       BACHELOR  49882.50 NEVER MARRIED  25     76    200     55
## 194  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 195  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 196  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 197  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 198  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 199  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 200  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 201  748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 202  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 203  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 204  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 205  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 206  958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 207 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 208 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 209 1037 FEMALE       GRADUATE  49882.50       MARRIED  30     61    129     50
## 210 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 211 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 212 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 213 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 214 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 215 1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 216 1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 217 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 218 1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 219 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 220 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 221 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 222 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 223 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 224 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 225 1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 226 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 227 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 228 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 229 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 230 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 231 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 232 1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 233 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 234 1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 235 1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 236 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 237 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 238 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 239 1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 240 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 241 2052 FEMALE       GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 242 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 243 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 244 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 245 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 246 2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 247 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 248 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 249 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 250 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 251 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 252 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 253 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 254 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 255   47   MALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  30     72    185     45
## 256   52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 257   53   MALE JUNIOR COLLEGE  40645.00       MARRIED  29     73    245     60
## 258   89   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  25     74    215     65
## 259   90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 260  116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 261  149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 262  181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 263  245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 264  252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 265  256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 266  271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 267  283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 268  295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 269  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 270  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 271  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 272  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 273  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 274  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 275  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 276  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 277  544 FEMALE       BACHELOR  40645.00       MARRIED  30     67    135     40
## 278  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 279  564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 280  567 FEMALE       BACHELOR  40645.00       MARRIED  30     63    110     50
## 281  615   MALE       BACHELOR  40645.00       MARRIED  29     68    165     40
## 282  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 283  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 284  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 285  720 FEMALE       BACHELOR  40645.00 NEVER MARRIED  29     66    150     24
## 286  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 287  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 288  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 289  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 290  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 291  849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 292  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 293  895   MALE       BACHELOR  40645.00       MARRIED  25     76    205     60
## 294  899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 295  965   MALE       BACHELOR  40645.00 NEVER MARRIED  29     70    180     40
## 296  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 297  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 298 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 299 1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 300 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 301 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 302 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 303 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 304 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 305 1313   MALE       BACHELOR  40645.00 NEVER MARRIED  26     73    170     45
## 306 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 307 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 308 1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 309 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 310 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 311 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 312 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 313 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 314 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 315 1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 316 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 317 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 318 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 319 1710 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  30     66    142     31
## 320 1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 321 1777 FEMALE       BACHELOR  40645.00       MARRIED  26     66    300     48
## 322 1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 323 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 324 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 325 1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 326 1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 327 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 328 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 329 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 330 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 331 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 332 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 333 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 334 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 335 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 336 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 337 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 338 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 339 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 340 2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 341 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 342 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 343 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 344 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 345 2241   MALE       BACHELOR  40645.00       MARRIED  27     72    170     50
## 346 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 347 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 348 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 349 2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 350 2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 351 2393   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  28     72    270     55
## 352 2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 353 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 354 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 355 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 356 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 357 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 358   30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 359   32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 360   38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 361   46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 362   51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 363  106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 364  187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 365  190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 366  225 FEMALE       BACHELOR  33255.00 NEVER MARRIED  24     66    123     40
## 367  251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 368  302   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     68    135     35
## 369  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 370  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 371  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 372  419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 373  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 374  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 375  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 376  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 377  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 378  619   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     75    200     50
## 379  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 380  662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 381  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 382  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 383  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 384  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 385  831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40
## 386  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 387  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 388  891 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  28     66    125     37
## 389  901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 390  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 391  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 392  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 393  961 FEMALE    HIGH SCHOOL  33255.00       MARRIED  29     64    140     40
## 394 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 395 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 396 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 397 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 398 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 399 1103 FEMALE       BACHELOR  33255.00       MARRIED  30     69    190     55
## 400 1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 401 1193   MALE       BACHELOR  33255.00       MARRIED  30     74    180     40
## 402 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 403 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 404 1311   MALE       BACHELOR  33255.00 NEVER MARRIED  29     71    245     40
## 405 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 406 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 407 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 408 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 409 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 410 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 411 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 412 1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 413 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 414 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 415 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 416 1671 FEMALE       BACHELOR  33255.00 NEVER MARRIED  27     62    124     40
## 417 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 418 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 419 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 420 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 421 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 422 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 423 1722 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  30     61    215     50
## 424 1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 425 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 426 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 427 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 428 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 429 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 430 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 431 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 432 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 433 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 434 1934 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  26     64    165     50
## 435 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 436 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 437 2023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  25     65    200     57
## 438 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 439 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 440 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 441 2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 442 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 443 2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 444 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 445 2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 446 2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 447 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 448 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 449 2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 450 2276   MALE    HIGH SCHOOL  33255.00       MARRIED  30     73    170     20
## 451 2285 FEMALE    HIGH SCHOOL  33255.00     SEPARATED  26     61    186     30
## 452 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 453 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 454 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 455 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 456 2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 457 2418 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  27     64    260     40
## 458 2434 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  29     65    135     24
## 459 2454 FEMALE    HIGH SCHOOL  33255.00       MARRIED  26     63    180     55
## 460 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 461 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 462 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 463 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 464 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 465 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 466 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 467  118   MALE       BACHELOR  27712.50 NEVER MARRIED  30     68    170     40
## 468  173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 469  207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 470  363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 471  393 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  22     61    125     40
## 472  438 FEMALE       BACHELOR  27712.50 NEVER MARRIED  25     66    136     60
## 473  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 474  480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 475  500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 476  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 477  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 478  738 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  26     65    180     40
## 479  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 480  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 481  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 482  820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 483  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 484  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 485  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 486  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 487  907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 488  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 489 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 490 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 491 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 492 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 493 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 494 1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 495 1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 496 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 497 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 498 1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 499 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 500 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 501 1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 502 1397   MALE    HIGH SCHOOL  27712.50       MARRIED  27     70    210     38
## 503 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 504 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 505 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 506 1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 507 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 508 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 509 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 510 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 511 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 512 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 513 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 514 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 515 1986 FEMALE       BACHELOR  27712.50 NEVER MARRIED  29     63    174     40
## 516 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 517 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 518 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 519 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 520 2312   MALE    HIGH SCHOOL  27712.50       MARRIED  22     69    175     45
## 521 2339 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  24     64    143     40
## 522 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 523 2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 524 2537   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  27     68    180     40
## 525   44   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  26     76    165     45
## 526   50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 527  161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 528  164   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  23     68    200     48
## 529  179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 530  209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 531  333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 532  439   MALE       BACHELOR  24017.50 NEVER MARRIED  24     72    165     15
## 533  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 534  474 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  24     69    215     47
## 535  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 536  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 537  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 538  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 539  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 540  746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 541  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 542  801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 543  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 544  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 545  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 546  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 547  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 548  973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 549 1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 550 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 551 1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 552 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 553 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 554 1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 555 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 556 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 557 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 558 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 559 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 560 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 561 1440   MALE    HIGH SCHOOL  24017.50       MARRIED  27     68    195     40
## 562 1459   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  28     74    350     16
## 563 1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 564 1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 565 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 566 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 567 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 568 1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 569 1619   MALE    HIGH SCHOOL  24017.50       MARRIED  25     65    140     20
## 570 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 571 1647 FEMALE    HIGH SCHOOL  24017.50       MARRIED  29     65    160     40
## 572 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 573 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 574 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 575 1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 576 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 577 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 578 1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 579 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 580 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 581 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 582 2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 583 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 584 2107   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  27     70    210     20
## 585 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 586 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 587 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 588 2182   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  27     71    170     38
## 589 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 590 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 591 2225   MALE    HIGH SCHOOL  24017.50       MARRIED  26     62    157     70
## 592 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 593 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 594 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 595 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 596 2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 597 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 598 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 599  113 FEMALE    HIGH SCHOOL  20322.50       MARRIED  29     69    180     50
## 600  120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 601  153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 602  186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 603  195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 604  244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 605  274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 606  287 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  26     65    135     30
## 607  315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 608  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 609  471   MALE       BACHELOR  20322.50 NEVER MARRIED  28     69    180     42
## 610  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 611  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 612  605   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  30     67    160     40
## 613  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 614  836 FEMALE JUNIOR COLLEGE  20322.50 NEVER MARRIED  19     64    162     40
## 615  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 616  863 FEMALE       GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 617  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 618  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 619  999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 620 1005   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  29     67    245     40
## 621 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 622 1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 623 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 624 1076 FEMALE JUNIOR COLLEGE  20322.50      DIVORCED  25     60    212     40
## 625 1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 626 1192   MALE       BACHELOR  20322.50 NEVER MARRIED  29     72    150     40
## 627 1211 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  25     63    125     45
## 628 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 629 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 630 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 631 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 632 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 633 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 634 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 635 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 636 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 637 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 638 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 639 1891 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  30     62    165     40
## 640 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 641 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 642 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 643 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 644 2087 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  25     64    147     38
## 645 2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 646 2133   MALE    HIGH SCHOOL  20322.50       MARRIED  27     73    300     60
## 647 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 648 2218   MALE JUNIOR COLLEGE  20322.50       MARRIED  30     70    187     40
## 649 2273   MALE    HIGH SCHOOL  20322.50       MARRIED  30     69    215     40
## 650 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 651 2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 652 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 653 2399   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  24     74    220     35
## 654 2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 655 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 656 2488 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  26     66    202     28
## 657 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 658   14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 659   16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 660   21 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  30     62    115     38
## 661   27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 662  123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 663  131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 664  289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 665  328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 666  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 667  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 668  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 669  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 670  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 671  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 672  695 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  26     63     98     40
## 673  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 674  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 675  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 676  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 677  962   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  30     72    165     40
## 678  969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 679 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 680 1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 681 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 682 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 683 1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 684 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 685 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 686 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 687 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 688 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 689 1738 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  28     66    140     30
## 690 1908   MALE    HIGH SCHOOL  17551.25      DIVORCED  30     59    115      8
## 691 1925   MALE    HIGH SCHOOL  17551.25       MARRIED  29     77    216     39
## 692 1961 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  27     66    186     45
## 693 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 694 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 695 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 696 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 697 2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 698 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 699 2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 700 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 701 2314   MALE       BACHELOR  17551.25 NEVER MARRIED  27     70    235     28
## 702 2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 703 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 704 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 705 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 706 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 707 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 708 2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 709 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 710 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 711   19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 712   61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 713   70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 714  114   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  28     72    220     50
## 715  143   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  21     67    135     40
## 716  206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 717  215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 718  226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 719  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 720  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 721  833 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     66    275     36
## 722  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 723  860 FEMALE       BACHELOR  15703.75       MARRIED  29     68    142     40
## 724  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 725  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 726  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 727  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 728 1002 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     61    180     80
## 729 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 730 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 731 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 732 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 733 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 734 1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 735 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 736 1288 FEMALE    HIGH SCHOOL  15703.75     SEPARATED  26     66    165     40
## 737 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 738 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 739 1447 FEMALE LT HIGH SCHOOL  15703.75 NEVER MARRIED  22     62    128     35
## 740 1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 741 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 742 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 743 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 744 1658 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  26     65    140     40
## 745 1674 FEMALE    HIGH SCHOOL  15703.75       MARRIED  29     65    122     32
## 746 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 747 1826   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     74    175     40
## 748 1949   MALE       BACHELOR  15703.75 NEVER MARRIED  28     66    190     40
## 749 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 750 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 751 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 752 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 753 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 754 2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 755 2213 FEMALE    HIGH SCHOOL  15703.75       MARRIED  25     61    125     12
## 756 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 757 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 758 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 759 2378 FEMALE       BACHELOR  15703.75 NEVER MARRIED  24     65    139     45
## 760 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 761 2464   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  20     68    153     40
## 762 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
## 763  277 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  29     63    130     20
## 764  290   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  20     68    230     40
## 765  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 766  585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 767  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 768  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 769 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 770 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 771 1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 772 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 773 1528   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  28     73    135     38
## 774 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 775 1767   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  26     70    180     43
## 776 1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 777 1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 778 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 779 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 780 2381 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  30     66    140     40
## 781 2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 782   94 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  24     65    190     15
## 783  223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 784  534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 785  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 786  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 787  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 788  687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 789  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 790  815 FEMALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  30     62    112     15
## 791  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 792  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 793 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 794 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 795 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 796 1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 797 1385   MALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  26     69    183     20
## 798 1422 FEMALE       BACHELOR  12008.75 NEVER MARRIED  25     66    165     32
## 799 1509 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  27     64    120     30
## 800 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 801 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 802 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 803 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 804 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 805 1975 FEMALE    HIGH SCHOOL  12008.75     SEPARATED  28     62    142     60
## 806 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 807 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 808 2102   MALE LT HIGH SCHOOL  12008.75       MARRIED  29     64    178     40
## 809 2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 810 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 811 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 812    4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 813  141 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     70    250     37
## 814  151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 815  222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 816  263 FEMALE LT HIGH SCHOOL  10161.25       MARRIED  25     62    177     40
## 817  496 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  21     63    135     28
## 818  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 819  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 820  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 821  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 822  887 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  22     66    215     24
## 823  941   MALE    HIGH SCHOOL  10161.25       MARRIED  24     70    125     40
## 824 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 825 1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 826 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 827 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 828 1163 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  22     68    155     39
## 829 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 830 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 831 1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 832 1251   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  26     67    180     30
## 833 1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 834 1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 835 1337   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     77    170     45
## 836 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 837 1416   MALE LT HIGH SCHOOL  10161.25 NEVER MARRIED  25     70    170     30
## 838 1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 839 1735   MALE    HIGH SCHOOL  10161.25       MARRIED  30     69    225     20
## 840 1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 841 1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 842 1827   MALE       BACHELOR  10161.25       MARRIED  30     72    170     70
## 843 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 844 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 845 2377   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  24     66    180     28
## 846  180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 847  229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 848  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 849  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 850  719   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  21     73    195     35
## 851  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 852 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 853 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 854 1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 855 1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 856 1270 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  22     62    155     25
## 857 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 858 1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 859 1461   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  30     71    170     40
## 860 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 861 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 862 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 863 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 864 1913 FEMALE       BACHELOR   8313.75       MARRIED  30     67    155     45
## 865 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 866 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 867 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 868 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 869 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 870 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 871 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 872 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 873 2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 874 2405 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  30     64    138     30
## 875 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 876 2536   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  24     68    145     40
## 877   81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 878  147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 879  211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 880  319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 881  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 882  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 883  718 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  27     60    145     21
## 884 1152 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  28     68    160     70
## 885 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 886 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 887 1610   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  30     75    168     35
## 888 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 889 1944   MALE    HIGH SCHOOL   6651.00       MARRIED  29     72    280     45
## 890 2027 FEMALE    HIGH SCHOOL   6651.00     SEPARATED  30     63    145     40
## 891 2220   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  26     76    230     60
## 892 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 893 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 894 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 895 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 896  316   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     69    150     40
## 897  430   MALE       BACHELOR   5542.50 NEVER MARRIED  25     70    155     45
## 898  970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 899 1448 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  23     66    215     20
## 900 1621 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  22     63    125     50
## 901 1659 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  20     61    196     50
## 902 2195   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  21     67    230     40
## 903 2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 904 2492 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     64    103     34
## 905  154   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  23     72    180     40
## 906  194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 907  199 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  20     62    160     25
## 908  636   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  30     65    140     40
## 909  657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 910  666 FEMALE    HIGH SCHOOL   4803.50       MARRIED  27     65    180     36
## 911  821   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  27     71    220     50
## 912  978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 913 1088 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  21     60    105     17
## 914 1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 915 1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 916 1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 917 1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 918 1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 919 2380 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  26     59    145     35
## 920  325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 921  359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 922  798   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  26     69    162     60
## 923  851 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  28     68    200     30
## 924  915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 925  989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
## 926 1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 927 1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 928 1517   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  21     73    147     39
## 929 1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 930 1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 931 1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 932 1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 933 1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 934 1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 935 2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 936 2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 937 2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 938  155 FEMALE LT HIGH SCHOOL   3325.50       MARRIED  25     60     92     30
## 939  292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 940  521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 941  771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 942  777 FEMALE JUNIOR COLLEGE   3325.50 NEVER MARRIED  24     60    122     60
## 943  882 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  23     62    145     40
## 944 1273 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     65    106     36
## 945 1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 946 1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 947 1480 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  19     63    140     30
## 948 1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 949 1988   MALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     66    155     79
## 950 2235 FEMALE    HIGH SCHOOL   3325.50       MARRIED  24     65    245     40
## 951  178 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  20     64    147     31
## 952  184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 953  341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 954  722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 955  914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 956  982 FEMALE       BACHELOR   2586.50 NEVER MARRIED  23     64    200     38
## 957 1111 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     61    128     24
## 958 1259 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     63    120     30
## 959 1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 960 1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 961 1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 962 1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 963 1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 964 2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 965 2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 966 2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 967 2348 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  19     60    108     40
## 968   56 FEMALE       BACHELOR   1478.00 NEVER MARRIED  24     65    118     16
## 969  710 FEMALE JUNIOR COLLEGE   1478.00       MARRIED  30     67    185     35
## 970  814   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  22     71    185     39
## 971  855   MALE    HIGH SCHOOL   1478.00       MARRIED  29     75    183     40
## 972 1217   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  26     69    150      8
## 973 1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 974 1341   MALE    HIGH SCHOOL   1478.00       MARRIED  29     63    135     45
## 975 1442   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  20     67    150     30
## 976 1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 977 2046   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  21     67    150     33
## 978 2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 979 2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 980 2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 981  171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 982  440 FEMALE       GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 983  537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 984  642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 985  691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 986  963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 987 1523   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  26     68    190     30
## 988 1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 989 1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 990 1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 991 2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 992 2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 993 2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 994 2395   MALE    HIGH SCHOOL    369.50      DIVORCED  20     73    185     24
gss |> 
  dplyr::arrange(desc(weight))
##       id    sex         degree    income       marital age height weight hrswrk
## 1    831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40
## 2    958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 3   1459   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  28     74    350     16
## 4   1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 5   1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 6   2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 7    999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 8    149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 9    901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 10  1777 FEMALE       BACHELOR  40645.00       MARRIED  26     66    300     48
## 11  2133   MALE    HIGH SCHOOL  20322.50       MARRIED  27     73    300     60
## 12   363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 13  1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 14  2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 15  1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 16  1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 17  1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 18  2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 19  1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 20   746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 21  1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 22  1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 23  1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 24  1944   MALE    HIGH SCHOOL   6651.00       MARRIED  29     72    280     45
## 25  2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 26  2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 27  1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 28   833 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     66    275     36
## 29  1243   MALE       GRADUATE 158656.95       MARRIED  29     79    275     35
## 30  1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 31  1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 32  1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 33  1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 34  2393   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  28     72    270     55
## 35  2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 36  1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 37   480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 38  1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 39  1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 40  1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 41  2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 42  2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 43   446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 44   518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 45   662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 46  1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 47  1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 48  1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 49  1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 50  2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 51  2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 52  2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 53  2418 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  27     64    260     40
## 54   657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 55   564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 56   137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 57  1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 58  1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 59  1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 60  1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 61   141 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     70    250     37
## 62   179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 63   333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 64   820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 65   899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 66  1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 67  1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 68  1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 69  1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 70  1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 71  1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 72  2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 73   419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 74   420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 75    53   MALE JUNIOR COLLEGE  40645.00       MARRIED  29     73    245     60
## 76  1005   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  29     67    245     40
## 77  1311   MALE       BACHELOR  33255.00 NEVER MARRIED  29     71    245     40
## 78  1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 79  2235 FEMALE    HIGH SCHOOL   3325.50       MARRIED  24     65    245     40
## 80  2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 81  1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 82   232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 83   355   MALE       BACHELOR  49882.50       MARRIED  29     73    240     50
## 84  1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 85  1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 86  1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 87  1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 88  1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 89  1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 90  1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 91  2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 92  2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 93  2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 94  2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 95  2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 96  2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 97  2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 98   190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 99  2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 100  181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 101  359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 102  963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 103 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 104 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 105 2314   MALE       BACHELOR  17551.25 NEVER MARRIED  27     70    235     28
## 106 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 107 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 108 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 109   52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 110  229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 111  290   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  20     68    230     40
## 112  362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 113  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 114  504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 115  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 116  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 117 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 118 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 119 1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 120 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 121 2195   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  21     67    230     40
## 122 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 123 2220   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  26     76    230     60
## 124 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 125 2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 126 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 127 2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 128  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 129 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 130 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 131   28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 132  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 133  586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 134  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 135 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 136 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 137 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 138 1735   MALE    HIGH SCHOOL  10161.25       MARRIED  30     69    225     20
## 139 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 140 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 141 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 142 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 143 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 144  914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 145  114   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  28     72    220     50
## 146  304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 147  482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 148  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 149  506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 150  821   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  27     71    220     50
## 151 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 152 1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 153 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 154 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 155 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 156 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 157 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 158 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 159 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 160 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 161 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 162 1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 163 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 164 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 165 2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 166 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 167 2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 168 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 169 2399   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  24     74    220     35
## 170 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 171 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 172  191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 173 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 174 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 175 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 176 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 177 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 178  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 179 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 180 1925   MALE    HIGH SCHOOL  17551.25       MARRIED  29     77    216     39
## 181   89   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  25     74    215     65
## 182  474 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  24     69    215     47
## 183  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 184  734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 185  887 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  22     66    215     24
## 186  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 187 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 188 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 189 1448 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  23     66    215     20
## 190 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 191 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 192 1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 193 1722 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  30     61    215     50
## 194 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 195 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 196 2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 197 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 198 2273   MALE    HIGH SCHOOL  20322.50       MARRIED  30     69    215     40
## 199 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 200  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 201  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 202 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 203  531   MALE       BACHELOR  88680.00 NEVER MARRIED  28     66    212     40
## 204 1076 FEMALE JUNIOR COLLEGE  20322.50      DIVORCED  25     60    212     40
## 205 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 206 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 207 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 208 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 209   16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 210   75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 211  184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 212  346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 213  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 214  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 215  545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 216  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 217  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 218  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 219 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 220 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 221 1397   MALE    HIGH SCHOOL  27712.50       MARRIED  27     70    210     38
## 222 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 223 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 224 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 225 1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 226 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 227 2107   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  27     70    210     20
## 228 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 229  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 230  195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 231  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 232  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 233 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 234  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 235  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 236 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 237  157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 238  611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 239  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 240  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 241  895   MALE       BACHELOR  40645.00       MARRIED  25     76    205     60
## 242 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 243 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 244 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 245 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 246 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 247 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 248 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 249 1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 250 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 251 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 252 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 253 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 254 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 255 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 256 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 257  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 258  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 259 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 260 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 261 2488 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  26     66    202     28
## 262  206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 263   40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 264   77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 265  147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 266  164   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  23     68    200     48
## 267  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 268  349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 269  377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 270  489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 271  492   MALE       BACHELOR  49882.50 NEVER MARRIED  25     76    200     55
## 272  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 273  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 274  619   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     75    200     50
## 275  690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 276  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 277  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 278  851 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  28     68    200     30
## 279  982 FEMALE       BACHELOR   2586.50 NEVER MARRIED  23     64    200     38
## 280 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 281 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 282 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 283 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 284 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 285 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 286 1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 287 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 288 1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 289 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 290 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 291 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 292 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 293 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 294 2023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  25     65    200     57
## 295 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 296 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 297 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 298 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 299 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 300 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 301 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 302 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 303 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 304 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 305 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 306  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 307   81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 308  218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 309 1659 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  20     61    196     50
## 310 2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 311  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 312  366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 313  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 314  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 315  719   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  21     73    195     35
## 316  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 317  782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 318  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 319 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 320 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 321 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 322 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 323 1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 324 1440   MALE    HIGH SCHOOL  24017.50       MARRIED  27     68    195     40
## 325 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 326 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 327 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 328 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 329 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 330 2423   MALE       BACHELOR  60967.50       MARRIED  30     67    195     48
## 331 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 332 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 333 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 334 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 335  173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 336 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 337 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 338 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 339 2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 340    1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 341   61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 342   94 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  24     65    190     15
## 343  161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 344  172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 345  259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 346  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 347  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 348  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 349  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 350  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 351  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 352  970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 353  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 354 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 355 1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 356 1103 FEMALE       BACHELOR  33255.00       MARRIED  30     69    190     55
## 357 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 358 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 359 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 360 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 361 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 362 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 363 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 364 1523   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  26     68    190     30
## 365 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 366 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 367 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 368 1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 369 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 370 1949   MALE       BACHELOR  15703.75 NEVER MARRIED  28     66    190     40
## 371 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 372 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 373 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 374 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 375 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 376 1212   MALE       BACHELOR  60967.50 NEVER MARRIED  29     73    189     40
## 377   45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 378  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 379 1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 380  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 381 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 382 2218   MALE JUNIOR COLLEGE  20322.50       MARRIED  30     70    187     40
## 383  153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 384  256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 385  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 386  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 387 1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 388 1961 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  27     66    186     45
## 389 2285 FEMALE    HIGH SCHOOL  33255.00     SEPARATED  26     61    186     30
## 390   47   MALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  30     72    185     45
## 391  101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 392  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 393  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 394  710 FEMALE JUNIOR COLLEGE   1478.00       MARRIED  30     67    185     35
## 395  789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 396  814   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  22     71    185     39
## 397  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 398  974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 399 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 400 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 401 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 402 1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 403 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 404 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 405 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 406 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 407 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 408 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 409 1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 410 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 411 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 412 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 413 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 414 2395   MALE    HIGH SCHOOL    369.50      DIVORCED  20     73    185     24
## 415 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 416  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 417  855   MALE    HIGH SCHOOL   1478.00       MARRIED  29     75    183     40
## 418 1385   MALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  26     69    183     20
## 419 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 420 2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 421  132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 422  275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 423  376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 424 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 425 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 426 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 427   27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 428   68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 429  102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 430  113 FEMALE    HIGH SCHOOL  20322.50       MARRIED  29     69    180     50
## 431  154   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  23     72    180     40
## 432  209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 433  274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 434  405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 435  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 436  435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 437  447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 438  471   MALE       BACHELOR  20322.50 NEVER MARRIED  28     69    180     42
## 439  490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 440  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 441  541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 442  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 443  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 444  666 FEMALE    HIGH SCHOOL   4803.50       MARRIED  27     65    180     36
## 445  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 446  738 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  26     65    180     40
## 447  771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 448  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 449  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 450  965   MALE       BACHELOR  40645.00 NEVER MARRIED  29     70    180     40
## 451  978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 452 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 453 1002 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     61    180     80
## 454 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 455 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 456 1193   MALE       BACHELOR  33255.00       MARRIED  30     74    180     40
## 457 1251   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  26     67    180     30
## 458 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 459 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 460 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 461 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 462 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 463 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 464 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 465 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 466 1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 467 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 468 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 469 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 470 1767   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  26     70    180     43
## 471 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 472 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 473 1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 474 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 475 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 476 2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 477 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 478 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 479 2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 480 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 481 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 482 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 483 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 484 2377   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  24     66    180     28
## 485 2454 FEMALE    HIGH SCHOOL  33255.00       MARRIED  26     63    180     55
## 486 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 487 2537   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  27     68    180     40
## 488  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 489  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 490  731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 491 2102   MALE LT HIGH SCHOOL  12008.75       MARRIED  29     64    178     40
## 492 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 493  263 FEMALE LT HIGH SCHOOL  10161.25       MARRIED  25     62    177     40
## 494  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 495 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 496 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 497   48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 498  109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 499  331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 500  364 FEMALE       BACHELOR  49882.50 NEVER MARRIED  30     71    175     40
## 501  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 502  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 503  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 504  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 505  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 506  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 507  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 508  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 509  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 510  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 511 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 512 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 513 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 514 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 515 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 516 1826   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     74    175     40
## 517 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 518 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 519 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 520 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 521 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 522 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 523 2312   MALE    HIGH SCHOOL  27712.50       MARRIED  22     69    175     45
## 524 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 525 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 526 1986 FEMALE       BACHELOR  27712.50 NEVER MARRIED  29     63    174     40
## 527 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 528  226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 529  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 530 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 531  319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 532   19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 533   50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 534  106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 535  118   MALE       BACHELOR  27712.50 NEVER MARRIED  30     68    170     40
## 536  205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 537  242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 538  289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 539  341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 540  369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 541  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 542  620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 543  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 544  691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 545  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 546  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 547  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 548  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 549  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 550  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 551  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 552  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 553 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 554 1313   MALE       BACHELOR  40645.00 NEVER MARRIED  26     73    170     45
## 555 1337   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     77    170     45
## 556 1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 557 1416   MALE LT HIGH SCHOOL  10161.25 NEVER MARRIED  25     70    170     30
## 558 1461   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  30     71    170     40
## 559 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 560 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 561 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 562 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 563 1827   MALE       BACHELOR  10161.25       MARRIED  30     72    170     70
## 564 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 565 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 566 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 567 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 568 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 569 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 570 2182   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  27     71    170     38
## 571 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 572 2241   MALE       BACHELOR  40645.00       MARRIED  27     72    170     50
## 573 2276   MALE    HIGH SCHOOL  33255.00       MARRIED  30     73    170     20
## 574 2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 575 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 576 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 577  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 578 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 579  234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 580  436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 581  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 582 1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 583 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 584 1610   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  30     75    168     35
## 585 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 586 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 587 2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 588 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 589 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 590 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 591 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 592  271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 593   30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 594   44   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  26     76    165     45
## 595   70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 596  123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 597  283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 598  295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 599  324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 600  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 601  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 602  439   MALE       BACHELOR  24017.50 NEVER MARRIED  24     72    165     15
## 603  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 604  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 605  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 606  615   MALE       BACHELOR  40645.00       MARRIED  29     68    165     40
## 607  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 608  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 609  962   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  30     72    165     40
## 610 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 611 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 612 1288 FEMALE    HIGH SCHOOL  15703.75     SEPARATED  26     66    165     40
## 613 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 614 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 615 1422 FEMALE       BACHELOR  12008.75 NEVER MARRIED  25     66    165     32
## 616 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 617 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 618 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 619 1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 620 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 621 1891 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  30     62    165     40
## 622 1934 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  26     64    165     50
## 623 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 624 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 625 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 626 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 627 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 628 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 629 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 630 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 631 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 632 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 633  411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 634  843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 635 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 636 1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 637 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 638  402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 639  187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 640  798   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  26     69    162     60
## 641  836 FEMALE JUNIOR COLLEGE  20322.50 NEVER MARRIED  19     64    162     40
## 642  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 643 1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 644 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 645  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 646 2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 647 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 648    4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 649   49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 650  125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 651  128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 652  171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 653  199 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  20     62    160     25
## 654  270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 655  315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 656  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 657  455   MALE       BACHELOR  49882.50       MARRIED  28     71    160     50
## 658  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 659  605   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  30     67    160     40
## 660  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 661  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 662  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 663  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 664  874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 665  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 666  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 667  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 668  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 669  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 670 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 671 1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 672 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 673 1152 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  28     68    160     70
## 674 1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 675 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 676 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 677 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 678 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 679 1647 FEMALE    HIGH SCHOOL  24017.50       MARRIED  29     65    160     40
## 680 1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 681 1766   MALE       BACHELOR  73900.00 NEVER MARRIED  29     67    160     55
## 682 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 683 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 684 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 685 2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 686 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 687 2231   MALE       BACHELOR  60967.50       MARRIED  28     71    160     50
## 688 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 689 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 690  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 691  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 692  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 693 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 694 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 695 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 696 1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 697 2225   MALE    HIGH SCHOOL  24017.50       MARRIED  26     62    157     70
## 698 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 699   14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 700  131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 701  733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 702 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 703  409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 704  430   MALE       BACHELOR   5542.50 NEVER MARRIED  25     70    155     45
## 705  539   MALE       BACHELOR  60967.50 NEVER MARRIED  29     69    155     40
## 706  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 707  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 708  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 709  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 710  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 711  915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 712  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 713 1163 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  22     68    155     39
## 714 1270 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  22     62    155     25
## 715 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 716 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 717 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 718 1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 719 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 720 1913 FEMALE       BACHELOR   8313.75       MARRIED  30     67    155     45
## 721 1988   MALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     66    155     79
## 722 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 723 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 724 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 725 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 726   90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 727  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 728 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 729  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 730 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 731 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 732 2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 733 2464   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  20     68    153     40
## 734  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 735 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 736 1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 737 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 738   38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 739   46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 740   91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 741  116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 742  200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 743  223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 744  245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 745  312 FEMALE       GRADUATE  60967.50       MARRIED  30     66    150     47
## 746  316   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     69    150     40
## 747  372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 748  379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 749  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 750  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 751  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 752  505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 753  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 754  697   MALE       BACHELOR  60967.50       MARRIED  27     72    150     50
## 755  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 756  720 FEMALE       BACHELOR  40645.00 NEVER MARRIED  29     66    150     24
## 757  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 758  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 759  806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 760  863 FEMALE       GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 761  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 762  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 763  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 764 1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 765 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 766 1192   MALE       BACHELOR  20322.50 NEVER MARRIED  29     72    150     40
## 767 1217   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  26     69    150      8
## 768 1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 769 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 770 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 771 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 772 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 773 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 774 1442   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  20     67    150     30
## 775 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 776 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 777 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 778 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 779 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 780 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 781 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 782 2046   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  21     67    150     33
## 783 2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 784 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 785 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 786 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 787 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 788  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 789  722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 790   59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 791 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 792 2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 793 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 794  178 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  20     64    147     31
## 795  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 796 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 797 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 798 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 799 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 800 1517   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  21     73    147     39
## 801 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 802 2087 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  25     64    147     38
## 803 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 804  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 805  521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 806  718 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  27     60    145     21
## 807  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 808  882 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  23     62    145     40
## 809  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 810 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 811 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 812 1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 813 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 814 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 815 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 816 2027 FEMALE    HIGH SCHOOL   6651.00     SEPARATED  30     63    145     40
## 817 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 818 2380 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  26     59    145     35
## 819 2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
## 820 2536   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  24     68    145     40
## 821  449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 822   51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 823  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 824 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 825 2339 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  24     64    143     40
## 826  207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 827  252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 828  860 FEMALE       BACHELOR  15703.75       MARRIED  29     68    142     40
## 829 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 830 1710 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  30     66    142     31
## 831 1975 FEMALE    HIGH SCHOOL  12008.75     SEPARATED  28     62    142     60
## 832  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 833 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 834 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 835  215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 836  328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 837  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 838  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 839  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 840  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 841  636   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  30     65    140     40
## 842  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 843  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 844  961 FEMALE    HIGH SCHOOL  33255.00       MARRIED  29     64    140     40
## 845  971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 846 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 847 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 848 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 849 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 850 1480 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  19     63    140     30
## 851 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 852 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 853 1619   MALE    HIGH SCHOOL  24017.50       MARRIED  25     65    140     20
## 854 1658 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  26     65    140     40
## 855 1738 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  28     66    140     30
## 856 1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 857 1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 858 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 859 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 860 2381 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  30     66    140     40
## 861 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 862 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
## 863 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 864 1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 865 2378 FEMALE       BACHELOR  15703.75 NEVER MARRIED  24     65    139     45
## 866  440 FEMALE       GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 867  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 868 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 869 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 870 2405 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  30     64    138     30
## 871  151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 872  537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 873  438 FEMALE       BACHELOR  27712.50 NEVER MARRIED  25     66    136     60
## 874 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 875 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 876  143   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  21     67    135     40
## 877  287 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  26     65    135     30
## 878  302   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     68    135     35
## 879  325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 880  488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 881  496 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  21     63    135     28
## 882  534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 883  544 FEMALE       BACHELOR  40645.00       MARRIED  30     67    135     40
## 884  642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 885  838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 886 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 887 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 888 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 889 1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 890 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 891 1341   MALE    HIGH SCHOOL   1478.00       MARRIED  29     63    135     45
## 892 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 893 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 894 1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 895 1528   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  28     73    135     38
## 896 1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 897 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 898 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 899 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 900 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 901 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 902 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 903 2434 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  29     65    135     24
## 904  140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 905 1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 906  500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 907 1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 908 1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 909  186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 910  277 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  29     63    130     20
## 911  292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 912  585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 913  973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 914 1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 915 1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 916 1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 917 1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 918 1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 919 1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 920 1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 921 1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 922 1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 923 2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 924 2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 925 2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 926 2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 927 1037 FEMALE       GRADUATE  49882.50       MARRIED  30     61    129     50
## 928 2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 929   32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 930  251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 931 1111 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     61    128     24
## 932 1447 FEMALE LT HIGH SCHOOL  15703.75 NEVER MARRIED  22     62    128     35
## 933  687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 934  849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 935  194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 936 1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 937 2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 938  393 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  22     61    125     40
## 939  801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 940  891 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  28     66    125     37
## 941  941   MALE    HIGH SCHOOL  10161.25       MARRIED  24     70    125     40
## 942 1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 943 1211 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  25     63    125     45
## 944 1621 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  22     63    125     50
## 945 2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 946 2213 FEMALE    HIGH SCHOOL  15703.75       MARRIED  25     61    125     12
## 947 2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 948 1671 FEMALE       BACHELOR  33255.00 NEVER MARRIED  27     62    124     40
## 949 2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 950 2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 951   64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 952  225 FEMALE       BACHELOR  33255.00 NEVER MARRIED  24     66    123     40
## 953  777 FEMALE JUNIOR COLLEGE   3325.50 NEVER MARRIED  24     60    122     60
## 954 1674 FEMALE    HIGH SCHOOL  15703.75       MARRIED  29     65    122     32
## 955  165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 956  222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 957  748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 958 1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 959 1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 960 1259 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     63    120     30
## 961 1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 962 1509 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  27     64    120     30
## 963 1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 964 1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 965   56 FEMALE       BACHELOR   1478.00 NEVER MARRIED  24     65    118     16
## 966  211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 967   21 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  30     62    115     38
## 968  907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 969 1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 970 1908   MALE    HIGH SCHOOL  17551.25      DIVORCED  30     59    115      8
## 971 2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 972 1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 973 1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 974  815 FEMALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  30     62    112     15
## 975 1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 976  120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 977  567 FEMALE       BACHELOR  40645.00       MARRIED  30     63    110     50
## 978  947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 979 1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 980 2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 981  499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 982 2348 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  19     60    108     40
## 983 1273 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     65    106     36
## 984  969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 985 1088 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  21     60    105     17
## 986 2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 987  244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 988 2052 FEMALE       GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 989 2492 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     64    103     34
## 990  180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 991  695 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  26     63     98     40
## 992    2 FEMALE       BACHELOR  60967.50       MARRIED  26     60     97     40
## 993  155 FEMALE LT HIGH SCHOOL   3325.50       MARRIED  25     60     92     30
## 994  989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
# Example 2: Arrange data by Ascending income
gss |> dplyr::arrange((income))
##       id    sex         degree    income       marital age height weight hrswrk
## 1    171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 2    440 FEMALE       GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 3    537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 4    642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 5    691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 6    963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 7   1523   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  26     68    190     30
## 8   1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 9   1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 10  1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 11  2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 12  2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 13  2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 14  2395   MALE    HIGH SCHOOL    369.50      DIVORCED  20     73    185     24
## 15    56 FEMALE       BACHELOR   1478.00 NEVER MARRIED  24     65    118     16
## 16   710 FEMALE JUNIOR COLLEGE   1478.00       MARRIED  30     67    185     35
## 17   814   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  22     71    185     39
## 18   855   MALE    HIGH SCHOOL   1478.00       MARRIED  29     75    183     40
## 19  1217   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  26     69    150      8
## 20  1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 21  1341   MALE    HIGH SCHOOL   1478.00       MARRIED  29     63    135     45
## 22  1442   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  20     67    150     30
## 23  1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 24  2046   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  21     67    150     33
## 25  2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 26  2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 27  2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 28   178 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  20     64    147     31
## 29   184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 30   341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 31   722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 32   914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 33   982 FEMALE       BACHELOR   2586.50 NEVER MARRIED  23     64    200     38
## 34  1111 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     61    128     24
## 35  1259 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     63    120     30
## 36  1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 37  1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 38  1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 39  1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 40  1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 41  2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 42  2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 43  2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 44  2348 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  19     60    108     40
## 45   155 FEMALE LT HIGH SCHOOL   3325.50       MARRIED  25     60     92     30
## 46   292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 47   521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 48   771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 49   777 FEMALE JUNIOR COLLEGE   3325.50 NEVER MARRIED  24     60    122     60
## 50   882 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  23     62    145     40
## 51  1273 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     65    106     36
## 52  1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 53  1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 54  1480 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  19     63    140     30
## 55  1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 56  1988   MALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     66    155     79
## 57  2235 FEMALE    HIGH SCHOOL   3325.50       MARRIED  24     65    245     40
## 58   325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 59   359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 60   798   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  26     69    162     60
## 61   851 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  28     68    200     30
## 62   915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 63   989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
## 64  1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 65  1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 66  1517   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  21     73    147     39
## 67  1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 68  1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 69  1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 70  1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 71  1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 72  1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 73  2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 74  2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 75  2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 76   154   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  23     72    180     40
## 77   194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 78   199 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  20     62    160     25
## 79   636   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  30     65    140     40
## 80   657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 81   666 FEMALE    HIGH SCHOOL   4803.50       MARRIED  27     65    180     36
## 82   821   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  27     71    220     50
## 83   978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 84  1088 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  21     60    105     17
## 85  1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 86  1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 87  1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 88  1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 89  1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 90  2380 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  26     59    145     35
## 91   316   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     69    150     40
## 92   430   MALE       BACHELOR   5542.50 NEVER MARRIED  25     70    155     45
## 93   970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 94  1448 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  23     66    215     20
## 95  1621 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  22     63    125     50
## 96  1659 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  20     61    196     50
## 97  2195   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  21     67    230     40
## 98  2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 99  2492 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     64    103     34
## 100   81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 101  147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 102  211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 103  319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 104  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 105  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 106  718 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  27     60    145     21
## 107 1152 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  28     68    160     70
## 108 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 109 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 110 1610   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  30     75    168     35
## 111 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 112 1944   MALE    HIGH SCHOOL   6651.00       MARRIED  29     72    280     45
## 113 2027 FEMALE    HIGH SCHOOL   6651.00     SEPARATED  30     63    145     40
## 114 2220   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  26     76    230     60
## 115 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 116 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 117 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 118 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 119  180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 120  229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 121  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 122  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 123  719   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  21     73    195     35
## 124  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 125 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 126 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 127 1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 128 1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 129 1270 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  22     62    155     25
## 130 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 131 1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 132 1461   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  30     71    170     40
## 133 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 134 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 135 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 136 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 137 1913 FEMALE       BACHELOR   8313.75       MARRIED  30     67    155     45
## 138 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 139 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 140 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 141 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 142 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 143 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 144 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 145 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 146 2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 147 2405 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  30     64    138     30
## 148 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 149 2536   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  24     68    145     40
## 150    4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 151  141 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     70    250     37
## 152  151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 153  222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 154  263 FEMALE LT HIGH SCHOOL  10161.25       MARRIED  25     62    177     40
## 155  496 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  21     63    135     28
## 156  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 157  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 158  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 159  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 160  887 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  22     66    215     24
## 161  941   MALE    HIGH SCHOOL  10161.25       MARRIED  24     70    125     40
## 162 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 163 1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 164 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 165 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 166 1163 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  22     68    155     39
## 167 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 168 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 169 1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 170 1251   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  26     67    180     30
## 171 1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 172 1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 173 1337   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     77    170     45
## 174 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 175 1416   MALE LT HIGH SCHOOL  10161.25 NEVER MARRIED  25     70    170     30
## 176 1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 177 1735   MALE    HIGH SCHOOL  10161.25       MARRIED  30     69    225     20
## 178 1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 179 1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 180 1827   MALE       BACHELOR  10161.25       MARRIED  30     72    170     70
## 181 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 182 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 183 2377   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  24     66    180     28
## 184   94 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  24     65    190     15
## 185  223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 186  534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 187  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 188  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 189  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 190  687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 191  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 192  815 FEMALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  30     62    112     15
## 193  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 194  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 195 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 196 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 197 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 198 1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 199 1385   MALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  26     69    183     20
## 200 1422 FEMALE       BACHELOR  12008.75 NEVER MARRIED  25     66    165     32
## 201 1509 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  27     64    120     30
## 202 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 203 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 204 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 205 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 206 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 207 1975 FEMALE    HIGH SCHOOL  12008.75     SEPARATED  28     62    142     60
## 208 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 209 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 210 2102   MALE LT HIGH SCHOOL  12008.75       MARRIED  29     64    178     40
## 211 2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 212 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 213 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 214  277 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  29     63    130     20
## 215  290   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  20     68    230     40
## 216  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 217  585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 218  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 219  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 220 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 221 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 222 1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 223 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 224 1528   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  28     73    135     38
## 225 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 226 1767   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  26     70    180     43
## 227 1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 228 1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 229 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 230 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 231 2381 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  30     66    140     40
## 232 2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 233   19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 234   61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 235   70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 236  114   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  28     72    220     50
## 237  143   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  21     67    135     40
## 238  206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 239  215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 240  226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 241  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 242  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 243  833 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     66    275     36
## 244  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 245  860 FEMALE       BACHELOR  15703.75       MARRIED  29     68    142     40
## 246  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 247  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 248  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 249  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 250 1002 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     61    180     80
## 251 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 252 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 253 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 254 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 255 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 256 1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 257 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 258 1288 FEMALE    HIGH SCHOOL  15703.75     SEPARATED  26     66    165     40
## 259 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 260 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 261 1447 FEMALE LT HIGH SCHOOL  15703.75 NEVER MARRIED  22     62    128     35
## 262 1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 263 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 264 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 265 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 266 1658 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  26     65    140     40
## 267 1674 FEMALE    HIGH SCHOOL  15703.75       MARRIED  29     65    122     32
## 268 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 269 1826   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     74    175     40
## 270 1949   MALE       BACHELOR  15703.75 NEVER MARRIED  28     66    190     40
## 271 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 272 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 273 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 274 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 275 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 276 2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 277 2213 FEMALE    HIGH SCHOOL  15703.75       MARRIED  25     61    125     12
## 278 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 279 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 280 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 281 2378 FEMALE       BACHELOR  15703.75 NEVER MARRIED  24     65    139     45
## 282 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 283 2464   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  20     68    153     40
## 284 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
## 285   14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 286   16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 287   21 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  30     62    115     38
## 288   27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 289  123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 290  131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 291  289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 292  328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 293  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 294  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 295  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 296  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 297  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 298  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 299  695 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  26     63     98     40
## 300  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 301  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 302  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 303  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 304  962   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  30     72    165     40
## 305  969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 306 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 307 1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 308 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 309 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 310 1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 311 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 312 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 313 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 314 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 315 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 316 1738 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  28     66    140     30
## 317 1908   MALE    HIGH SCHOOL  17551.25      DIVORCED  30     59    115      8
## 318 1925   MALE    HIGH SCHOOL  17551.25       MARRIED  29     77    216     39
## 319 1961 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  27     66    186     45
## 320 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 321 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 322 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 323 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 324 2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 325 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 326 2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 327 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 328 2314   MALE       BACHELOR  17551.25 NEVER MARRIED  27     70    235     28
## 329 2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 330 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 331 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 332 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 333 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 334 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 335 2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 336 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 337 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 338  113 FEMALE    HIGH SCHOOL  20322.50       MARRIED  29     69    180     50
## 339  120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 340  153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 341  186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 342  195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 343  244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 344  274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 345  287 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  26     65    135     30
## 346  315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 347  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 348  471   MALE       BACHELOR  20322.50 NEVER MARRIED  28     69    180     42
## 349  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 350  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 351  605   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  30     67    160     40
## 352  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 353  836 FEMALE JUNIOR COLLEGE  20322.50 NEVER MARRIED  19     64    162     40
## 354  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 355  863 FEMALE       GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 356  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 357  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 358  999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 359 1005   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  29     67    245     40
## 360 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 361 1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 362 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 363 1076 FEMALE JUNIOR COLLEGE  20322.50      DIVORCED  25     60    212     40
## 364 1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 365 1192   MALE       BACHELOR  20322.50 NEVER MARRIED  29     72    150     40
## 366 1211 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  25     63    125     45
## 367 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 368 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 369 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 370 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 371 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 372 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 373 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 374 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 375 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 376 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 377 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 378 1891 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  30     62    165     40
## 379 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 380 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 381 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 382 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 383 2087 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  25     64    147     38
## 384 2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 385 2133   MALE    HIGH SCHOOL  20322.50       MARRIED  27     73    300     60
## 386 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 387 2218   MALE JUNIOR COLLEGE  20322.50       MARRIED  30     70    187     40
## 388 2273   MALE    HIGH SCHOOL  20322.50       MARRIED  30     69    215     40
## 389 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 390 2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 391 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 392 2399   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  24     74    220     35
## 393 2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 394 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 395 2488 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  26     66    202     28
## 396 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 397   44   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  26     76    165     45
## 398   50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 399  161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 400  164   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  23     68    200     48
## 401  179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 402  209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 403  333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 404  439   MALE       BACHELOR  24017.50 NEVER MARRIED  24     72    165     15
## 405  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 406  474 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  24     69    215     47
## 407  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 408  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 409  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 410  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 411  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 412  746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 413  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 414  801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 415  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 416  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 417  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 418  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 419  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 420  973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 421 1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 422 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 423 1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 424 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 425 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 426 1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 427 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 428 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 429 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 430 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 431 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 432 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 433 1440   MALE    HIGH SCHOOL  24017.50       MARRIED  27     68    195     40
## 434 1459   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  28     74    350     16
## 435 1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 436 1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 437 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 438 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 439 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 440 1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 441 1619   MALE    HIGH SCHOOL  24017.50       MARRIED  25     65    140     20
## 442 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 443 1647 FEMALE    HIGH SCHOOL  24017.50       MARRIED  29     65    160     40
## 444 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 445 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 446 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 447 1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 448 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 449 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 450 1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 451 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 452 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 453 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 454 2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 455 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 456 2107   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  27     70    210     20
## 457 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 458 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 459 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 460 2182   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  27     71    170     38
## 461 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 462 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 463 2225   MALE    HIGH SCHOOL  24017.50       MARRIED  26     62    157     70
## 464 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 465 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 466 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 467 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 468 2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 469 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 470 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 471  118   MALE       BACHELOR  27712.50 NEVER MARRIED  30     68    170     40
## 472  173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 473  207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 474  363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 475  393 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  22     61    125     40
## 476  438 FEMALE       BACHELOR  27712.50 NEVER MARRIED  25     66    136     60
## 477  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 478  480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 479  500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 480  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 481  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 482  738 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  26     65    180     40
## 483  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 484  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 485  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 486  820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 487  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 488  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 489  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 490  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 491  907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 492  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 493 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 494 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 495 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 496 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 497 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 498 1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 499 1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 500 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 501 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 502 1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 503 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 504 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 505 1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 506 1397   MALE    HIGH SCHOOL  27712.50       MARRIED  27     70    210     38
## 507 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 508 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 509 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 510 1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 511 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 512 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 513 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 514 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 515 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 516 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 517 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 518 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 519 1986 FEMALE       BACHELOR  27712.50 NEVER MARRIED  29     63    174     40
## 520 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 521 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 522 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 523 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 524 2312   MALE    HIGH SCHOOL  27712.50       MARRIED  22     69    175     45
## 525 2339 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  24     64    143     40
## 526 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 527 2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 528 2537   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  27     68    180     40
## 529   30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 530   32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 531   38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 532   46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 533   51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 534  106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 535  187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 536  190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 537  225 FEMALE       BACHELOR  33255.00 NEVER MARRIED  24     66    123     40
## 538  251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 539  302   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     68    135     35
## 540  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 541  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 542  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 543  419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 544  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 545  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 546  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 547  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 548  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 549  619   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     75    200     50
## 550  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 551  662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 552  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 553  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 554  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 555  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 556  831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40
## 557  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 558  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 559  891 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  28     66    125     37
## 560  901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 561  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 562  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 563  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 564  961 FEMALE    HIGH SCHOOL  33255.00       MARRIED  29     64    140     40
## 565 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 566 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 567 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 568 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 569 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 570 1103 FEMALE       BACHELOR  33255.00       MARRIED  30     69    190     55
## 571 1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 572 1193   MALE       BACHELOR  33255.00       MARRIED  30     74    180     40
## 573 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 574 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 575 1311   MALE       BACHELOR  33255.00 NEVER MARRIED  29     71    245     40
## 576 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 577 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 578 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 579 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 580 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 581 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 582 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 583 1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 584 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 585 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 586 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 587 1671 FEMALE       BACHELOR  33255.00 NEVER MARRIED  27     62    124     40
## 588 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 589 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 590 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 591 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 592 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 593 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 594 1722 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  30     61    215     50
## 595 1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 596 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 597 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 598 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 599 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 600 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 601 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 602 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 603 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 604 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 605 1934 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  26     64    165     50
## 606 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 607 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 608 2023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  25     65    200     57
## 609 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 610 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 611 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 612 2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 613 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 614 2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 615 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 616 2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 617 2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 618 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 619 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 620 2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 621 2276   MALE    HIGH SCHOOL  33255.00       MARRIED  30     73    170     20
## 622 2285 FEMALE    HIGH SCHOOL  33255.00     SEPARATED  26     61    186     30
## 623 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 624 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 625 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 626 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 627 2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 628 2418 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  27     64    260     40
## 629 2434 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  29     65    135     24
## 630 2454 FEMALE    HIGH SCHOOL  33255.00       MARRIED  26     63    180     55
## 631 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 632 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 633 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 634 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 635 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 636 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 637 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 638   47   MALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  30     72    185     45
## 639   52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 640   53   MALE JUNIOR COLLEGE  40645.00       MARRIED  29     73    245     60
## 641   89   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  25     74    215     65
## 642   90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 643  116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 644  149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 645  181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 646  245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 647  252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 648  256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 649  271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 650  283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 651  295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 652  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 653  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 654  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 655  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 656  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 657  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 658  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 659  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 660  544 FEMALE       BACHELOR  40645.00       MARRIED  30     67    135     40
## 661  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 662  564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 663  567 FEMALE       BACHELOR  40645.00       MARRIED  30     63    110     50
## 664  615   MALE       BACHELOR  40645.00       MARRIED  29     68    165     40
## 665  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 666  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 667  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 668  720 FEMALE       BACHELOR  40645.00 NEVER MARRIED  29     66    150     24
## 669  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 670  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 671  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 672  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 673  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 674  849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 675  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 676  895   MALE       BACHELOR  40645.00       MARRIED  25     76    205     60
## 677  899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 678  965   MALE       BACHELOR  40645.00 NEVER MARRIED  29     70    180     40
## 679  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 680  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 681 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 682 1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 683 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 684 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 685 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 686 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 687 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 688 1313   MALE       BACHELOR  40645.00 NEVER MARRIED  26     73    170     45
## 689 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 690 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 691 1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 692 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 693 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 694 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 695 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 696 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 697 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 698 1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 699 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 700 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 701 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 702 1710 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  30     66    142     31
## 703 1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 704 1777 FEMALE       BACHELOR  40645.00       MARRIED  26     66    300     48
## 705 1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 706 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 707 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 708 1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 709 1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 710 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 711 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 712 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 713 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 714 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 715 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 716 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 717 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 718 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 719 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 720 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 721 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 722 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 723 2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 724 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 725 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 726 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 727 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 728 2241   MALE       BACHELOR  40645.00       MARRIED  27     72    170     50
## 729 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 730 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 731 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 732 2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 733 2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 734 2393   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  28     72    270     55
## 735 2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 736 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 737 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 738 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 739 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 740 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 741   48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 742  102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 743  125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 744  165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 745  191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 746  205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 747  234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 748  275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 749  324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 750  331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 751  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 752  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 753  355   MALE       BACHELOR  49882.50       MARRIED  29     73    240     50
## 754  364 FEMALE       BACHELOR  49882.50 NEVER MARRIED  30     71    175     40
## 755  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 756  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 757  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 758  455   MALE       BACHELOR  49882.50       MARRIED  28     71    160     50
## 759  492   MALE       BACHELOR  49882.50 NEVER MARRIED  25     76    200     55
## 760  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 761  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 762  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 763  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 764  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 765  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 766  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 767  748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 768  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 769  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 770  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 771  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 772  958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 773 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 774 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 775 1037 FEMALE       GRADUATE  49882.50       MARRIED  30     61    129     50
## 776 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 777 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 778 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 779 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 780 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 781 1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 782 1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 783 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 784 1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 785 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 786 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 787 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 788 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 789 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 790 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 791 1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 792 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 793 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 794 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 795 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 796 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 797 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 798 1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 799 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 800 1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 801 1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 802 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 803 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 804 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 805 1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 806 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 807 2052 FEMALE       GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 808 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 809 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 810 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 811 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 812 2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 813 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 814 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 815 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 816 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 817 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 818 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 819 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 820 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 821    1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 822    2 FEMALE       BACHELOR  60967.50       MARRIED  26     60     97     40
## 823   64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 824  140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 825  172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 826  270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 827  312 FEMALE       GRADUATE  60967.50       MARRIED  30     66    150     47
## 828  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 829  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 830  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 831  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 832  420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 833  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 834  488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 835  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 836  499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 837  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 838  539   MALE       BACHELOR  60967.50 NEVER MARRIED  29     69    155     40
## 839  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 840  697   MALE       BACHELOR  60967.50       MARRIED  27     72    150     50
## 841  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 842  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 843  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 844  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 845  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 846  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 847 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 848 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 849 1212   MALE       BACHELOR  60967.50 NEVER MARRIED  29     73    189     40
## 850 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 851 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 852 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 853 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 854 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 855 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 856 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 857 1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 858 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 859 1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 860 1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 861 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 862 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 863 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 864 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 865 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 866 2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 867 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 868 2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 869 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 870 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 871 2231   MALE       BACHELOR  60967.50       MARRIED  28     71    160     50
## 872 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 873 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 874 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 875 2423   MALE       BACHELOR  60967.50       MARRIED  30     67    195     48
## 876   28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 877   40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 878   59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 879  101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 880  157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 881  200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 882  346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 883  349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 884  402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 885  409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 886  446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 887  490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 888  518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 889  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 890  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 891  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 892  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 893  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 894  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 895  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 896  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 897 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 898 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 899 1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 900 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 901 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 902 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 903 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 904 1766   MALE       BACHELOR  73900.00 NEVER MARRIED  29     67    160     55
## 905 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 906 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 907 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 908   45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 909   49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 910   75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 911   91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 912  109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 913  132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 914  259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 915  405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 916  505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 917  506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 918  531   MALE       BACHELOR  88680.00 NEVER MARRIED  28     66    212     40
## 919  545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 920  620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 921  733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 922  838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 923  874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 924  947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 925  974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 926 1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 927 1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 928 1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 929 1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 930 1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 931 1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 932 2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 933 2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 934   77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 935  369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 936  379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 937  449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 938  586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 939  731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 940  734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 941  789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 942 1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 943 1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 944 1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 945 1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 946 1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 947 1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 948 2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 949   68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 950  128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 951  137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 952  218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 953  232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 954  242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 955  304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 956  362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 957  366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 958  372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 959  376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 960  377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 961  411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 962  435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 963  436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 964  447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 965  482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 966  489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 967  504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 968  541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 969  611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 970  690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 971  782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 972  806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 973  843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 974  971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 975 1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 976 1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 977 1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 978 1243   MALE       GRADUATE 158656.95       MARRIED  29     79    275     35
## 979 1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 980 1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 981 1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 982 1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 983 1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 984 1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 985 1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 986 2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 987 2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 988 2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 989 2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 990 2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 991 2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 992 2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 993 2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 994 2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
gss |> 
  dplyr::arrange((weight))
##       id    sex         degree    income       marital age height weight hrswrk
## 1    989 FEMALE       BACHELOR   4064.50       MARRIED  39     58     90      4
## 2    155 FEMALE LT HIGH SCHOOL   3325.50       MARRIED  25     60     92     30
## 3      2 FEMALE       BACHELOR  60967.50       MARRIED  26     60     97     40
## 4    695 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  26     63     98     40
## 5    180 FEMALE       GRADUATE   8313.75      DIVORCED  71     62    102     40
## 6    244 FEMALE    HIGH SCHOOL  20322.50       MARRIED  45     60    103     44
## 7   2052 FEMALE       GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 8   2492 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     64    103     34
## 9    969 FEMALE       GRADUATE  17551.25       MARRIED  48     66    105     10
## 10  1088 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  21     60    105     17
## 11  2366   MALE       BACHELOR  20322.50       WIDOWED  76     63    105      8
## 12  1273 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     65    106     36
## 13   499 FEMALE       GRADUATE  60967.50       MARRIED  50     61    108     50
## 14  2348 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  19     60    108     40
## 15   120 FEMALE       BACHELOR  20322.50 NEVER MARRIED  58     62    110     40
## 16   567 FEMALE       BACHELOR  40645.00       MARRIED  30     63    110     50
## 17   947 FEMALE       GRADUATE  88680.00       MARRIED  36     62    110     55
## 18  1430 FEMALE       BACHELOR  17551.25       MARRIED  34     65    110     20
## 19  2216 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     63    110     40
## 20   815 FEMALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  30     62    112     15
## 21  1895 FEMALE       BACHELOR  40645.00      DIVORCED  50     63    112     47
## 22  1042 FEMALE    HIGH SCHOOL  10161.25       MARRIED  66     59    113     35
## 23  1284 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  37     62    113     40
## 24    21 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  30     62    115     38
## 25   907 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  59     62    115     40
## 26  1220 FEMALE    HIGH SCHOOL  73900.00      DIVORCED  56     63    115     40
## 27  1908   MALE    HIGH SCHOOL  17551.25      DIVORCED  30     59    115      8
## 28  2029   MALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  49     71    115     32
## 29   211 FEMALE LT HIGH SCHOOL   6651.00       MARRIED  53     63    117     28
## 30    56 FEMALE       BACHELOR   1478.00 NEVER MARRIED  24     65    118     16
## 31  1912 FEMALE LT HIGH SCHOOL   4064.50       WIDOWED  66     66    119     33
## 32   165 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  63     64    120     40
## 33   222 FEMALE    HIGH SCHOOL  10161.25       MARRIED  61     59    120     32
## 34   748 FEMALE       BACHELOR  49882.50       MARRIED  48     60    120     48
## 35  1145 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  49     67    120     46
## 36  1253 FEMALE       BACHELOR  10161.25       MARRIED  62     65    120      8
## 37  1259 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     63    120     30
## 38  1376 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  75     62    120     28
## 39  1509 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  27     64    120     30
## 40  1778 FEMALE    HIGH SCHOOL  40645.00       MARRIED  56     63    120     45
## 41   777 FEMALE JUNIOR COLLEGE   3325.50 NEVER MARRIED  24     60    122     60
## 42  1674 FEMALE    HIGH SCHOOL  15703.75       MARRIED  29     65    122     32
## 43    64 FEMALE       GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 44   225 FEMALE       BACHELOR  33255.00 NEVER MARRIED  24     66    123     40
## 45  1671 FEMALE       BACHELOR  33255.00 NEVER MARRIED  27     62    124     40
## 46  2274 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  46     62    124     40
## 47  2350 FEMALE    HIGH SCHOOL    369.50       WIDOWED  74     61    124     30
## 48   393 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  22     61    125     40
## 49   801 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  51     61    125     30
## 50   891 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  28     66    125     37
## 51   941   MALE    HIGH SCHOOL  10161.25       MARRIED  24     70    125     40
## 52  1150 FEMALE       BACHELOR  33255.00      DIVORCED  47     63    125     57
## 53  1211 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  25     63    125     45
## 54  1621 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  22     63    125     50
## 55  2093 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  67     63    125     30
## 56  2213 FEMALE    HIGH SCHOOL  15703.75       MARRIED  25     61    125     12
## 57  2514 FEMALE    HIGH SCHOOL  13856.25       MARRIED  34     63    125     40
## 58   194 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  54     60    126     20
## 59  1716 FEMALE    HIGH SCHOOL   2586.50       MARRIED  34     61    126     18
## 60  2368 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  64     65    126     40
## 61   687 FEMALE       GRADUATE  12008.75       MARRIED  47     67    127     24
## 62   849 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  56     67    127     40
## 63    32 FEMALE       BACHELOR  33255.00      DIVORCED  61     64    128     40
## 64   251 FEMALE       BACHELOR  33255.00       MARRIED  58     63    128     50
## 65  1111 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  21     61    128     24
## 66  1447 FEMALE LT HIGH SCHOOL  15703.75 NEVER MARRIED  22     62    128     35
## 67  1037 FEMALE       GRADUATE  49882.50       MARRIED  30     61    129     50
## 68  2075 FEMALE       GRADUATE  60967.50       MARRIED  56     63    129     45
## 69   186 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  45     66    130     35
## 70   277 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  29     63    130     20
## 71   292 FEMALE    HIGH SCHOOL   3325.50       MARRIED  57     61    130     20
## 72   585 FEMALE    HIGH SCHOOL  13856.25       MARRIED  70     62    130     36
## 73   973 FEMALE    HIGH SCHOOL  24017.50       MARRIED  62     63    130      2
## 74  1020 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  40     62    130     40
## 75  1154 FEMALE    HIGH SCHOOL  24017.50     SEPARATED  34     63    130     40
## 76  1256 FEMALE JUNIOR COLLEGE   8313.75      DIVORCED  50     62    130     32
## 77  1317 FEMALE JUNIOR COLLEGE  27712.50 NEVER MARRIED  35     65    130     40
## 78  1378 FEMALE    HIGH SCHOOL  12008.75       MARRIED  40     64    130     30
## 79  1465 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  51     63    130     70
## 80  1566 FEMALE    HIGH SCHOOL  40645.00       WIDOWED  67     64    130     30
## 81  1795 FEMALE    HIGH SCHOOL  10161.25       MARRIED  33     62    130     24
## 82  1797 FEMALE       BACHELOR  10161.25       MARRIED  44     65    130     35
## 83  2032 FEMALE LT HIGH SCHOOL  24017.50       MARRIED  62     60    130     28
## 84  2078 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  38     68    130     35
## 85  2163   MALE    HIGH SCHOOL  15703.75       MARRIED  79     65    130     30
## 86  2403 FEMALE       GRADUATE  33255.00       MARRIED  54     62    130     46
## 87  1223 FEMALE LT HIGH SCHOOL  10161.25      DIVORCED  33     64    131     40
## 88   500 FEMALE    HIGH SCHOOL  27712.50       MARRIED  65     63    132     40
## 89  1071 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  42     63    132     32
## 90  1345 FEMALE       BACHELOR  40645.00       MARRIED  53     66    133     60
## 91   140 FEMALE       BACHELOR  60967.50       MARRIED  57     65    134     40
## 92   143   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  21     67    135     40
## 93   287 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  26     65    135     30
## 94   302   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     68    135     35
## 95   325 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  54     64    135     32
## 96   488 FEMALE       GRADUATE  60967.50       MARRIED  54     64    135     24
## 97   496 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  21     63    135     28
## 98   534 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  41     61    135     40
## 99   544 FEMALE       BACHELOR  40645.00       MARRIED  30     67    135     40
## 100  642 FEMALE       BACHELOR    369.50       MARRIED  42     62    135     26
## 101  838 FEMALE       BACHELOR  88680.00       MARRIED  40     66    135     40
## 102 1027 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  39     59    135     40
## 103 1068 FEMALE    HIGH SCHOOL  10161.25      DIVORCED  59     66    135     80
## 104 1081 FEMALE    HIGH SCHOOL  33255.00       MARRIED  35     61    135     40
## 105 1120 FEMALE       BACHELOR   4064.50 NEVER MARRIED  32     67    135     44
## 106 1266 FEMALE LT HIGH SCHOOL  20322.50       WIDOWED  62     61    135     30
## 107 1341   MALE    HIGH SCHOOL   1478.00       MARRIED  29     63    135     45
## 108 1353 FEMALE    HIGH SCHOOL  27712.50       MARRIED  41     62    135     30
## 109 1452   MALE       GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 110 1507 FEMALE    HIGH SCHOOL   4064.50       MARRIED  52     62    135     25
## 111 1528   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  28     73    135     38
## 112 1843 FEMALE JUNIOR COLLEGE   2586.50      DIVORCED  43     64    135     40
## 113 1886 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  46     69    135     47
## 114 1928 FEMALE    HIGH SCHOOL   8313.75      DIVORCED  44     69    135     25
## 115 2113   MALE    HIGH SCHOOL  33255.00       MARRIED  37     58    135     40
## 116 2152 FEMALE       BACHELOR  40645.00       MARRIED  39     64    135     30
## 117 2387 FEMALE       BACHELOR  33255.00       MARRIED  54     62    135     40
## 118 2415 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  31     64    135     34
## 119 2434 FEMALE JUNIOR COLLEGE  33255.00       MARRIED  29     65    135     24
## 120  438 FEMALE       BACHELOR  27712.50 NEVER MARRIED  25     66    136     60
## 121 1632 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     68    136     12
## 122 2373 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  59     66    136     55
## 123  151 FEMALE       BACHELOR  10161.25      DIVORCED  74     62    137     24
## 124  537 FEMALE    HIGH SCHOOL    369.50       MARRIED  33     60    137     16
## 125  440 FEMALE       GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 126  681 FEMALE    HIGH SCHOOL  49882.50       MARRIED  32     62    138     50
## 127 1591 FEMALE JUNIOR COLLEGE  40645.00       MARRIED  36     63    138     50
## 128 1641 FEMALE    HIGH SCHOOL   8313.75       MARRIED  46     60    138     40
## 129 2405 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  30     64    138     30
## 130 1282 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  51     66    139     40
## 131 1899 FEMALE    HIGH SCHOOL    369.50      DIVORCED  51     67    139     30
## 132 2378 FEMALE       BACHELOR  15703.75 NEVER MARRIED  24     65    139     45
## 133  215 FEMALE LT HIGH SCHOOL  15703.75       MARRIED  35     59    140     40
## 134  328 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  34     60    140     15
## 135  380 FEMALE       GRADUATE  49882.50       MARRIED  36     69    140     40
## 136  386   MALE    HIGH SCHOOL  40645.00       MARRIED  33     63    140     80
## 137  476 FEMALE JUNIOR COLLEGE  40645.00      DIVORCED  40     61    140     48
## 138  509   MALE LT HIGH SCHOOL  24017.50       MARRIED  36     65    140     40
## 139  636   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  30     65    140     40
## 140  803 FEMALE    HIGH SCHOOL  40645.00       MARRIED  58     64    140     48
## 141  846 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  39     63    140     20
## 142  961 FEMALE    HIGH SCHOOL  33255.00       MARRIED  29     64    140     40
## 143  971 FEMALE       BACHELOR 158656.95       MARRIED  49     68    140     50
## 144 1066   MALE LT HIGH SCHOOL   8313.75       MARRIED  59     64    140     40
## 145 1109 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  33     64    140     40
## 146 1373 FEMALE       BACHELOR  15703.75       MARRIED  34     68    140     40
## 147 1419   MALE       GRADUATE  33255.00       MARRIED  39     67    140     40
## 148 1480 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  19     63    140     30
## 149 1501 FEMALE       GRADUATE  40645.00       MARRIED  45     65    140     37
## 150 1592   MALE       GRADUATE  49882.50       MARRIED  50     68    140     40
## 151 1619   MALE    HIGH SCHOOL  24017.50       MARRIED  25     65    140     20
## 152 1658 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  26     65    140     40
## 153 1738 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  28     66    140     30
## 154 1968 FEMALE    HIGH SCHOOL   4064.50      DIVORCED  38     61    140     20
## 155 1978 FEMALE LT HIGH SCHOOL   2586.50       MARRIED  65     70    140     40
## 156 2223 FEMALE       GRADUATE  60967.50       MARRIED  42     65    140     70
## 157 2309 FEMALE    HIGH SCHOOL  24017.50       MARRIED  58     67    140     36
## 158 2381 FEMALE    HIGH SCHOOL  13856.25 NEVER MARRIED  30     66    140     40
## 159 2518 FEMALE       BACHELOR  17551.25       MARRIED  48     68    140     55
## 160 2538 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  71     63    140     48
## 161  633   MALE       GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 162 1041 FEMALE    HIGH SCHOOL   8313.75       MARRIED  57     64    141     50
## 163 2303 FEMALE    HIGH SCHOOL   6651.00       MARRIED  59     60    141     15
## 164  207 FEMALE    HIGH SCHOOL  27712.50     SEPARATED  34     57    142     32
## 165  252   MALE       BACHELOR  40645.00       MARRIED  72     65    142     48
## 166  860 FEMALE       BACHELOR  15703.75       MARRIED  29     68    142     40
## 167 1394 FEMALE LT HIGH SCHOOL  24017.50       WIDOWED  71     65    142     35
## 168 1710 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  30     66    142     31
## 169 1975 FEMALE    HIGH SCHOOL  12008.75     SEPARATED  28     62    142     60
## 170   51 FEMALE       GRADUATE  33255.00       MARRIED  52     63    143     40
## 171  530   MALE    HIGH SCHOOL  40645.00       MARRIED  40     64    143     40
## 172 1102 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  33     67    143     44
## 173 2339 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  24     64    143     40
## 174  449 FEMALE       GRADUATE 103460.00       MARRIED  60     65    144     40
## 175  495 FEMALE       GRADUATE  40645.00       MARRIED  57     63    145     32
## 176  521 FEMALE       BACHELOR   3325.50       MARRIED  56     59    145     50
## 177  718 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  27     60    145     21
## 178  862 FEMALE       GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 179  882 FEMALE    HIGH SCHOOL   3325.50 NEVER MARRIED  23     62    145     40
## 180  993   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  42     70    145     46
## 181 1014   MALE LT HIGH SCHOOL  20322.50      DIVORCED  53     66    145     44
## 182 1234 FEMALE       BACHELOR  49882.50       MARRIED  43     66    145     40
## 183 1515 FEMALE    HIGH SCHOOL   2586.50       MARRIED  63     64    145     30
## 184 1813 FEMALE       BACHELOR  15703.75 NEVER MARRIED  74     65    145      4
## 185 1819 FEMALE    HIGH SCHOOL  20322.50       MARRIED  33     65    145     40
## 186 1960   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  56     63    145     60
## 187 2027 FEMALE    HIGH SCHOOL   6651.00     SEPARATED  30     63    145     40
## 188 2045   MALE    HIGH SCHOOL  33255.00       WIDOWED  48     68    145     40
## 189 2380 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  26     59    145     35
## 190 2474 FEMALE       BACHELOR 158656.95      DIVORCED  38     65    145     45
## 191 2536   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  24     68    145     40
## 192 1550 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  37     60    146     42
## 193  178 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  20     64    147     31
## 194  486 FEMALE       GRADUATE  60967.50       MARRIED  60     67    147     60
## 195 1023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     61    147     50
## 196 1039 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     63    147     40
## 197 1242   MALE    HIGH SCHOOL  24017.50      DIVORCED  60     75    147     40
## 198 1347 FEMALE    HIGH SCHOOL  27712.50       MARRIED  35     66    147     60
## 199 1517   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  21     73    147     39
## 200 2085   MALE JUNIOR COLLEGE  20322.50     SEPARATED  61     67    147     20
## 201 2087 FEMALE    HIGH SCHOOL  20322.50     SEPARATED  25     64    147     38
## 202   59 FEMALE       BACHELOR  73900.00 NEVER MARRIED  56     66    148     30
## 203 1476 FEMALE    HIGH SCHOOL  13856.25       MARRIED  50     65    148     50
## 204 2209 FEMALE       GRADUATE  88680.00       MARRIED  34     66    148     30
## 205 2407 FEMALE       BACHELOR  40645.00       MARRIED  54     65    148     40
## 206  358 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     67    149     23
## 207  722   MALE    HIGH SCHOOL   2586.50     SEPARATED  32     67    149     60
## 208   38   MALE    HIGH SCHOOL  33255.00      DIVORCED  31     67    150     39
## 209   46 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  43     68    150     40
## 210   91   MALE JUNIOR COLLEGE  88680.00 NEVER MARRIED  45     70    150     45
## 211  116 FEMALE       GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 212  200   MALE    HIGH SCHOOL  73900.00       MARRIED  41     66    150     40
## 213  223   MALE    HIGH SCHOOL  12008.75       MARRIED  56     70    150     37
## 214  245   MALE LT HIGH SCHOOL  40645.00       MARRIED  58     71    150     40
## 215  312 FEMALE       GRADUATE  60967.50       MARRIED  30     66    150     47
## 216  316   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  25     69    150     40
## 217  372   MALE       GRADUATE 158656.95       MARRIED  67     63    150     40
## 218  379   MALE       BACHELOR 103460.00       MARRIED  49     66    150     50
## 219  398 FEMALE       GRADUATE  33255.00      DIVORCED  36     66    150     60
## 220  418 FEMALE       BACHELOR  40645.00       MARRIED  35     69    150     45
## 221  479 FEMALE       BACHELOR  27712.50      DIVORCED  52     67    150     40
## 222  505   MALE       GRADUATE  88680.00       WIDOWED  63     70    150      1
## 223  625 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  47     67    150     40
## 224  697   MALE       BACHELOR  60967.50       MARRIED  27     72    150     50
## 225  704 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     67    150     40
## 226  720 FEMALE       BACHELOR  40645.00 NEVER MARRIED  29     66    150     24
## 227  729 FEMALE       BACHELOR  40645.00      DIVORCED  53     66    150     40
## 228  758   MALE    HIGH SCHOOL  33255.00       MARRIED  54     65    150     56
## 229  806   MALE       BACHELOR 158656.95       MARRIED  47     67    150     60
## 230  863 FEMALE       GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 231  873 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  41     68    150     36
## 232  877 FEMALE       BACHELOR  27712.50       MARRIED  40     62    150     60
## 233  921   MALE       BACHELOR  73900.00       MARRIED  53     71    150     40
## 234 1019 FEMALE       GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 235 1094 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  58     59    150     50
## 236 1192   MALE       BACHELOR  20322.50 NEVER MARRIED  29     72    150     40
## 237 1217   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  26     69    150      8
## 238 1325   MALE    HIGH SCHOOL   1478.00       MARRIED  76     70    150      4
## 239 1332   MALE    HIGH SCHOOL  40645.00       MARRIED  36     65    150     60
## 240 1350 FEMALE       BACHELOR  60967.50       MARRIED  60     66    150     40
## 241 1366   MALE LT HIGH SCHOOL  10161.25     SEPARATED  38     62    150     35
## 242 1383 FEMALE       BACHELOR  33255.00       MARRIED  33     63    150     40
## 243 1429 FEMALE       BACHELOR  33255.00      DIVORCED  58     63    150     50
## 244 1442   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  20     67    150     30
## 245 1792 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  54     65    150     51
## 246 1927 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  45     66    150     54
## 247 1972 FEMALE       BACHELOR  15703.75 NEVER MARRIED  35     66    150     40
## 248 1977   MALE    HIGH SCHOOL   8313.75      DIVORCED  50     68    150     30
## 249 1985 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  63     64    150     12
## 250 2033 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  35     64    150     30
## 251 2038 FEMALE       GRADUATE  40645.00      DIVORCED  41     69    150     50
## 252 2046   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  21     67    150     33
## 253 2256   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  44     71    150     40
## 254 2412   MALE JUNIOR COLLEGE  49882.50       MARRIED  51     67    150     40
## 255 2467   MALE    HIGH SCHOOL  33255.00      DIVORCED  64     68    150     40
## 256 2521 FEMALE       BACHELOR   6651.00       MARRIED  48     70    150     20
## 257 2525 FEMALE       BACHELOR  33255.00       MARRIED  53     64    150     40
## 258  417 FEMALE       BACHELOR  15703.75       MARRIED  37     59    152     15
## 259 1053 FEMALE JUNIOR COLLEGE  49882.50      DIVORCED  47     68    152     75
## 260 1247 FEMALE    HIGH SCHOOL   4803.50       MARRIED  50     65    152     24
## 261 2090 FEMALE    HIGH SCHOOL  27712.50       MARRIED  64     71    152     55
## 262  765 FEMALE    HIGH SCHOOL  10161.25     SEPARATED  53     63    153     40
## 263 1318 FEMALE       BACHELOR  40645.00       MARRIED  58     67    153     32
## 264 1614 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  52     63    153     25
## 265 2413 FEMALE    HIGH SCHOOL   5542.50       MARRIED  51     66    153     15
## 266 2464   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  20     68    153     40
## 267   90 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  48     70    154     35
## 268  930 FEMALE       BACHELOR  24017.50 NEVER MARRIED  38     68    154     56
## 269 2111 FEMALE    HIGH SCHOOL  17551.25       MARRIED  35     60    154     40
## 270  409 FEMALE       GRADUATE  73900.00       MARRIED  60     67    155     40
## 271  430   MALE       BACHELOR   5542.50 NEVER MARRIED  25     70    155     45
## 272  539   MALE       BACHELOR  60967.50 NEVER MARRIED  29     69    155     40
## 273  604   MALE       BACHELOR  17551.25       WIDOWED  66     71    155     20
## 274  616   MALE       BACHELOR  49882.50       MARRIED  36     70    155     40
## 275  660 FEMALE    HIGH SCHOOL  24017.50       WIDOWED  62     64    155     40
## 276  810   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  54     67    155     85
## 277  884 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  53     59    155     45
## 278  915   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  44     65    155     40
## 279  918   MALE JUNIOR COLLEGE  12008.75      DIVORCED  38     66    155     45
## 280 1163 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  22     68    155     39
## 281 1270 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  22     62    155     25
## 282 1348   MALE    HIGH SCHOOL  40645.00       MARRIED  36     69    155     45
## 283 1392   MALE       GRADUATE  13856.25       MARRIED  45     70    155     25
## 284 1453 FEMALE       GRADUATE  40645.00     SEPARATED  56     63    155     50
## 285 1651 FEMALE       GRADUATE 103460.00       MARRIED  52     65    155     80
## 286 1664   MALE    HIGH SCHOOL  27712.50       MARRIED  47     66    155     40
## 287 1913 FEMALE       BACHELOR   8313.75       MARRIED  30     67    155     45
## 288 1988   MALE    HIGH SCHOOL   3325.50 NEVER MARRIED  20     66    155     79
## 289 2024   MALE    HIGH SCHOOL  40645.00       MARRIED  51     67    155     84
## 290 2176 FEMALE       BACHELOR  24017.50      DIVORCED  40     66    155     40
## 291 2244 FEMALE       GRADUATE  60967.50       MARRIED  31     64    155     56
## 292 2438 FEMALE JUNIOR COLLEGE  17551.25      DIVORCED  42     59    155     41
## 293   14 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     65    156     37
## 294  131   MALE    HIGH SCHOOL  17551.25     SEPARATED  47     73    156     37
## 295  733 FEMALE       GRADUATE  88680.00      DIVORCED  58     63    156     40
## 296 1104 FEMALE    HIGH SCHOOL  49882.50       MARRIED  50     66    156     45
## 297 1208 FEMALE    HIGH SCHOOL  10161.25       MARRIED  43     69    157     30
## 298 1989 FEMALE    HIGH SCHOOL    369.50      DIVORCED  65     66    157     40
## 299 2225   MALE    HIGH SCHOOL  24017.50       MARRIED  26     62    157     70
## 300 2238   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  47     66    157     48
## 301  538 FEMALE       BACHELOR  60967.50 NEVER MARRIED  42     68    158     50
## 302  840 FEMALE    HIGH SCHOOL  20322.50       MARRIED  44     64    158     40
## 303  866   MALE    HIGH SCHOOL  33255.00       MARRIED  58     71    158     80
## 304 1551   MALE    HIGH SCHOOL   8313.75       MARRIED  62     66    158     40
## 305 1810 FEMALE    HIGH SCHOOL  40645.00       MARRIED  77     58    158     20
## 306 1135 FEMALE    HIGH SCHOOL  49882.50       MARRIED  43     65    159     40
## 307    4 FEMALE       BACHELOR  10161.25       MARRIED  56     68    160     20
## 308   49 FEMALE       GRADUATE  88680.00       MARRIED  32     66    160     40
## 309  125   MALE    HIGH SCHOOL  49882.50 NEVER MARRIED  32     69    160     40
## 310  128   MALE       GRADUATE 158656.95       MARRIED  38     68    160     60
## 311  171 FEMALE       BACHELOR    369.50      DIVORCED  59     70    160      1
## 312  199 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  20     62    160     25
## 313  270 FEMALE       GRADUATE  60967.50       MARRIED  46     68    160     40
## 314  315 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  40     68    160     22
## 315  412 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  72     66    160     37
## 316  455   MALE       BACHELOR  49882.50       MARRIED  28     71    160     50
## 317  532 FEMALE       GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 318  605   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  30     67    160     40
## 319  778   MALE    HIGH SCHOOL  13856.25      DIVORCED  40     64    160     40
## 320  781   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  33     64    160     60
## 321  787 FEMALE       GRADUATE  33255.00       MARRIED  60     64    160     50
## 322  841   MALE JUNIOR COLLEGE  60967.50       MARRIED  54     71    160     55
## 323  874   MALE       BACHELOR  88680.00      DIVORCED  42     72    160     48
## 324  900   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  34     69    160     45
## 325  911 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  65     66    160     40
## 326  944   MALE    HIGH SCHOOL  33255.00      DIVORCED  42     71    160     52
## 327  956 FEMALE JUNIOR COLLEGE  24017.50      DIVORCED  59     64    160     32
## 328  957 FEMALE    HIGH SCHOOL  24017.50       MARRIED  40     62    160     27
## 329 1045 FEMALE    HIGH SCHOOL  15703.75       MARRIED  54     64    160     40
## 330 1057   MALE       GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 331 1087 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  59     64    160     40
## 332 1152 FEMALE    HIGH SCHOOL   6651.00 NEVER MARRIED  28     68    160     70
## 333 1293   MALE       BACHELOR   3325.50      DIVORCED  63     64    160     30
## 334 1336   MALE    HIGH SCHOOL  24017.50      DIVORCED  41     71    160     48
## 335 1375 FEMALE       BACHELOR  40645.00 NEVER MARRIED  35     69    160     40
## 336 1512   MALE    HIGH SCHOOL  49882.50       MARRIED  65     70    160     60
## 337 1629 FEMALE    HIGH SCHOOL  13856.25       MARRIED  33     65    160     40
## 338 1647 FEMALE    HIGH SCHOOL  24017.50       MARRIED  29     65    160     40
## 339 1762   MALE    HIGH SCHOOL   1478.00      DIVORCED  52     70    160     40
## 340 1766   MALE       BACHELOR  73900.00 NEVER MARRIED  29     67    160     55
## 341 1804   MALE LT HIGH SCHOOL  24017.50     SEPARATED  42     72    160     47
## 342 1866 FEMALE    HIGH SCHOOL  12008.75 NEVER MARRIED  31     63    160     50
## 343 2066 FEMALE       GRADUATE  33255.00      DIVORCED  43     70    160     50
## 344 2150 FEMALE JUNIOR COLLEGE   4064.50 NEVER MARRIED  31     64    160     43
## 345 2166 FEMALE JUNIOR COLLEGE  27712.50     SEPARATED  44     65    160     42
## 346 2231   MALE       BACHELOR  60967.50       MARRIED  28     71    160     50
## 347 2508 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  41     61    160     40
## 348  688 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  57     63    161     55
## 349 2022 FEMALE    HIGH SCHOOL   4064.50 NEVER MARRIED  35     62    161     20
## 350 2394 FEMALE JUNIOR COLLEGE  17551.25       MARRIED  40     63    161     30
## 351  187   MALE    HIGH SCHOOL  33255.00      DIVORCED  62     62    162     40
## 352  798   MALE    HIGH SCHOOL   4064.50 NEVER MARRIED  26     69    162     60
## 353  836 FEMALE JUNIOR COLLEGE  20322.50 NEVER MARRIED  19     64    162     40
## 354  905   MALE    HIGH SCHOOL  27712.50       MARRIED  34     67    162     40
## 355 1536 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  46     62    162     20
## 356 1694 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  69     62    162     40
## 357  402   MALE    HIGH SCHOOL  73900.00      DIVORCED  58     67    163     60
## 358  411   MALE       GRADUATE 158656.95       MARRIED  35     71    164     50
## 359  843   MALE       GRADUATE 158656.95      DIVORCED  68     65    164     40
## 360 1281   MALE    HIGH SCHOOL  15703.75       MARRIED  49     64    164     40
## 361 1765   MALE       GRADUATE 158656.95       MARRIED  53     69    164     60
## 362 2070 FEMALE       GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 363   30   MALE       BACHELOR  33255.00      DIVORCED  54     71    165     40
## 364   44   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  26     76    165     45
## 365   70   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  32     67    165     40
## 366  123 FEMALE       BACHELOR  17551.25 NEVER MARRIED  56     66    165     30
## 367  283   MALE       GRADUATE  40645.00       MARRIED  32     68    165     50
## 368  295   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  31     70    165     65
## 369  324   MALE       BACHELOR  49882.50       MARRIED  58     70    165     40
## 370  345 FEMALE       BACHELOR  49882.50       MARRIED  45     64    165     40
## 371  396 FEMALE       BACHELOR  60967.50      DIVORCED  58     66    165     16
## 372  439   MALE       BACHELOR  24017.50 NEVER MARRIED  24     72    165     15
## 373  450   MALE       BACHELOR  40645.00       MARRIED  50     68    165     40
## 374  529   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  60     71    165     40
## 375  547 FEMALE       BACHELOR  10161.25       MARRIED  37     63    165     30
## 376  615   MALE       BACHELOR  40645.00       MARRIED  29     68    165     40
## 377  686 FEMALE LT HIGH SCHOOL  24017.50 NEVER MARRIED  59     62    165     42
## 378  935   MALE       BACHELOR  49882.50       MARRIED  32     69    165     45
## 379  962   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  30     72    165     40
## 380 1026   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  41     68    165     48
## 381 1036 FEMALE       GRADUATE  49882.50       MARRIED  48     65    165     40
## 382 1288 FEMALE    HIGH SCHOOL  15703.75     SEPARATED  26     66    165     40
## 383 1396   MALE       GRADUATE  49882.50       MARRIED  37     68    165     40
## 384 1412 FEMALE JUNIOR COLLEGE  33255.00      DIVORCED  60     63    165     39
## 385 1422 FEMALE       BACHELOR  12008.75 NEVER MARRIED  25     66    165     32
## 386 1558 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  57     63    165     37
## 387 1602 FEMALE    HIGH SCHOOL  60967.50       MARRIED  59     62    165     40
## 388 1666 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     64    165     40
## 389 1775 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  31     62    165     27
## 390 1854 FEMALE       GRADUATE  33255.00       MARRIED  56     67    165     40
## 391 1891 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  30     62    165     40
## 392 1934 FEMALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  26     64    165     50
## 393 2039   MALE JUNIOR COLLEGE  40645.00       MARRIED  53     65    165     40
## 394 2044 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  61     60    165     89
## 395 2064 FEMALE    HIGH SCHOOL  15703.75       WIDOWED  61     63    165     40
## 396 2067 FEMALE       BACHELOR  60967.50      DIVORCED  43     67    165     40
## 397 2168 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  68     65    165     20
## 398 2221   MALE    HIGH SCHOOL  24017.50       MARRIED  33     73    165     70
## 399 2283 FEMALE       BACHELOR   8313.75 NEVER MARRIED  39     64    165     40
## 400 2352 FEMALE    HIGH SCHOOL  27712.50      DIVORCED  54     67    165     40
## 401 2455   MALE JUNIOR COLLEGE  15703.75       MARRIED  71     72    165     70
## 402 2517   MALE       GRADUATE  40645.00       MARRIED  65     68    165     40
## 403  271   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     68    166     40
## 404 1186   MALE    HIGH SCHOOL  49882.50      DIVORCED  35     75    167     75
## 405 1711 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  57     61    167     80
## 406  234 FEMALE       BACHELOR  49882.50       MARRIED  41     67    168     40
## 407  436   MALE       GRADUATE 158656.95       MARRIED  56     67    168     60
## 408  980 FEMALE JUNIOR COLLEGE  20322.50       MARRIED  56     64    168     20
## 409 1107   MALE       BACHELOR  88680.00       MARRIED  60     74    168     55
## 410 1538 FEMALE    HIGH SCHOOL  20322.50       MARRIED  57     66    168     48
## 411 1610   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  30     75    168     35
## 412 2058   MALE JUNIOR COLLEGE  33255.00       MARRIED  31     71    168     45
## 413 2069   MALE       GRADUATE  17551.25     SEPARATED  58     69    168     35
## 414 2246 FEMALE    HIGH SCHOOL    369.50       MARRIED  47     70    168     15
## 415 2290 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  48     66    168     52
## 416 2397 FEMALE    HIGH SCHOOL  24017.50       MARRIED  56     63    168     40
## 417  572   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     69    169     40
## 418 1882 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  41     70    169     70
## 419   19   MALE LT HIGH SCHOOL  15703.75       MARRIED  51     68    170     50
## 420   50   MALE    HIGH SCHOOL  24017.50       MARRIED  32     66    170     40
## 421  106   MALE       BACHELOR  33255.00       MARRIED  41     65    170     50
## 422  118   MALE       BACHELOR  27712.50 NEVER MARRIED  30     68    170     40
## 423  205   MALE       BACHELOR  49882.50       MARRIED  46     67    170     45
## 424  242 FEMALE       GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 425  289 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  39     62    170     40
## 426  341 FEMALE    HIGH SCHOOL   2586.50 NEVER MARRIED  39     62    170     40
## 427  369 FEMALE       BACHELOR 103460.00       MARRIED  49     68    170     50
## 428  385   MALE LT HIGH SCHOOL  33255.00 NEVER MARRIED  39     66    170     40
## 429  620   MALE       BACHELOR  88680.00       MARRIED  64     67    170     40
## 430  648 FEMALE       BACHELOR  49882.50 NEVER MARRIED  37     61    170     50
## 431  691 FEMALE       BACHELOR    369.50       MARRIED  61     67    170      8
## 432  705   MALE JUNIOR COLLEGE  49882.50      DIVORCED  48     67    170     60
## 433  750   MALE LT HIGH SCHOOL  12008.75       MARRIED  45     66    170     40
## 434  818 FEMALE    HIGH SCHOOL  10161.25       MARRIED  56     61    170     40
## 435  829 FEMALE    HIGH SCHOOL  20322.50       MARRIED  31     64    170     40
## 436  871   MALE    HIGH SCHOOL  27712.50       MARRIED  53     70    170     40
## 437  909 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     62    170     40
## 438  932   MALE    HIGH SCHOOL  60967.50      DIVORCED  56     68    170     60
## 439  987 FEMALE    HIGH SCHOOL  27712.50       MARRIED  68     63    170     32
## 440 1244   MALE LT HIGH SCHOOL  20322.50     SEPARATED  62     67    170     40
## 441 1313   MALE       BACHELOR  40645.00 NEVER MARRIED  26     73    170     45
## 442 1337   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     77    170     45
## 443 1344 FEMALE    HIGH SCHOOL  88680.00       MARRIED  41     61    170     60
## 444 1416   MALE LT HIGH SCHOOL  10161.25 NEVER MARRIED  25     70    170     30
## 445 1461   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  30     71    170     40
## 446 1493 FEMALE       BACHELOR   6651.00      DIVORCED  37     69    170     26
## 447 1607 FEMALE       GRADUATE  40645.00      DIVORCED  37     67    170     40
## 448 1623 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  46     65    170     40
## 449 1747   MALE    HIGH SCHOOL   6651.00     SEPARATED  41     71    170     40
## 450 1827   MALE       BACHELOR  10161.25       MARRIED  30     72    170     70
## 451 1829 FEMALE       GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 452 2008   MALE    HIGH SCHOOL  49882.50      DIVORCED  53     69    170     20
## 453 2080   MALE    HIGH SCHOOL  20322.50      DIVORCED  65     68    170     50
## 454 2081   MALE    HIGH SCHOOL  33255.00      DIVORCED  48     71    170     49
## 455 2082   MALE LT HIGH SCHOOL  49882.50       MARRIED  32     69    170     40
## 456 2143 FEMALE    HIGH SCHOOL  24017.50       MARRIED  51     64    170     40
## 457 2182   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  27     71    170     38
## 458 2222 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  32     67    170     40
## 459 2241   MALE       BACHELOR  40645.00       MARRIED  27     72    170     50
## 460 2276   MALE    HIGH SCHOOL  33255.00       MARRIED  30     73    170     20
## 461 2369   MALE    HIGH SCHOOL  88680.00       MARRIED  32     68    170     40
## 462 2400   MALE       GRADUATE  33255.00       MARRIED  38     69    170     50
## 463 2482 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     70    170     20
## 464  319 FEMALE LT HIGH SCHOOL   6651.00 NEVER MARRIED  31     62    171     40
## 465 1431   MALE       GRADUATE  73900.00       MARRIED  59     71    172     50
## 466  226   MALE    HIGH SCHOOL  15703.75       MARRIED  69     69    173     45
## 467  573 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  55     65    173     40
## 468 1093 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  42     60    174     40
## 469 1986 FEMALE       BACHELOR  27712.50 NEVER MARRIED  29     63    174     40
## 470 2324 FEMALE       GRADUATE  24017.50       MARRIED  45     67    174     40
## 471   48   MALE    HIGH SCHOOL  49882.50       MARRIED  59     70    175     40
## 472  109   MALE       GRADUATE  88680.00       MARRIED  42     69    175     40
## 473  331   MALE    HIGH SCHOOL  49882.50       MARRIED  66     62    175     51
## 474  364 FEMALE       BACHELOR  49882.50 NEVER MARRIED  30     71    175     40
## 475  444   MALE       GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 476  510 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     65    175     56
## 477  520   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     69    175     40
## 478  649 FEMALE    HIGH SCHOOL  40645.00       MARRIED  46     66    175     65
## 479  826 FEMALE LT HIGH SCHOOL   8313.75     SEPARATED  52     67    175     25
## 480  881 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  58     62    175     20
## 481  890 FEMALE    HIGH SCHOOL  15703.75       MARRIED  60     70    175     40
## 482  893   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  37     73    175     40
## 483  923   MALE       BACHELOR  49882.50       MARRIED  55     69    175     37
## 484  988   MALE LT HIGH SCHOOL  40645.00       MARRIED  63     70    175     40
## 485 1263 FEMALE       GRADUATE  20322.50       MARRIED  53     62    175     46
## 486 1387   MALE LT HIGH SCHOOL  24017.50      DIVORCED  52     73    175     45
## 487 1426 FEMALE       BACHELOR  24017.50 NEVER MARRIED  33     69    175     39
## 488 1807   MALE    HIGH SCHOOL  40645.00       MARRIED  40     73    175     40
## 489 1817 FEMALE       BACHELOR  33255.00       MARRIED  57     71    175     40
## 490 1826   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     74    175     40
## 491 1833   MALE       GRADUATE  60967.50       MARRIED  56     67    175     50
## 492 1844   MALE    HIGH SCHOOL  27712.50      DIVORCED  39     66    175     50
## 493 1901   MALE    HIGH SCHOOL  49882.50       MARRIED  39     71    175     40
## 494 1903   MALE    HIGH SCHOOL  40645.00       MARRIED  43     68    175     58
## 495 2003   MALE LT HIGH SCHOOL  40645.00      DIVORCED  45     65    175     35
## 496 2234   MALE    HIGH SCHOOL  49882.50       MARRIED  40     72    175     40
## 497 2312   MALE    HIGH SCHOOL  27712.50       MARRIED  22     69    175     45
## 498 2417 FEMALE       BACHELOR  40645.00      DIVORCED  63     67    175     50
## 499 1962 FEMALE LT HIGH SCHOOL   8313.75       MARRIED  34     65    176     36
## 500  263 FEMALE LT HIGH SCHOOL  10161.25       MARRIED  25     62    177     40
## 501  669 FEMALE    HIGH SCHOOL  49882.50      DIVORCED  59     66    177     60
## 502 1865 FEMALE       BACHELOR  33255.00       MARRIED  54     62    177     40
## 503  560 FEMALE       BACHELOR  33255.00       MARRIED  49     68    178     32
## 504  731   MALE       BACHELOR 103460.00       MARRIED  53     68    178     50
## 505 2102   MALE LT HIGH SCHOOL  12008.75       MARRIED  29     64    178     40
## 506 2383   MALE    HIGH SCHOOL  60967.50       MARRIED  49     68    178     45
## 507  761 FEMALE LT HIGH SCHOOL  17551.25       MARRIED  50     64    179     40
## 508   27   MALE    HIGH SCHOOL  17551.25     SEPARATED  35     70    180     40
## 509   68   MALE       GRADUATE 158656.95      DIVORCED  57     71    180     70
## 510  102   MALE       GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 511  113 FEMALE    HIGH SCHOOL  20322.50       MARRIED  29     69    180     50
## 512  154   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  23     72    180     40
## 513  209   MALE LT HIGH SCHOOL  24017.50       MARRIED  35     66    180     50
## 514  274   MALE    HIGH SCHOOL  20322.50      DIVORCED  48     74    180     40
## 515  405   MALE       BACHELOR  88680.00       MARRIED  70     70    180     45
## 516  407 FEMALE       BACHELOR  49882.50       MARRIED  31     70    180     50
## 517  435   MALE    HIGH SCHOOL 158656.95       MARRIED  41     69    180     66
## 518  447   MALE       BACHELOR 158656.95       MARRIED  65     68    180     60
## 519  471   MALE       BACHELOR  20322.50 NEVER MARRIED  28     69    180     42
## 520  490 FEMALE       GRADUATE  73900.00       MARRIED  47     69    180     30
## 521  526   MALE LT HIGH SCHOOL  40645.00       MARRIED  50     71    180     40
## 522  541   MALE       GRADUATE 158656.95       MARRIED  44     70    180     40
## 523  602 FEMALE    HIGH SCHOOL  24017.50       MARRIED  53     66    180     40
## 524  646   MALE    HIGH SCHOOL  60967.50       MARRIED  53     70    180     65
## 525  666 FEMALE    HIGH SCHOOL   4803.50       MARRIED  27     65    180     36
## 526  701   MALE       GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 527  738 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  26     65    180     40
## 528  771   MALE       GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 529  859 FEMALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  34     69    180     15
## 530  924   MALE       BACHELOR  60967.50       MARRIED  51     70    180     45
## 531  965   MALE       BACHELOR  40645.00 NEVER MARRIED  29     70    180     40
## 532  978   MALE    HIGH SCHOOL   4803.50      DIVORCED  54     72    180     15
## 533 1001   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  35     72    180     57
## 534 1002 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     61    180     80
## 535 1030   MALE    HIGH SCHOOL  33255.00      DIVORCED  55     70    180     42
## 536 1169   MALE LT HIGH SCHOOL  17551.25     SEPARATED  48     72    180     49
## 537 1193   MALE       BACHELOR  33255.00       MARRIED  30     74    180     40
## 538 1251   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  26     67    180     30
## 539 1297   MALE       GRADUATE  73900.00       MARRIED  52     70    180     50
## 540 1302   MALE       BACHELOR  60967.50       MARRIED  43     71    180     70
## 541 1379   MALE LT HIGH SCHOOL  24017.50       MARRIED  58     72    180     40
## 542 1457   MALE    HIGH SCHOOL  33255.00       MARRIED  39     70    180     40
## 543 1494   MALE LT HIGH SCHOOL  17551.25       MARRIED  59     71    180     38
## 544 1543   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  31     73    180     40
## 545 1545 FEMALE       GRADUATE  24017.50       MARRIED  36     67    180     50
## 546 1555   MALE    HIGH SCHOOL  27712.50      DIVORCED  52     68    180     70
## 547 1557   MALE    HIGH SCHOOL   4064.50     SEPARATED  49     66    180     40
## 548 1565 FEMALE    HIGH SCHOOL  12008.75       MARRIED  49     63    180     30
## 549 1588   MALE LT HIGH SCHOOL  17551.25       MARRIED  41     69    180     32
## 550 1593 FEMALE       BACHELOR  49882.50      DIVORCED  59     63    180     34
## 551 1767   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  26     70    180     43
## 552 1855 FEMALE    HIGH SCHOOL  12008.75       MARRIED  44     70    180     40
## 553 1888   MALE    HIGH SCHOOL  27712.50      DIVORCED  37     72    180     40
## 554 1920 FEMALE       GRADUATE  88680.00       MARRIED  31     67    180     40
## 555 1992 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  67     66    180     40
## 556 2001   MALE LT HIGH SCHOOL  12008.75     SEPARATED  58     67    180     20
## 557 2149 FEMALE    HIGH SCHOOL 158656.95       MARRIED  62     64    180     60
## 558 2161   MALE       BACHELOR  49882.50       MARRIED  65     70    180     50
## 559 2178   MALE       GRADUATE  40645.00       MARRIED  37     74    180     40
## 560 2217 FEMALE    HIGH SCHOOL   2586.50       WIDOWED  35     61    180     40
## 561 2228 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  41     68    180     40
## 562 2259   MALE LT HIGH SCHOOL  15703.75       MARRIED  58     71    180     40
## 563 2264   MALE       BACHELOR  40645.00       MARRIED  38     71    180     40
## 564 2351 FEMALE    HIGH SCHOOL  24017.50       MARRIED  31     65    180     40
## 565 2377   MALE    HIGH SCHOOL  10161.25 NEVER MARRIED  24     66    180     28
## 566 2454 FEMALE    HIGH SCHOOL  33255.00       MARRIED  26     63    180     55
## 567 2512   MALE JUNIOR COLLEGE  33255.00 NEVER MARRIED  34     70    180     40
## 568 2537   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  27     68    180     40
## 569 2007 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  54     62    181     52
## 570  132   MALE       BACHELOR  88680.00       MARRIED  53     74    182     40
## 571  275 FEMALE    HIGH SCHOOL  49882.50 NEVER MARRIED  48     61    182     40
## 572  376   MALE       BACHELOR 158656.95       MARRIED  63     70    182     20
## 573 1218 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  56     61    182     37
## 574 1520 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  36     62    182     30
## 575  855   MALE    HIGH SCHOOL   1478.00       MARRIED  29     75    183     40
## 576 1385   MALE JUNIOR COLLEGE  12008.75 NEVER MARRIED  26     69    183     20
## 577 1931   MALE       BACHELOR  20322.50 NEVER MARRIED  34     64    183     40
## 578 2428   MALE       GRADUATE 158656.95       MARRIED  67     70    183     75
## 579  872   MALE       GRADUATE  49882.50       MARRIED  52     70    184     60
## 580   47   MALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  30     72    185     45
## 581  101 FEMALE    HIGH SCHOOL  73900.00 NEVER MARRIED  43     68    185     56
## 582  361 FEMALE    HIGH SCHOOL  20322.50       WIDOWED  57     69    185     28
## 583  374   MALE    HIGH SCHOOL  60967.50       MARRIED  65     68    185     89
## 584  710 FEMALE JUNIOR COLLEGE   1478.00       MARRIED  30     67    185     35
## 585  789   MALE       GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 586  814   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  22     71    185     39
## 587  827 FEMALE JUNIOR COLLEGE  40645.00 NEVER MARRIED  36     67    185     60
## 588  974   MALE       BACHELOR  88680.00 NEVER MARRIED  42     72    185     48
## 589 1022 FEMALE    HIGH SCHOOL  33255.00       MARRIED  50     67    185     40
## 590 1032   MALE       GRADUATE  49882.50       MARRIED  47     68    185     60
## 591 1157 FEMALE       BACHELOR  24017.50       MARRIED  39     61    185     36
## 592 1160   MALE    HIGH SCHOOL 158656.95       MARRIED  55     72    185     50
## 593 1206   MALE    HIGH SCHOOL  49882.50       MARRIED  52     70    185     56
## 594 1226   MALE    HIGH SCHOOL  12008.75 NEVER MARRIED  32     70    185     40
## 595 1329   MALE       GRADUATE  60967.50       MARRIED  32     70    185     55
## 596 1418   MALE       BACHELOR  27712.50       MARRIED  36     74    185     40
## 597 1484   MALE       BACHELOR  49882.50       MARRIED  49     72    185     40
## 598 1531   MALE       BACHELOR  24017.50       MARRIED  37     75    185     45
## 599 1617   MALE    HIGH SCHOOL   4064.50      DIVORCED  50     72    185     25
## 600 2050   MALE    HIGH SCHOOL  13856.25      DIVORCED  32     72    185     40
## 601 2079 FEMALE    HIGH SCHOOL   8313.75       WIDOWED  61     66    185     35
## 602 2184   MALE       BACHELOR  33255.00       MARRIED  32     72    185     50
## 603 2385 FEMALE       BACHELOR  33255.00 NEVER MARRIED  38     67    185     44
## 604 2395   MALE    HIGH SCHOOL    369.50      DIVORCED  20     73    185     24
## 605 2457   MALE    HIGH SCHOOL  12008.75       MARRIED  74     68    185     40
## 606  153   MALE    HIGH SCHOOL  20322.50       MARRIED  54     69    186     60
## 607  256   MALE    HIGH SCHOOL  40645.00       MARRIED  58     71    186     40
## 608  659 FEMALE    HIGH SCHOOL  12008.75       MARRIED  61     65    186     40
## 609  674   MALE    HIGH SCHOOL  27712.50       MARRIED  40     70    186     42
## 610 1033   MALE       GRADUATE 158656.95       MARRIED  60     69    186     70
## 611 1961 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  27     66    186     45
## 612 2285 FEMALE    HIGH SCHOOL  33255.00     SEPARATED  26     61    186     30
## 613  953   MALE       GRADUATE  73900.00       MARRIED  40     71    187     50
## 614 1463 FEMALE JUNIOR COLLEGE  27712.50       MARRIED  43     65    187     48
## 615 2218   MALE JUNIOR COLLEGE  20322.50       MARRIED  30     70    187     40
## 616   45 FEMALE       BACHELOR  88680.00     SEPARATED  50     67    188     60
## 617  592 FEMALE       GRADUATE  73900.00       MARRIED  56     73    188     40
## 618 1885   MALE    HIGH SCHOOL 103460.00       MARRIED  55     73    188     60
## 619 1212   MALE       BACHELOR  60967.50 NEVER MARRIED  29     73    189     40
## 620    1   MALE       BACHELOR  60967.50      DIVORCED  53     72    190     60
## 621   61   MALE       GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 622   94 FEMALE LT HIGH SCHOOL  12008.75 NEVER MARRIED  24     65    190     15
## 623  161   MALE LT HIGH SCHOOL  24017.50       MARRIED  54     70    190     60
## 624  172 FEMALE       GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 625  259   MALE JUNIOR COLLEGE  88680.00      DIVORCED  43     73    190     60
## 626  343   MALE       BACHELOR   8313.75       MARRIED  50     68    190     60
## 627  383   MALE       GRADUATE  49882.50       MARRIED  57     67    190     24
## 628  414   MALE    HIGH SCHOOL  33255.00       MARRIED  49     67    190     30
## 629  497   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  66     70    190     40
## 630  756 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  39     68    190     37
## 631  868   MALE       BACHELOR  40645.00       MARRIED  35     66    190     42
## 632  970   MALE       BACHELOR   5542.50       MARRIED  64     73    190      1
## 633  985   MALE    HIGH SCHOOL  73900.00 NEVER MARRIED  49     73    190     30
## 634 1000 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  56     69    190     34
## 635 1070 FEMALE    HIGH SCHOOL 103460.00       MARRIED  51     67    190     80
## 636 1103 FEMALE       BACHELOR  33255.00       MARRIED  30     69    190     55
## 637 1117   MALE       BACHELOR  73900.00      DIVORCED  44     71    190     40
## 638 1143   MALE       BACHELOR  10161.25 NEVER MARRIED  51     72    190     30
## 639 1225   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     71    190     40
## 640 1241 FEMALE       GRADUATE  27712.50       MARRIED  62     70    190     35
## 641 1309 FEMALE       GRADUATE  49882.50       MARRIED  36     60    190     40
## 642 1339 FEMALE       GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 643 1410   MALE       BACHELOR  27712.50 NEVER MARRIED  33     71    190     40
## 644 1523   MALE    HIGH SCHOOL    369.50 NEVER MARRIED  26     68    190     30
## 645 1561   MALE    HIGH SCHOOL   8313.75       MARRIED  39     76    190     50
## 646 1635   MALE    HIGH SCHOOL  40645.00       MARRIED  54     70    190     40
## 647 1706   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  59     68    190     40
## 648 1732   MALE       BACHELOR  88680.00      DIVORCED  40     69    190     55
## 649 1883   MALE       BACHELOR  33255.00       MARRIED  44     71    190     44
## 650 1949   MALE       BACHELOR  15703.75 NEVER MARRIED  28     66    190     40
## 651 2254 FEMALE    HIGH SCHOOL   6651.00       MARRIED  55     65    190      5
## 652 2295 FEMALE    HIGH SCHOOL  20322.50       MARRIED  41     63    190     40
## 653 2297 FEMALE JUNIOR COLLEGE  49882.50       MARRIED  39     64    190     28
## 654 2343   MALE JUNIOR COLLEGE  49882.50       WIDOWED  44     68    190     45
## 655 2466   MALE    HIGH SCHOOL  40645.00      DIVORCED  56     69    190     40
## 656 1938   MALE LT HIGH SCHOOL  27712.50 NEVER MARRIED  56     69    192     55
## 657 2319 FEMALE LT HIGH SCHOOL   1478.00       MARRIED  43     65    192     32
## 658  173   MALE JUNIOR COLLEGE  27712.50       MARRIED  55     70    193     50
## 659 1099   MALE JUNIOR COLLEGE  49882.50       MARRIED  36     64    193     30
## 660 2519 FEMALE    HIGH SCHOOL   8313.75       MARRIED  38     65    193     15
## 661 2358 FEMALE       BACHELOR  15703.75      DIVORCED  42     69    194     83
## 662  351   MALE       GRADUATE   8313.75       MARRIED  70     71    195     15
## 663  366   MALE       BACHELOR 158656.95       MARRIED  49     71    195     60
## 664  470 FEMALE JUNIOR COLLEGE  15703.75      DIVORCED  55     65    195     10
## 665  632   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  41     70    195     42
## 666  719   MALE    HIGH SCHOOL   8313.75 NEVER MARRIED  21     73    195     35
## 667  773   MALE       GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 668  782   MALE    HIGH SCHOOL 158656.95      DIVORCED  42     69    195     60
## 669  904 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  34     67    195     40
## 670 1144   MALE JUNIOR COLLEGE  27712.50       MARRIED  38     71    195     40
## 671 1237   MALE    HIGH SCHOOL  40645.00       MARRIED  44     68    195     54
## 672 1357 FEMALE    HIGH SCHOOL  24017.50       MARRIED  33     67    195     55
## 673 1359 FEMALE       BACHELOR  15703.75       MARRIED  34     64    195     40
## 674 1377   MALE    HIGH SCHOOL   4803.50       MARRIED  47     65    195     10
## 675 1440   MALE    HIGH SCHOOL  24017.50       MARRIED  27     68    195     40
## 676 1689   MALE LT HIGH SCHOOL  20322.50       MARRIED  62     72    195     40
## 677 1897   MALE JUNIOR COLLEGE  40645.00       MARRIED  43     67    195     40
## 678 2098   MALE    HIGH SCHOOL  40645.00       MARRIED  43     65    195     52
## 679 2173 FEMALE JUNIOR COLLEGE   8313.75 NEVER MARRIED  36     66    195     52
## 680 2267 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  41     69    195     25
## 681 2423   MALE       BACHELOR  60967.50       MARRIED  30     67    195     48
## 682 2523   MALE       BACHELOR  24017.50       MARRIED  54     72    195     40
## 683 2524   MALE       BACHELOR  33255.00       MARRIED  49     70    195     40
## 684 2535   MALE    HIGH SCHOOL  33255.00      DIVORCED  56     72    195     46
## 685 1659 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  20     61    196     50
## 686 2034   MALE       BACHELOR 158656.95       MARRIED  55     66    196     70
## 687   81   MALE LT HIGH SCHOOL   6651.00       MARRIED  51     72    197     45
## 688  218   MALE    HIGH SCHOOL 158656.95       MARRIED  46     74    197     65
## 689  682   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     72    198     50
## 690   40   MALE       BACHELOR  73900.00       MARRIED  35     69    200     50
## 691   77   MALE       BACHELOR 103460.00       MARRIED  54     70    200     60
## 692  147   MALE    HIGH SCHOOL   6651.00     SEPARATED  37     72    200     89
## 693  164   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  23     68    200     48
## 694  348   MALE    HIGH SCHOOL  49882.50       MARRIED  36     71    200     70
## 695  349   MALE    HIGH SCHOOL  73900.00       MARRIED  38     72    200     60
## 696  377   MALE    HIGH SCHOOL 158656.95       MARRIED  60     69    200     50
## 697  489   MALE       GRADUATE 158656.95       MARRIED  38     71    200     50
## 698  492   MALE       BACHELOR  49882.50 NEVER MARRIED  25     76    200     55
## 699  574   MALE    HIGH SCHOOL  13856.25       MARRIED  54     66    200     35
## 700  587   MALE       BACHELOR  49882.50       MARRIED  47     71    200     50
## 701  619   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  26     75    200     50
## 702  690   MALE       GRADUATE 158656.95      DIVORCED  65     69    200     60
## 703  714   MALE       BACHELOR  60967.50       MARRIED  61     69    200     40
## 704  724   MALE JUNIOR COLLEGE  17551.25 NEVER MARRIED  37     75    200     36
## 705  851 FEMALE JUNIOR COLLEGE   4064.50       MARRIED  28     68    200     30
## 706  982 FEMALE       BACHELOR   2586.50 NEVER MARRIED  23     64    200     38
## 707 1110   MALE    HIGH SCHOOL  49882.50      DIVORCED  45     65    200     50
## 708 1116   MALE    HIGH SCHOOL  15703.75       MARRIED  32     69    200     40
## 709 1126   MALE    HIGH SCHOOL  73900.00       MARRIED  47     72    200     55
## 710 1177 FEMALE JUNIOR COLLEGE  10161.25      DIVORCED  45     68    200     40
## 711 1443 FEMALE    HIGH SCHOOL  17551.25 NEVER MARRIED  34     64    200     65
## 712 1519 FEMALE       BACHELOR  24017.50       MARRIED  47     66    200     40
## 713 1729   MALE       BACHELOR 158656.95       MARRIED  60     72    200     45
## 714 1761   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  52     70    200     40
## 715 1850 FEMALE    HIGH SCHOOL   4064.50       MARRIED  72     63    200     15
## 716 1862   MALE    HIGH SCHOOL  24017.50       MARRIED  53     70    200     44
## 717 1877   MALE    HIGH SCHOOL  49882.50       WIDOWED  64     73    200     53
## 718 1914 FEMALE    HIGH SCHOOL  40645.00       MARRIED  57     63    200     55
## 719 1917 FEMALE    HIGH SCHOOL  60967.50       MARRIED  58     64    200     70
## 720 1953   MALE    HIGH SCHOOL  24017.50       MARRIED  44     69    200     40
## 721 2023 FEMALE    HIGH SCHOOL  33255.00       MARRIED  25     65    200     57
## 722 2049   MALE    HIGH SCHOOL  24017.50 NEVER MARRIED  36     68    200     40
## 723 2112 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  42     67    200     40
## 724 2154   MALE       BACHELOR  60967.50       MARRIED  36     75    200     50
## 725 2214 FEMALE       GRADUATE   8313.75       MARRIED  53     66    200     40
## 726 2230   MALE       BACHELOR  27712.50       MARRIED  48     71    200     40
## 727 2315 FEMALE       BACHELOR  33255.00 NEVER MARRIED  46     74    200     60
## 728 2447 FEMALE LT HIGH SCHOOL  12008.75      DIVORCED  62     68    200     35
## 729 2459   MALE       BACHELOR  33255.00       MARRIED  40     70    200     60
## 730 2500   MALE    HIGH SCHOOL  20322.50      DIVORCED  53     72    200     60
## 731 2522 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  49     67    200     50
## 732 2526   MALE       BACHELOR  40645.00       MARRIED  52     72    200     50
## 733  206   MALE LT HIGH SCHOOL  15703.75       MARRIED  50     67    201     40
## 734  613   MALE    HIGH SCHOOL  27712.50      DIVORCED  47     72    202     40
## 735  919 FEMALE    HIGH SCHOOL  24017.50      DIVORCED  58     67    202     57
## 736 1007   MALE    HIGH SCHOOL  17551.25       MARRIED  56     72    202     50
## 737 2181 FEMALE    HIGH SCHOOL   8313.75 NEVER MARRIED  34     65    202     73
## 738 2488 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  26     66    202     28
## 739 1740   MALE       GRADUATE  60967.50      DIVORCED  46     70    203     50
## 740 1180 FEMALE    HIGH SCHOOL  12008.75       MARRIED  36     62    204     25
## 741  157   MALE JUNIOR COLLEGE  73900.00       MARRIED  48     72    205     60
## 742  611   MALE       BACHELOR 158656.95       MARRIED  57     72    205     40
## 743  612   MALE    HIGH SCHOOL  73900.00       MARRIED  58     70    205     60
## 744  767   MALE    HIGH SCHOOL  40645.00       MARRIED  75     71    205     40
## 745  895   MALE       BACHELOR  40645.00       MARRIED  25     76    205     60
## 746 1162   MALE    HIGH SCHOOL  49882.50     SEPARATED  52     71    205     55
## 747 1544   MALE       GRADUATE  73900.00     SEPARATED  40     70    205     55
## 748 1695   MALE    HIGH SCHOOL  33255.00      DIVORCED  53     71    205     70
## 749 1702 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  32     64    205     60
## 750 1707 FEMALE       BACHELOR  33255.00      DIVORCED  43     64    205     40
## 751 1884   MALE       BACHELOR  73900.00       MARRIED  57     70    205     40
## 752 1907   MALE       BACHELOR  73900.00       MARRIED  37     70    205     80
## 753 1921   MALE    HIGH SCHOOL  88680.00       MARRIED  64     74    205     45
## 754 2099   MALE    HIGH SCHOOL  15703.75     SEPARATED  39     71    205     70
## 755 2194   MALE    HIGH SCHOOL  60967.50      DIVORCED  53     72    205     55
## 756 2294   MALE    HIGH SCHOOL  17551.25 NEVER MARRIED  40     70    205     47
## 757 2313   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  33     71    205     89
## 758 2419   MALE LT HIGH SCHOOL  60967.50       MARRIED  48     70    205     65
## 759  769 FEMALE       BACHELOR  10161.25       WIDOWED  63     65    206      8
## 760 1822   MALE LT HIGH SCHOOL  12008.75      DIVORCED  42     65    206     60
## 761  955   MALE    HIGH SCHOOL  33255.00       MARRIED  43     67    207     60
## 762  195 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  36     66    208     40
## 763  675   MALE LT HIGH SCHOOL  12008.75       MARRIED  33     64    208     40
## 764  741 FEMALE       BACHELOR  40645.00       MARRIED  38     64    208     35
## 765 2480 FEMALE    HIGH SCHOOL  20322.50      DIVORCED  55     65    208     40
## 766  556 FEMALE    HIGH SCHOOL  40645.00      DIVORCED  43     72    209     45
## 767   16   MALE    HIGH SCHOOL  17551.25       MARRIED  56     66    210      6
## 768   75 FEMALE       GRADUATE  88680.00       MARRIED  39     69    210     60
## 769  184   MALE    HIGH SCHOOL   2586.50 NEVER MARRIED  46     70    210     48
## 770  346   MALE LT HIGH SCHOOL  73900.00      DIVORCED  47     72    210     70
## 771  353 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     67    210     38
## 772  445   MALE    HIGH SCHOOL   6651.00       WIDOWED  78     69    210     23
## 773  545   MALE    HIGH SCHOOL  88680.00       MARRIED  33     71    210     32
## 774  715   MALE       BACHELOR   6651.00       MARRIED  50     69    210     25
## 775  770   MALE       GRADUATE  49882.50       MARRIED  43     73    210     60
## 776  805 FEMALE    HIGH SCHOOL  60967.50      DIVORCED  57     66    210     60
## 777 1121   MALE       GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 778 1264 FEMALE    HIGH SCHOOL  13856.25      DIVORCED  53     71    210     40
## 779 1397   MALE    HIGH SCHOOL  27712.50       MARRIED  27     70    210     38
## 780 1597   MALE    HIGH SCHOOL  33255.00       MARRIED  52     74    210     40
## 781 1644   MALE    HIGH SCHOOL  49882.50       MARRIED  58     70    210     47
## 782 1701   MALE    HIGH SCHOOL  33255.00       MARRIED  47     72    210     58
## 783 1703   MALE       BACHELOR 158656.95       MARRIED  64     72    210     40
## 784 1945   MALE       BACHELOR  40645.00      DIVORCED  52     68    210     40
## 785 2107   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  27     70    210     20
## 786 2185   MALE    HIGH SCHOOL  27712.50 NEVER MARRIED  32     65    210     53
## 787  531   MALE       BACHELOR  88680.00 NEVER MARRIED  28     66    212     40
## 788 1076 FEMALE JUNIOR COLLEGE  20322.50      DIVORCED  25     60    212     40
## 789 1254   MALE LT HIGH SCHOOL  20322.50       MARRIED  55     70    212     40
## 790 1272   MALE    HIGH SCHOOL  33255.00       MARRIED  67     73    212     28
## 791 2286 FEMALE    HIGH SCHOOL  49882.50       MARRIED  58     65    212     40
## 792 2465 FEMALE    HIGH SCHOOL  17551.25       MARRIED  40     68    212     44
## 793  516 FEMALE       BACHELOR  33255.00 NEVER MARRIED  69     66    213     35
## 794  991   MALE       BACHELOR  60967.50       MARRIED  55     74    213     65
## 795 2074 FEMALE    HIGH SCHOOL  17551.25       MARRIED  53     66    213     50
## 796   89   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  25     74    215     65
## 797  474 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  24     69    215     47
## 798  591 FEMALE    HIGH SCHOOL  12008.75      DIVORCED  42     66    215     40
## 799  734   MALE       BACHELOR 103460.00       MARRIED  50     71    215     40
## 800  887 FEMALE JUNIOR COLLEGE  10161.25 NEVER MARRIED  22     66    215     24
## 801  897 FEMALE       BACHELOR  15703.75       MARRIED  38     64    215     28
## 802 1129 FEMALE       GRADUATE  60967.50      DIVORCED  39     60    215     47
## 803 1271   MALE    HIGH SCHOOL  60967.50       MARRIED  47     73    215     89
## 804 1448 FEMALE    HIGH SCHOOL   5542.50 NEVER MARRIED  23     66    215     20
## 805 1478   MALE    HIGH SCHOOL  40645.00      DIVORCED  43     74    215     45
## 806 1548   MALE    HIGH SCHOOL  33255.00       MARRIED  57     71    215     52
## 807 1684 FEMALE    HIGH SCHOOL   4803.50 NEVER MARRIED  47     63    215     40
## 808 1722 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  30     61    215     50
## 809 1974 FEMALE LT HIGH SCHOOL  13856.25       WIDOWED  53     63    215     34
## 810 1987   MALE       GRADUATE  33255.00       MARRIED  60     74    215     60
## 811 2155   MALE    HIGH SCHOOL 158656.95       MARRIED  65     71    215     40
## 812 2210   MALE    HIGH SCHOOL  40645.00       MARRIED  60     69    215     10
## 813 2273   MALE    HIGH SCHOOL  20322.50       MARRIED  30     69    215     40
## 814 2530   MALE    HIGH SCHOOL  33255.00       MARRIED  62     71    215     48
## 815 1495   MALE    HIGH SCHOOL  40645.00      DIVORCED  55     68    216     24
## 816 1925   MALE    HIGH SCHOOL  17551.25       MARRIED  29     77    216     39
## 817  654   MALE    HIGH SCHOOL  73900.00      DIVORCED  51     72    217     63
## 818  191   MALE       BACHELOR  49882.50 NEVER MARRIED  37     73    218     40
## 819 1100   MALE    HIGH SCHOOL  60967.50       MARRIED  37     68    218     89
## 820 1846 FEMALE JUNIOR COLLEGE   8313.75       MARRIED  54     65    218     62
## 821 1955 FEMALE       BACHELOR  27712.50       MARRIED  55     64    218     40
## 822 1967   MALE    HIGH SCHOOL  40645.00       WIDOWED  58     73    218     60
## 823 2335   MALE       GRADUATE  49882.50       MARRIED  43     72    218     40
## 824 1646 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  41     65    219     40
## 825  114   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  28     72    220     50
## 826  304   MALE       BACHELOR 158656.95       MARRIED  60     74    220     60
## 827  482   MALE       BACHELOR 158656.95       MARRIED  38     73    220     50
## 828  503   MALE       GRADUATE  33255.00      DIVORCED  65     75    220     40
## 829  506   MALE       BACHELOR  88680.00      DIVORCED  66     74    220     50
## 830  821   MALE    HIGH SCHOOL   4803.50 NEVER MARRIED  27     71    220     50
## 831 1114   MALE JUNIOR COLLEGE  49882.50 NEVER MARRIED  41     72    220     35
## 832 1168 FEMALE LT HIGH SCHOOL   4803.50       MARRIED  42     62    220     40
## 833 1170 FEMALE    HIGH SCHOOL  17551.25      DIVORCED  53     71    220     40
## 834 1185 FEMALE JUNIOR COLLEGE  15703.75       MARRIED  42     67    220     40
## 835 1236   MALE       GRADUATE  49882.50      DIVORCED  50     72    220     60
## 836 1268   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  51     74    220     52
## 837 1276   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  57     72    220     55
## 838 1362   MALE LT HIGH SCHOOL  33255.00      DIVORCED  44     72    220     70
## 839 1374   MALE       BACHELOR   6651.00 NEVER MARRIED  44     67    220     50
## 840 1570   MALE    HIGH SCHOOL  15703.75 NEVER MARRIED  44     69    220     34
## 841 1682   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  72     72    220     44
## 842 1733   MALE       GRADUATE 158656.95       MARRIED  62     71    220     40
## 843 1739 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  43     64    220     65
## 844 2132 FEMALE LT HIGH SCHOOL  24017.50      DIVORCED  41     66    220     40
## 845 2237   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  58     71    220     25
## 846 2278 FEMALE    HIGH SCHOOL  40645.00       MARRIED  60     64    220     52
## 847 2288   MALE       GRADUATE 158656.95      DIVORCED  62     71    220     50
## 848 2361   MALE    HIGH SCHOOL  17551.25       MARRIED  60     72    220     40
## 849 2399   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  24     74    220     35
## 850 2416   MALE    HIGH SCHOOL  49882.50      DIVORCED  44     70    220     57
## 851  914 FEMALE LT HIGH SCHOOL   2586.50 NEVER MARRIED  44     64    224     20
## 852   28   MALE       BACHELOR  73900.00       MARRIED  57     71    225     40
## 853  477 FEMALE       BACHELOR  33255.00       MARRIED  55     63    225     40
## 854  586   MALE    HIGH SCHOOL 103460.00      DIVORCED  47     72    225     89
## 855  880   MALE       GRADUATE  33255.00       MARRIED  34     72    225     65
## 856 1326   MALE       GRADUATE  60967.50      DIVORCED  63     72    225     40
## 857 1559   MALE JUNIOR COLLEGE  73900.00       MARRIED  54     72    225     50
## 858 1698 FEMALE    HIGH SCHOOL  33255.00       MARRIED  47     62    225     45
## 859 1735   MALE    HIGH SCHOOL  10161.25       MARRIED  30     69    225     20
## 860 1802   MALE JUNIOR COLLEGE  33255.00       MARRIED  54     72    225     80
## 861 1923   MALE JUNIOR COLLEGE  40645.00      DIVORCED  59     71    225     38
## 862 1951   MALE    HIGH SCHOOL  40645.00       MARRIED  33     68    225     60
## 863 2174   MALE    HIGH SCHOOL  40645.00      DIVORCED  33     70    225     50
## 864 2337 FEMALE JUNIOR COLLEGE  10161.25       MARRIED  44     64    225     40
## 865  392   MALE    HIGH SCHOOL  60967.50      DIVORCED  55     74    226     50
## 866 1231 FEMALE    HIGH SCHOOL  33255.00       MARRIED  64     64    226     40
## 867 2268 FEMALE       GRADUATE  49882.50      DIVORCED  70     70    226     32
## 868 1700   MALE    HIGH SCHOOL  49882.50       MARRIED  51     70    228     62
## 869 2354   MALE    HIGH SCHOOL 103460.00      DIVORCED  49     69    228     50
## 870   52   MALE       BACHELOR  40645.00       MARRIED  42     68    230     40
## 871  229   MALE    HIGH SCHOOL   8313.75       WIDOWED  43     74    230     14
## 872  290   MALE    HIGH SCHOOL  13856.25 NEVER MARRIED  20     68    230     40
## 873  362   MALE    HIGH SCHOOL 158656.95      DIVORCED  40     74    230     50
## 874  403 FEMALE    HIGH SCHOOL  60967.50       MARRIED  52     64    230     42
## 875  504   MALE       BACHELOR 158656.95       MARRIED  54     72    230     50
## 876  685   MALE    HIGH SCHOOL  33255.00       MARRIED  60     70    230     50
## 877  950   MALE JUNIOR COLLEGE  73900.00      DIVORCED  41     73    230     89
## 878 1059   MALE       BACHELOR  20322.50       WIDOWED  57     72    230     40
## 879 1699 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  56     65    230     35
## 880 1933   MALE       GRADUATE 158656.95       MARRIED  66     74    230     60
## 881 2172   MALE    HIGH SCHOOL  20322.50      DIVORCED  39     72    230     40
## 882 2195   MALE    HIGH SCHOOL   5542.50 NEVER MARRIED  21     67    230     40
## 883 2196   MALE       BACHELOR  73900.00 NEVER MARRIED  61     72    230     50
## 884 2220   MALE    HIGH SCHOOL   6651.00 NEVER MARRIED  26     76    230     60
## 885 2232   MALE       BACHELOR  49882.50       MARRIED  37     74    230     80
## 886 2531   MALE    HIGH SCHOOL   1478.00 NEVER MARRIED  40     71    230     48
## 887 1354   MALE    HIGH SCHOOL  33255.00       MARRIED  49     73    231     70
## 888 1905 FEMALE    HIGH SCHOOL  27712.50       MARRIED  58     64    231     32
## 889  181   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  37     70    235     60
## 890  359 FEMALE LT HIGH SCHOOL   4064.50 NEVER MARRIED  35     67    235     48
## 891  963   MALE    HIGH SCHOOL    369.50      DIVORCED  59     72    235     70
## 892 1506 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  46     65    235     30
## 893 1915   MALE       GRADUATE  60967.50       MARRIED  55     75    235     55
## 894 2314   MALE       BACHELOR  17551.25 NEVER MARRIED  27     70    235     28
## 895 2475   MALE JUNIOR COLLEGE  49882.50       MARRIED  53     73    235     67
## 896 2451 FEMALE    HIGH SCHOOL  20322.50       MARRIED  52     65    237     55
## 897  190   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  31     74    239     40
## 898  232   MALE       GRADUATE 158656.95      DIVORCED  69     72    240      8
## 899  355   MALE       BACHELOR  49882.50       MARRIED  29     73    240     50
## 900 1255   MALE LT HIGH SCHOOL  24017.50      DIVORCED  50     69    240     40
## 901 1314   MALE JUNIOR COLLEGE  49882.50       MARRIED  50     71    240     45
## 902 1415   MALE    HIGH SCHOOL   3325.50      DIVORCED  46     69    240     40
## 903 1497 FEMALE       GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 904 1502   MALE    HIGH SCHOOL  24017.50       MARRIED  53     73    240     38
## 905 1709   MALE       GRADUATE  49882.50      DIVORCED  39     78    240     40
## 906 1971   MALE LT HIGH SCHOOL  13856.25      DIVORCED  44     73    240     45
## 907 2100   MALE LT HIGH SCHOOL  33255.00       MARRIED  56     70    240     50
## 908 2147   MALE    HIGH SCHOOL  12008.75       MARRIED  48     71    240     40
## 909 2165   MALE       BACHELOR  33255.00       WIDOWED  40     70    240     60
## 910 2188   MALE    HIGH SCHOOL  60967.50       MARRIED  55     69    240     50
## 911 2263   MALE    HIGH SCHOOL  49882.50       MARRIED  49     72    240     40
## 912 2269   MALE    HIGH SCHOOL  33255.00       MARRIED  56     78    240     40
## 913 2370   MALE    HIGH SCHOOL  40645.00       MARRIED  50     70    240     65
## 914 1783   MALE JUNIOR COLLEGE  24017.50       MARRIED  51     68    242     51
## 915 2365   MALE    HIGH SCHOOL  40645.00      DIVORCED  48     72    244     70
## 916   53   MALE JUNIOR COLLEGE  40645.00       MARRIED  29     73    245     60
## 917 1005   MALE    HIGH SCHOOL  20322.50 NEVER MARRIED  29     67    245     40
## 918 1311   MALE       BACHELOR  33255.00 NEVER MARRIED  29     71    245     40
## 919 1890   MALE    HIGH SCHOOL  40645.00      DIVORCED  42     75    245     40
## 920 2235 FEMALE    HIGH SCHOOL   3325.50       MARRIED  24     65    245     40
## 921  420   MALE    HIGH SCHOOL  60967.50 NEVER MARRIED  32     69    246     40
## 922  419 FEMALE    HIGH SCHOOL  33255.00       WIDOWED  62     66    247     40
## 923  141 FEMALE    HIGH SCHOOL  10161.25 NEVER MARRIED  29     70    250     37
## 924  179   MALE       GRADUATE  24017.50     SEPARATED  63     75    250     20
## 925  333 FEMALE    HIGH SCHOOL  24017.50 NEVER MARRIED  53     66    250     40
## 926  820 FEMALE    HIGH SCHOOL  27712.50 NEVER MARRIED  55     66    250     37
## 927  899 FEMALE       BACHELOR  40645.00 NEVER MARRIED  43     67    250     40
## 928 1061   MALE    HIGH SCHOOL  24017.50       WIDOWED  60     73    250     50
## 929 1108   MALE    HIGH SCHOOL   8313.75       MARRIED  52     74    250     20
## 930 1581 FEMALE    HIGH SCHOOL   4803.50       MARRIED  45     59    250     15
## 931 1736   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  32     68    250     38
## 932 1816 FEMALE    HIGH SCHOOL  13856.25     SEPARATED  36     67    250     45
## 933 1878   MALE    HIGH SCHOOL 158656.95       MARRIED  61     69    250     60
## 934 2484 FEMALE    HIGH SCHOOL  17551.25       MARRIED  56     64    250     40
## 935 1500   MALE LT HIGH SCHOOL  10161.25       MARRIED  73     68    251     29
## 936 1721   MALE       GRADUATE  49882.50       MARRIED  52     70    253     40
## 937 1916   MALE       BACHELOR  49882.50       MARRIED  64     71    254     50
## 938  137   MALE       GRADUATE 158656.95       MARRIED  61     78    255     30
## 939 1303   MALE       BACHELOR  88680.00 NEVER MARRIED  53     70    255     60
## 940  564   MALE    HIGH SCHOOL  40645.00       MARRIED  53     74    256     40
## 941  657 FEMALE    HIGH SCHOOL   4803.50      DIVORCED  31     70    258     30
## 942  446   MALE       GRADUATE  73900.00       MARRIED  59     73    260     30
## 943  518   MALE    HIGH SCHOOL  73900.00       MARRIED  32     72    260     50
## 944  662   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  54     69    260     50
## 945 1171 FEMALE       BACHELOR  27712.50 NEVER MARRIED  37     64    260     60
## 946 1549 FEMALE       BACHELOR  27712.50       MARRIED  35     65    260     65
## 947 1794   MALE    HIGH SCHOOL  60967.50       MARRIED  41     72    260     48
## 948 1841 FEMALE    HIGH SCHOOL  24017.50       MARRIED  44     64    260     40
## 949 2123 FEMALE LT HIGH SCHOOL  17551.25      DIVORCED  53     67    260     40
## 950 2261   MALE       BACHELOR 158656.95       MARRIED  48     74    260     60
## 951 2364   MALE       BACHELOR   8313.75 NEVER MARRIED  54     69    260     60
## 952 2418 FEMALE    HIGH SCHOOL  33255.00 NEVER MARRIED  27     64    260     40
## 953 2450 FEMALE    HIGH SCHOOL   4064.50       MARRIED  62     67    264     80
## 954  480   MALE    HIGH SCHOOL  27712.50       MARRIED  63     66    265     40
## 955 1584 FEMALE    HIGH SCHOOL    369.50 NEVER MARRIED  52     72    265     32
## 956 1585   MALE LT HIGH SCHOOL  24017.50       MARRIED  45     74    265     40
## 957 1730   MALE       GRADUATE  60967.50       MARRIED  34     74    265     40
## 958 2171   MALE       BACHELOR  40645.00      DIVORCED  47     73    265     38
## 959 1838   MALE JUNIOR COLLEGE 103460.00      DIVORCED  47     72    266     75
## 960 2019   MALE    HIGH SCHOOL 158656.95       MARRIED  39     70    268     40
## 961 1089 FEMALE    HIGH SCHOOL  17551.25       MARRIED  45     57    270     40
## 962 1365   MALE    HIGH SCHOOL  27712.50      DIVORCED  49     70    270     70
## 963 2393   MALE    HIGH SCHOOL  40645.00 NEVER MARRIED  28     72    270     55
## 964  833 FEMALE    HIGH SCHOOL  15703.75 NEVER MARRIED  23     66    275     36
## 965 1243   MALE       GRADUATE 158656.95       MARRIED  29     79    275     35
## 966 1498 FEMALE JUNIOR COLLEGE  24017.50       MARRIED  60     63    275     37
## 967 1786   MALE JUNIOR COLLEGE  60967.50      DIVORCED  51     72    275     44
## 968 1130 FEMALE       BACHELOR  49882.50      DIVORCED  55     62    278     60
## 969  746 FEMALE JUNIOR COLLEGE  24017.50     SEPARATED  32     69    280     40
## 970 1149   MALE    HIGH SCHOOL  49882.50       MARRIED  50     74    280     50
## 971 1199 FEMALE       BACHELOR  27712.50       MARRIED  31     68    280     40
## 972 1605   MALE       GRADUATE 158656.95     SEPARATED  43     75    280     80
## 973 1944   MALE    HIGH SCHOOL   6651.00       MARRIED  29     72    280     45
## 974 2345   MALE    HIGH SCHOOL  17551.25       MARRIED  65     76    280     20
## 975 2401 FEMALE    HIGH SCHOOL  40645.00 NEVER MARRIED  47     64    280     40
## 976 1499   MALE LT HIGH SCHOOL   3325.50 NEVER MARRIED  41     75    283     20
## 977 1464   MALE    HIGH SCHOOL  13856.25      DIVORCED  46     64    285     40
## 978 1560   MALE       GRADUATE 103460.00       MARRIED  37     73    285     89
## 979 1774   MALE       BACHELOR  40645.00       MARRIED  32     75    285     40
## 980 2118   MALE    HIGH SCHOOL  33255.00 NEVER MARRIED  33     70    285     40
## 981 1692   MALE    HIGH SCHOOL  49882.50      DIVORCED  56     72    290     60
## 982 2374   MALE       GRADUATE 158656.95      DIVORCED  40     70    290     89
## 983  363 FEMALE    HIGH SCHOOL  27712.50       MARRIED  32     70    296     27
## 984 1777 FEMALE       BACHELOR  40645.00       MARRIED  26     66    300     48
## 985 2133   MALE    HIGH SCHOOL  20322.50       MARRIED  27     73    300     60
## 986  901   MALE    HIGH SCHOOL  33255.00       MARRIED  39     74    315     40
## 987  149 FEMALE       BACHELOR  40645.00 NEVER MARRIED  37     66    319     36
## 988  999 FEMALE    HIGH SCHOOL  20322.50 NEVER MARRIED  53     68    320     60
## 989 2510   MALE    HIGH SCHOOL  24017.50       WIDOWED  46     71    323     43
## 990 1115 FEMALE       BACHELOR  49882.50       WIDOWED  59     68    330     40
## 991 1245 FEMALE    HIGH SCHOOL  15703.75      DIVORCED  43     68    330     38
## 992 1459   MALE JUNIOR COLLEGE  24017.50 NEVER MARRIED  28     74    350     16
## 993  958   MALE       BACHELOR  49882.50      DIVORCED  53     77    365     65
## 994  831   MALE       BACHELOR  33255.00       MARRIED  58     73    410     40

Chaining Operations with %>% *Combine multiple operations into a single pipeline**

# Example: Chain multiple operations
gss |>
  dplyr::filter(age > 30) |>                                     # Step 1: Filter rows where age > 30
  dplyr::select(degree, sex, income) |>                          # Step 2: Select specific columns
  dplyr::mutate(income_category = ifelse(income > 50000, "High", "Low")) |>  # Step 3: Add a new column
  dplyr::arrange(desc(income))                                    # Step 4: Arrange by descending income
##             degree    sex    income income_category
## 1         GRADUATE   MALE 158656.95            High
## 2         GRADUATE   MALE 158656.95            High
## 3         GRADUATE   MALE 158656.95            High
## 4      HIGH SCHOOL   MALE 158656.95            High
## 5         GRADUATE   MALE 158656.95            High
## 6         GRADUATE FEMALE 158656.95            High
## 7         BACHELOR   MALE 158656.95            High
## 8      HIGH SCHOOL   MALE 158656.95            High
## 9         BACHELOR   MALE 158656.95            High
## 10        GRADUATE   MALE 158656.95            High
## 11        BACHELOR   MALE 158656.95            High
## 12     HIGH SCHOOL   MALE 158656.95            High
## 13        GRADUATE   MALE 158656.95            High
## 14     HIGH SCHOOL   MALE 158656.95            High
## 15        GRADUATE   MALE 158656.95            High
## 16        BACHELOR   MALE 158656.95            High
## 17        BACHELOR   MALE 158656.95            High
## 18        GRADUATE   MALE 158656.95            High
## 19        BACHELOR   MALE 158656.95            High
## 20        GRADUATE   MALE 158656.95            High
## 21        BACHELOR   MALE 158656.95            High
## 22        GRADUATE   MALE 158656.95            High
## 23     HIGH SCHOOL   MALE 158656.95            High
## 24        BACHELOR   MALE 158656.95            High
## 25        GRADUATE   MALE 158656.95            High
## 26        BACHELOR FEMALE 158656.95            High
## 27        GRADUATE FEMALE 158656.95            High
## 28        GRADUATE   MALE 158656.95            High
## 29     HIGH SCHOOL   MALE 158656.95            High
## 30        GRADUATE   MALE 158656.95            High
## 31        BACHELOR   MALE 158656.95            High
## 32        BACHELOR   MALE 158656.95            High
## 33        GRADUATE   MALE 158656.95            High
## 34        GRADUATE   MALE 158656.95            High
## 35     HIGH SCHOOL   MALE 158656.95            High
## 36        GRADUATE   MALE 158656.95            High
## 37     HIGH SCHOOL   MALE 158656.95            High
## 38        BACHELOR   MALE 158656.95            High
## 39     HIGH SCHOOL FEMALE 158656.95            High
## 40     HIGH SCHOOL   MALE 158656.95            High
## 41        BACHELOR   MALE 158656.95            High
## 42        GRADUATE   MALE 158656.95            High
## 43        GRADUATE   MALE 158656.95            High
## 44        GRADUATE   MALE 158656.95            High
## 45        BACHELOR FEMALE 158656.95            High
## 46        BACHELOR   MALE 103460.00            High
## 47        BACHELOR FEMALE 103460.00            High
## 48        BACHELOR   MALE 103460.00            High
## 49        GRADUATE FEMALE 103460.00            High
## 50     HIGH SCHOOL   MALE 103460.00            High
## 51        BACHELOR   MALE 103460.00            High
## 52        BACHELOR   MALE 103460.00            High
## 53        GRADUATE   MALE 103460.00            High
## 54        GRADUATE   MALE 103460.00            High
## 55     HIGH SCHOOL FEMALE 103460.00            High
## 56        GRADUATE   MALE 103460.00            High
## 57        GRADUATE FEMALE 103460.00            High
## 58  JUNIOR COLLEGE   MALE 103460.00            High
## 59     HIGH SCHOOL   MALE 103460.00            High
## 60     HIGH SCHOOL   MALE 103460.00            High
## 61        BACHELOR FEMALE  88680.00            High
## 62        GRADUATE FEMALE  88680.00            High
## 63        GRADUATE FEMALE  88680.00            High
## 64  JUNIOR COLLEGE   MALE  88680.00            High
## 65        GRADUATE   MALE  88680.00            High
## 66        BACHELOR   MALE  88680.00            High
## 67  JUNIOR COLLEGE   MALE  88680.00            High
## 68        BACHELOR   MALE  88680.00            High
## 69        GRADUATE   MALE  88680.00            High
## 70        BACHELOR   MALE  88680.00            High
## 71     HIGH SCHOOL   MALE  88680.00            High
## 72        BACHELOR   MALE  88680.00            High
## 73        GRADUATE FEMALE  88680.00            High
## 74        BACHELOR FEMALE  88680.00            High
## 75        BACHELOR   MALE  88680.00            High
## 76        GRADUATE FEMALE  88680.00            High
## 77        BACHELOR   MALE  88680.00            High
## 78        BACHELOR   MALE  88680.00            High
## 79        BACHELOR   MALE  88680.00            High
## 80     HIGH SCHOOL FEMALE  88680.00            High
## 81        BACHELOR   MALE  88680.00            High
## 82        GRADUATE FEMALE  88680.00            High
## 83     HIGH SCHOOL   MALE  88680.00            High
## 84        GRADUATE FEMALE  88680.00            High
## 85     HIGH SCHOOL   MALE  88680.00            High
## 86        BACHELOR   MALE  73900.00            High
## 87        BACHELOR   MALE  73900.00            High
## 88        BACHELOR FEMALE  73900.00            High
## 89     HIGH SCHOOL FEMALE  73900.00            High
## 90  JUNIOR COLLEGE   MALE  73900.00            High
## 91     HIGH SCHOOL   MALE  73900.00            High
## 92  LT HIGH SCHOOL   MALE  73900.00            High
## 93     HIGH SCHOOL   MALE  73900.00            High
## 94     HIGH SCHOOL   MALE  73900.00            High
## 95        GRADUATE FEMALE  73900.00            High
## 96        GRADUATE   MALE  73900.00            High
## 97        GRADUATE FEMALE  73900.00            High
## 98     HIGH SCHOOL   MALE  73900.00            High
## 99        GRADUATE FEMALE  73900.00            High
## 100    HIGH SCHOOL   MALE  73900.00            High
## 101    HIGH SCHOOL   MALE  73900.00            High
## 102    HIGH SCHOOL FEMALE  73900.00            High
## 103       BACHELOR   MALE  73900.00            High
## 104 JUNIOR COLLEGE   MALE  73900.00            High
## 105       GRADUATE   MALE  73900.00            High
## 106    HIGH SCHOOL   MALE  73900.00            High
## 107       BACHELOR   MALE  73900.00            High
## 108    HIGH SCHOOL   MALE  73900.00            High
## 109    HIGH SCHOOL FEMALE  73900.00            High
## 110       GRADUATE   MALE  73900.00            High
## 111       GRADUATE   MALE  73900.00            High
## 112       GRADUATE   MALE  73900.00            High
## 113 JUNIOR COLLEGE   MALE  73900.00            High
## 114       BACHELOR   MALE  73900.00            High
## 115       BACHELOR   MALE  73900.00            High
## 116       BACHELOR   MALE  73900.00            High
## 117       BACHELOR   MALE  60967.50            High
## 118       GRADUATE FEMALE  60967.50            High
## 119       BACHELOR FEMALE  60967.50            High
## 120       GRADUATE FEMALE  60967.50            High
## 121       GRADUATE FEMALE  60967.50            High
## 122    HIGH SCHOOL   MALE  60967.50            High
## 123    HIGH SCHOOL   MALE  60967.50            High
## 124       BACHELOR FEMALE  60967.50            High
## 125    HIGH SCHOOL FEMALE  60967.50            High
## 126    HIGH SCHOOL   MALE  60967.50            High
## 127       GRADUATE FEMALE  60967.50            High
## 128       GRADUATE FEMALE  60967.50            High
## 129    HIGH SCHOOL   MALE  60967.50            High
## 130       GRADUATE FEMALE  60967.50            High
## 131       BACHELOR FEMALE  60967.50            High
## 132    HIGH SCHOOL   MALE  60967.50            High
## 133       BACHELOR   MALE  60967.50            High
## 134    HIGH SCHOOL FEMALE  60967.50            High
## 135 JUNIOR COLLEGE   MALE  60967.50            High
## 136       BACHELOR   MALE  60967.50            High
## 137    HIGH SCHOOL   MALE  60967.50            High
## 138       BACHELOR   MALE  60967.50            High
## 139    HIGH SCHOOL   MALE  60967.50            High
## 140       GRADUATE FEMALE  60967.50            High
## 141    HIGH SCHOOL   MALE  60967.50            High
## 142       BACHELOR   MALE  60967.50            High
## 143       GRADUATE   MALE  60967.50            High
## 144       GRADUATE   MALE  60967.50            High
## 145       BACHELOR FEMALE  60967.50            High
## 146    HIGH SCHOOL FEMALE  60967.50            High
## 147    HIGH SCHOOL   MALE  60967.50            High
## 148       GRADUATE   MALE  60967.50            High
## 149       GRADUATE   MALE  60967.50            High
## 150 JUNIOR COLLEGE   MALE  60967.50            High
## 151    HIGH SCHOOL   MALE  60967.50            High
## 152       GRADUATE   MALE  60967.50            High
## 153       GRADUATE   MALE  60967.50            High
## 154    HIGH SCHOOL FEMALE  60967.50            High
## 155       BACHELOR FEMALE  60967.50            High
## 156       GRADUATE FEMALE  60967.50            High
## 157       GRADUATE FEMALE  60967.50            High
## 158       BACHELOR   MALE  60967.50            High
## 159    HIGH SCHOOL   MALE  60967.50            High
## 160    HIGH SCHOOL   MALE  60967.50            High
## 161       GRADUATE FEMALE  60967.50            High
## 162       GRADUATE FEMALE  60967.50            High
## 163    HIGH SCHOOL   MALE  60967.50            High
## 164 LT HIGH SCHOOL   MALE  60967.50            High
## 165    HIGH SCHOOL   MALE  49882.50             Low
## 166       GRADUATE   MALE  49882.50             Low
## 167    HIGH SCHOOL   MALE  49882.50             Low
## 168    HIGH SCHOOL FEMALE  49882.50             Low
## 169       BACHELOR   MALE  49882.50             Low
## 170       BACHELOR   MALE  49882.50             Low
## 171       BACHELOR FEMALE  49882.50             Low
## 172    HIGH SCHOOL FEMALE  49882.50             Low
## 173       BACHELOR   MALE  49882.50             Low
## 174    HIGH SCHOOL   MALE  49882.50             Low
## 175       BACHELOR FEMALE  49882.50             Low
## 176    HIGH SCHOOL   MALE  49882.50             Low
## 177       GRADUATE FEMALE  49882.50             Low
## 178       GRADUATE   MALE  49882.50             Low
## 179       BACHELOR FEMALE  49882.50             Low
## 180       BACHELOR   MALE  49882.50             Low
## 181       BACHELOR   MALE  49882.50             Low
## 182       BACHELOR FEMALE  49882.50             Low
## 183    HIGH SCHOOL FEMALE  49882.50             Low
## 184    HIGH SCHOOL FEMALE  49882.50             Low
## 185       GRADUATE   MALE  49882.50             Low
## 186 JUNIOR COLLEGE   MALE  49882.50             Low
## 187       BACHELOR FEMALE  49882.50             Low
## 188       GRADUATE   MALE  49882.50             Low
## 189       GRADUATE   MALE  49882.50             Low
## 190       BACHELOR   MALE  49882.50             Low
## 191       BACHELOR   MALE  49882.50             Low
## 192       BACHELOR   MALE  49882.50             Low
## 193       GRADUATE   MALE  49882.50             Low
## 194       GRADUATE FEMALE  49882.50             Low
## 195 JUNIOR COLLEGE FEMALE  49882.50             Low
## 196 JUNIOR COLLEGE   MALE  49882.50             Low
## 197    HIGH SCHOOL FEMALE  49882.50             Low
## 198    HIGH SCHOOL   MALE  49882.50             Low
## 199 JUNIOR COLLEGE   MALE  49882.50             Low
## 200       BACHELOR FEMALE  49882.50             Low
## 201       BACHELOR FEMALE  49882.50             Low
## 202    HIGH SCHOOL FEMALE  49882.50             Low
## 203    HIGH SCHOOL   MALE  49882.50             Low
## 204    HIGH SCHOOL   MALE  49882.50             Low
## 205    HIGH SCHOOL   MALE  49882.50             Low
## 206    HIGH SCHOOL   MALE  49882.50             Low
## 207       BACHELOR FEMALE  49882.50             Low
## 208       GRADUATE   MALE  49882.50             Low
## 209       GRADUATE FEMALE  49882.50             Low
## 210 JUNIOR COLLEGE   MALE  49882.50             Low
## 211       GRADUATE   MALE  49882.50             Low
## 212       BACHELOR   MALE  49882.50             Low
## 213    HIGH SCHOOL   MALE  49882.50             Low
## 214       GRADUATE   MALE  49882.50             Low
## 215       BACHELOR FEMALE  49882.50             Low
## 216    HIGH SCHOOL   MALE  49882.50             Low
## 217    HIGH SCHOOL   MALE  49882.50             Low
## 218    HIGH SCHOOL   MALE  49882.50             Low
## 219       GRADUATE   MALE  49882.50             Low
## 220       GRADUATE   MALE  49882.50             Low
## 221    HIGH SCHOOL   MALE  49882.50             Low
## 222    HIGH SCHOOL FEMALE  49882.50             Low
## 223    HIGH SCHOOL   MALE  49882.50             Low
## 224       BACHELOR   MALE  49882.50             Low
## 225    HIGH SCHOOL   MALE  49882.50             Low
## 226 LT HIGH SCHOOL   MALE  49882.50             Low
## 227       BACHELOR   MALE  49882.50             Low
## 228       BACHELOR   MALE  49882.50             Low
## 229    HIGH SCHOOL   MALE  49882.50             Low
## 230    HIGH SCHOOL   MALE  49882.50             Low
## 231       GRADUATE FEMALE  49882.50             Low
## 232    HIGH SCHOOL FEMALE  49882.50             Low
## 233 JUNIOR COLLEGE FEMALE  49882.50             Low
## 234       GRADUATE   MALE  49882.50             Low
## 235 JUNIOR COLLEGE   MALE  49882.50             Low
## 236 JUNIOR COLLEGE   MALE  49882.50             Low
## 237    HIGH SCHOOL   MALE  49882.50             Low
## 238 JUNIOR COLLEGE   MALE  49882.50             Low
## 239       BACHELOR   MALE  40645.00             Low
## 240 JUNIOR COLLEGE FEMALE  40645.00             Low
## 241       GRADUATE FEMALE  40645.00             Low
## 242       BACHELOR FEMALE  40645.00             Low
## 243    HIGH SCHOOL   MALE  40645.00             Low
## 244 LT HIGH SCHOOL   MALE  40645.00             Low
## 245       BACHELOR   MALE  40645.00             Low
## 246    HIGH SCHOOL   MALE  40645.00             Low
## 247 JUNIOR COLLEGE   MALE  40645.00             Low
## 248       GRADUATE   MALE  40645.00             Low
## 249    HIGH SCHOOL   MALE  40645.00             Low
## 250    HIGH SCHOOL   MALE  40645.00             Low
## 251       BACHELOR FEMALE  40645.00             Low
## 252       BACHELOR   MALE  40645.00             Low
## 253 JUNIOR COLLEGE FEMALE  40645.00             Low
## 254       GRADUATE FEMALE  40645.00             Low
## 255 LT HIGH SCHOOL   MALE  40645.00             Low
## 256    HIGH SCHOOL   MALE  40645.00             Low
## 257    HIGH SCHOOL   MALE  40645.00             Low
## 258    HIGH SCHOOL FEMALE  40645.00             Low
## 259    HIGH SCHOOL   MALE  40645.00             Low
## 260       GRADUATE   MALE  40645.00             Low
## 261    HIGH SCHOOL FEMALE  40645.00             Low
## 262 JUNIOR COLLEGE FEMALE  40645.00             Low
## 263       BACHELOR FEMALE  40645.00             Low
## 264       BACHELOR FEMALE  40645.00             Low
## 265    HIGH SCHOOL   MALE  40645.00             Low
## 266    HIGH SCHOOL FEMALE  40645.00             Low
## 267 JUNIOR COLLEGE FEMALE  40645.00             Low
## 268 JUNIOR COLLEGE FEMALE  40645.00             Low
## 269       BACHELOR   MALE  40645.00             Low
## 270       BACHELOR FEMALE  40645.00             Low
## 271 LT HIGH SCHOOL   MALE  40645.00             Low
## 272    HIGH SCHOOL   MALE  40645.00             Low
## 273    HIGH SCHOOL   MALE  40645.00             Low
## 274 JUNIOR COLLEGE FEMALE  40645.00             Low
## 275       GRADUATE   MALE  40645.00             Low
## 276    HIGH SCHOOL   MALE  40645.00             Low
## 277    HIGH SCHOOL   MALE  40645.00             Low
## 278    HIGH SCHOOL   MALE  40645.00             Low
## 279    HIGH SCHOOL   MALE  40645.00             Low
## 280       BACHELOR FEMALE  40645.00             Low
## 281    HIGH SCHOOL   MALE  40645.00             Low
## 282       BACHELOR FEMALE  40645.00             Low
## 283    HIGH SCHOOL   MALE  40645.00             Low
## 284       BACHELOR FEMALE  40645.00             Low
## 285       GRADUATE FEMALE  40645.00             Low
## 286    HIGH SCHOOL   MALE  40645.00             Low
## 287    HIGH SCHOOL   MALE  40645.00             Low
## 288       GRADUATE FEMALE  40645.00             Low
## 289    HIGH SCHOOL FEMALE  40645.00             Low
## 290 JUNIOR COLLEGE FEMALE  40645.00             Low
## 291       GRADUATE FEMALE  40645.00             Low
## 292    HIGH SCHOOL   MALE  40645.00             Low
## 293       BACHELOR   MALE  40645.00             Low
## 294    HIGH SCHOOL FEMALE  40645.00             Low
## 295    HIGH SCHOOL   MALE  40645.00             Low
## 296    HIGH SCHOOL FEMALE  40645.00             Low
## 297    HIGH SCHOOL   MALE  40645.00             Low
## 298       BACHELOR FEMALE  40645.00             Low
## 299 JUNIOR COLLEGE   MALE  40645.00             Low
## 300    HIGH SCHOOL   MALE  40645.00             Low
## 301    HIGH SCHOOL FEMALE  40645.00             Low
## 302 JUNIOR COLLEGE   MALE  40645.00             Low
## 303       BACHELOR   MALE  40645.00             Low
## 304    HIGH SCHOOL   MALE  40645.00             Low
## 305    HIGH SCHOOL   MALE  40645.00             Low
## 306 LT HIGH SCHOOL   MALE  40645.00             Low
## 307    HIGH SCHOOL   MALE  40645.00             Low
## 308       GRADUATE FEMALE  40645.00             Low
## 309 JUNIOR COLLEGE   MALE  40645.00             Low
## 310    HIGH SCHOOL   MALE  40645.00             Low
## 311       BACHELOR FEMALE  40645.00             Low
## 312       BACHELOR   MALE  40645.00             Low
## 313    HIGH SCHOOL   MALE  40645.00             Low
## 314       GRADUATE   MALE  40645.00             Low
## 315    HIGH SCHOOL   MALE  40645.00             Low
## 316 JUNIOR COLLEGE FEMALE  40645.00             Low
## 317       BACHELOR   MALE  40645.00             Low
## 318    HIGH SCHOOL FEMALE  40645.00             Low
## 319    HIGH SCHOOL   MALE  40645.00             Low
## 320    HIGH SCHOOL   MALE  40645.00             Low
## 321    HIGH SCHOOL   MALE  40645.00             Low
## 322    HIGH SCHOOL FEMALE  40645.00             Low
## 323       BACHELOR FEMALE  40645.00             Low
## 324       BACHELOR FEMALE  40645.00             Low
## 325    HIGH SCHOOL   MALE  40645.00             Low
## 326       GRADUATE   MALE  40645.00             Low
## 327       BACHELOR   MALE  40645.00             Low
## 328       BACHELOR   MALE  33255.00             Low
## 329       BACHELOR FEMALE  33255.00             Low
## 330    HIGH SCHOOL   MALE  33255.00             Low
## 331    HIGH SCHOOL FEMALE  33255.00             Low
## 332       GRADUATE FEMALE  33255.00             Low
## 333       BACHELOR   MALE  33255.00             Low
## 334    HIGH SCHOOL   MALE  33255.00             Low
## 335    HIGH SCHOOL   MALE  33255.00             Low
## 336       BACHELOR FEMALE  33255.00             Low
## 337 LT HIGH SCHOOL   MALE  33255.00             Low
## 338       GRADUATE FEMALE  33255.00             Low
## 339    HIGH SCHOOL   MALE  33255.00             Low
## 340    HIGH SCHOOL FEMALE  33255.00             Low
## 341       BACHELOR FEMALE  33255.00             Low
## 342       GRADUATE   MALE  33255.00             Low
## 343       BACHELOR FEMALE  33255.00             Low
## 344       BACHELOR FEMALE  33255.00             Low
## 345    HIGH SCHOOL FEMALE  33255.00             Low
## 346    HIGH SCHOOL   MALE  33255.00             Low
## 347    HIGH SCHOOL   MALE  33255.00             Low
## 348    HIGH SCHOOL   MALE  33255.00             Low
## 349    HIGH SCHOOL   MALE  33255.00             Low
## 350    HIGH SCHOOL   MALE  33255.00             Low
## 351       GRADUATE FEMALE  33255.00             Low
## 352       BACHELOR   MALE  33255.00             Low
## 353    HIGH SCHOOL   MALE  33255.00             Low
## 354       GRADUATE   MALE  33255.00             Low
## 355    HIGH SCHOOL   MALE  33255.00             Low
## 356    HIGH SCHOOL FEMALE  33255.00             Low
## 357    HIGH SCHOOL   MALE  33255.00             Low
## 358    HIGH SCHOOL   MALE  33255.00             Low
## 359    HIGH SCHOOL FEMALE  33255.00             Low
## 360    HIGH SCHOOL FEMALE  33255.00             Low
## 361    HIGH SCHOOL   MALE  33255.00             Low
## 362    HIGH SCHOOL FEMALE  33255.00             Low
## 363 JUNIOR COLLEGE FEMALE  33255.00             Low
## 364       BACHELOR FEMALE  33255.00             Low
## 365    HIGH SCHOOL FEMALE  33255.00             Low
## 366    HIGH SCHOOL   MALE  33255.00             Low
## 367    HIGH SCHOOL   MALE  33255.00             Low
## 368 LT HIGH SCHOOL   MALE  33255.00             Low
## 369       BACHELOR FEMALE  33255.00             Low
## 370 JUNIOR COLLEGE FEMALE  33255.00             Low
## 371       GRADUATE   MALE  33255.00             Low
## 372       BACHELOR FEMALE  33255.00             Low
## 373    HIGH SCHOOL   MALE  33255.00             Low
## 374       GRADUATE FEMALE  33255.00             Low
## 375    HIGH SCHOOL FEMALE  33255.00             Low
## 376    HIGH SCHOOL   MALE  33255.00             Low
## 377    HIGH SCHOOL   MALE  33255.00             Low
## 378    HIGH SCHOOL FEMALE  33255.00             Low
## 379    HIGH SCHOOL   MALE  33255.00             Low
## 380    HIGH SCHOOL FEMALE  33255.00             Low
## 381    HIGH SCHOOL FEMALE  33255.00             Low
## 382    HIGH SCHOOL   MALE  33255.00             Low
## 383       BACHELOR FEMALE  33255.00             Low
## 384    HIGH SCHOOL   MALE  33255.00             Low
## 385    HIGH SCHOOL   MALE  33255.00             Low
## 386 JUNIOR COLLEGE   MALE  33255.00             Low
## 387       BACHELOR FEMALE  33255.00             Low
## 388       GRADUATE FEMALE  33255.00             Low
## 389       GRADUATE FEMALE  33255.00             Low
## 390       BACHELOR FEMALE  33255.00             Low
## 391       BACHELOR   MALE  33255.00             Low
## 392 JUNIOR COLLEGE FEMALE  33255.00             Low
## 393    HIGH SCHOOL FEMALE  33255.00             Low
## 394 LT HIGH SCHOOL   MALE  33255.00             Low
## 395       GRADUATE   MALE  33255.00             Low
## 396    HIGH SCHOOL   MALE  33255.00             Low
## 397 JUNIOR COLLEGE   MALE  33255.00             Low
## 398       GRADUATE FEMALE  33255.00             Low
## 399    HIGH SCHOOL FEMALE  33255.00             Low
## 400    HIGH SCHOOL   MALE  33255.00             Low
## 401 LT HIGH SCHOOL   MALE  33255.00             Low
## 402    HIGH SCHOOL   MALE  33255.00             Low
## 403    HIGH SCHOOL   MALE  33255.00             Low
## 404       BACHELOR   MALE  33255.00             Low
## 405       BACHELOR   MALE  33255.00             Low
## 406 JUNIOR COLLEGE   MALE  33255.00             Low
## 407    HIGH SCHOOL   MALE  33255.00             Low
## 408       BACHELOR FEMALE  33255.00             Low
## 409       BACHELOR FEMALE  33255.00             Low
## 410       BACHELOR FEMALE  33255.00             Low
## 411       GRADUATE   MALE  33255.00             Low
## 412       GRADUATE FEMALE  33255.00             Low
## 413       BACHELOR   MALE  33255.00             Low
## 414    HIGH SCHOOL   MALE  33255.00             Low
## 415 JUNIOR COLLEGE   MALE  33255.00             Low
## 416       BACHELOR   MALE  33255.00             Low
## 417       BACHELOR FEMALE  33255.00             Low
## 418    HIGH SCHOOL   MALE  33255.00             Low
## 419    HIGH SCHOOL   MALE  33255.00             Low
## 420 JUNIOR COLLEGE   MALE  27712.50             Low
## 421    HIGH SCHOOL FEMALE  27712.50             Low
## 422    HIGH SCHOOL FEMALE  27712.50             Low
## 423       BACHELOR FEMALE  27712.50             Low
## 424    HIGH SCHOOL   MALE  27712.50             Low
## 425    HIGH SCHOOL FEMALE  27712.50             Low
## 426    HIGH SCHOOL   MALE  27712.50             Low
## 427    HIGH SCHOOL   MALE  27712.50             Low
## 428    HIGH SCHOOL FEMALE  27712.50             Low
## 429       GRADUATE   MALE  27712.50             Low
## 430 LT HIGH SCHOOL   MALE  27712.50             Low
## 431    HIGH SCHOOL FEMALE  27712.50             Low
## 432       GRADUATE FEMALE  27712.50             Low
## 433    HIGH SCHOOL   MALE  27712.50             Low
## 434       BACHELOR FEMALE  27712.50             Low
## 435    HIGH SCHOOL   MALE  27712.50             Low
## 436    HIGH SCHOOL FEMALE  27712.50             Low
## 437    HIGH SCHOOL FEMALE  27712.50             Low
## 438    HIGH SCHOOL   MALE  27712.50             Low
## 439    HIGH SCHOOL FEMALE  27712.50             Low
## 440    HIGH SCHOOL FEMALE  27712.50             Low
## 441    HIGH SCHOOL FEMALE  27712.50             Low
## 442 JUNIOR COLLEGE   MALE  27712.50             Low
## 443       BACHELOR FEMALE  27712.50             Low
## 444       BACHELOR FEMALE  27712.50             Low
## 445       GRADUATE FEMALE  27712.50             Low
## 446    HIGH SCHOOL FEMALE  27712.50             Low
## 447 JUNIOR COLLEGE FEMALE  27712.50             Low
## 448    HIGH SCHOOL FEMALE  27712.50             Low
## 449    HIGH SCHOOL FEMALE  27712.50             Low
## 450    HIGH SCHOOL   MALE  27712.50             Low
## 451       BACHELOR   MALE  27712.50             Low
## 452       BACHELOR   MALE  27712.50             Low
## 453 JUNIOR COLLEGE FEMALE  27712.50             Low
## 454       BACHELOR FEMALE  27712.50             Low
## 455    HIGH SCHOOL   MALE  27712.50             Low
## 456 JUNIOR COLLEGE FEMALE  27712.50             Low
## 457    HIGH SCHOOL   MALE  27712.50             Low
## 458    HIGH SCHOOL   MALE  27712.50             Low
## 459    HIGH SCHOOL   MALE  27712.50             Low
## 460    HIGH SCHOOL FEMALE  27712.50             Low
## 461 LT HIGH SCHOOL   MALE  27712.50             Low
## 462       BACHELOR FEMALE  27712.50             Low
## 463    HIGH SCHOOL FEMALE  27712.50             Low
## 464 JUNIOR COLLEGE FEMALE  27712.50             Low
## 465    HIGH SCHOOL   MALE  27712.50             Low
## 466       BACHELOR   MALE  27712.50             Low
## 467    HIGH SCHOOL FEMALE  27712.50             Low
## 468    HIGH SCHOOL FEMALE  27712.50             Low
## 469    HIGH SCHOOL   MALE  24017.50             Low
## 470 LT HIGH SCHOOL   MALE  24017.50             Low
## 471       GRADUATE   MALE  24017.50             Low
## 472 LT HIGH SCHOOL   MALE  24017.50             Low
## 473    HIGH SCHOOL FEMALE  24017.50             Low
## 474       GRADUATE   MALE  24017.50             Low
## 475 LT HIGH SCHOOL   MALE  24017.50             Low
## 476    HIGH SCHOOL FEMALE  24017.50             Low
## 477    HIGH SCHOOL FEMALE  24017.50             Low
## 478    HIGH SCHOOL FEMALE  24017.50             Low
## 479 LT HIGH SCHOOL FEMALE  24017.50             Low
## 480 JUNIOR COLLEGE FEMALE  24017.50             Low
## 481    HIGH SCHOOL   MALE  24017.50             Low
## 482    HIGH SCHOOL FEMALE  24017.50             Low
## 483 JUNIOR COLLEGE FEMALE  24017.50             Low
## 484    HIGH SCHOOL FEMALE  24017.50             Low
## 485       BACHELOR FEMALE  24017.50             Low
## 486 JUNIOR COLLEGE FEMALE  24017.50             Low
## 487    HIGH SCHOOL FEMALE  24017.50             Low
## 488    HIGH SCHOOL FEMALE  24017.50             Low
## 489    HIGH SCHOOL   MALE  24017.50             Low
## 490 JUNIOR COLLEGE FEMALE  24017.50             Low
## 491    HIGH SCHOOL FEMALE  24017.50             Low
## 492       BACHELOR FEMALE  24017.50             Low
## 493    HIGH SCHOOL   MALE  24017.50             Low
## 494 LT HIGH SCHOOL   MALE  24017.50             Low
## 495    HIGH SCHOOL   MALE  24017.50             Low
## 496    HIGH SCHOOL FEMALE  24017.50             Low
## 497 LT HIGH SCHOOL   MALE  24017.50             Low
## 498 LT HIGH SCHOOL   MALE  24017.50             Low
## 499 LT HIGH SCHOOL FEMALE  24017.50             Low
## 500       BACHELOR FEMALE  24017.50             Low
## 501 JUNIOR COLLEGE FEMALE  24017.50             Low
## 502    HIGH SCHOOL   MALE  24017.50             Low
## 503       BACHELOR FEMALE  24017.50             Low
## 504       BACHELOR   MALE  24017.50             Low
## 505       GRADUATE FEMALE  24017.50             Low
## 506 LT HIGH SCHOOL   MALE  24017.50             Low
## 507    HIGH SCHOOL FEMALE  24017.50             Low
## 508    HIGH SCHOOL FEMALE  24017.50             Low
## 509    HIGH SCHOOL   MALE  24017.50             Low
## 510 JUNIOR COLLEGE FEMALE  24017.50             Low
## 511 JUNIOR COLLEGE   MALE  24017.50             Low
## 512    HIGH SCHOOL FEMALE  24017.50             Low
## 513 LT HIGH SCHOOL   MALE  24017.50             Low
## 514    HIGH SCHOOL FEMALE  24017.50             Low
## 515    HIGH SCHOOL   MALE  24017.50             Low
## 516    HIGH SCHOOL   MALE  24017.50             Low
## 517    HIGH SCHOOL FEMALE  24017.50             Low
## 518 LT HIGH SCHOOL FEMALE  24017.50             Low
## 519    HIGH SCHOOL   MALE  24017.50             Low
## 520 LT HIGH SCHOOL FEMALE  24017.50             Low
## 521    HIGH SCHOOL FEMALE  24017.50             Low
## 522       BACHELOR FEMALE  24017.50             Low
## 523    HIGH SCHOOL   MALE  24017.50             Low
## 524    HIGH SCHOOL FEMALE  24017.50             Low
## 525    HIGH SCHOOL FEMALE  24017.50             Low
## 526       GRADUATE FEMALE  24017.50             Low
## 527    HIGH SCHOOL FEMALE  24017.50             Low
## 528    HIGH SCHOOL FEMALE  24017.50             Low
## 529    HIGH SCHOOL   MALE  24017.50             Low
## 530    HIGH SCHOOL FEMALE  24017.50             Low
## 531       BACHELOR   MALE  24017.50             Low
## 532       BACHELOR FEMALE  20322.50             Low
## 533    HIGH SCHOOL   MALE  20322.50             Low
## 534    HIGH SCHOOL FEMALE  20322.50             Low
## 535    HIGH SCHOOL FEMALE  20322.50             Low
## 536    HIGH SCHOOL FEMALE  20322.50             Low
## 537    HIGH SCHOOL   MALE  20322.50             Low
## 538    HIGH SCHOOL FEMALE  20322.50             Low
## 539    HIGH SCHOOL FEMALE  20322.50             Low
## 540       GRADUATE FEMALE  20322.50             Low
## 541 LT HIGH SCHOOL   MALE  20322.50             Low
## 542    HIGH SCHOOL FEMALE  20322.50             Low
## 543    HIGH SCHOOL FEMALE  20322.50             Low
## 544    HIGH SCHOOL   MALE  20322.50             Low
## 545 JUNIOR COLLEGE FEMALE  20322.50             Low
## 546    HIGH SCHOOL FEMALE  20322.50             Low
## 547 LT HIGH SCHOOL   MALE  20322.50             Low
## 548    HIGH SCHOOL FEMALE  20322.50             Low
## 549       BACHELOR   MALE  20322.50             Low
## 550    HIGH SCHOOL FEMALE  20322.50             Low
## 551 LT HIGH SCHOOL   MALE  20322.50             Low
## 552 LT HIGH SCHOOL   MALE  20322.50             Low
## 553       GRADUATE FEMALE  20322.50             Low
## 554 LT HIGH SCHOOL FEMALE  20322.50             Low
## 555       GRADUATE   MALE  20322.50             Low
## 556    HIGH SCHOOL FEMALE  20322.50             Low
## 557    HIGH SCHOOL FEMALE  20322.50             Low
## 558 LT HIGH SCHOOL   MALE  20322.50             Low
## 559    HIGH SCHOOL FEMALE  20322.50             Low
## 560    HIGH SCHOOL FEMALE  20322.50             Low
## 561    HIGH SCHOOL FEMALE  20322.50             Low
## 562       BACHELOR   MALE  20322.50             Low
## 563 JUNIOR COLLEGE FEMALE  20322.50             Low
## 564    HIGH SCHOOL   MALE  20322.50             Low
## 565 JUNIOR COLLEGE   MALE  20322.50             Low
## 566    HIGH SCHOOL FEMALE  20322.50             Low
## 567    HIGH SCHOOL   MALE  20322.50             Low
## 568    HIGH SCHOOL FEMALE  20322.50             Low
## 569       BACHELOR   MALE  20322.50             Low
## 570 JUNIOR COLLEGE FEMALE  20322.50             Low
## 571    HIGH SCHOOL FEMALE  20322.50             Low
## 572    HIGH SCHOOL FEMALE  20322.50             Low
## 573    HIGH SCHOOL   MALE  20322.50             Low
## 574    HIGH SCHOOL FEMALE  17551.25             Low
## 575    HIGH SCHOOL   MALE  17551.25             Low
## 576    HIGH SCHOOL   MALE  17551.25             Low
## 577       BACHELOR FEMALE  17551.25             Low
## 578    HIGH SCHOOL   MALE  17551.25             Low
## 579 LT HIGH SCHOOL FEMALE  17551.25             Low
## 580    HIGH SCHOOL FEMALE  17551.25             Low
## 581    HIGH SCHOOL FEMALE  17551.25             Low
## 582    HIGH SCHOOL FEMALE  17551.25             Low
## 583    HIGH SCHOOL FEMALE  17551.25             Low
## 584    HIGH SCHOOL   MALE  17551.25             Low
## 585       BACHELOR   MALE  17551.25             Low
## 586    HIGH SCHOOL FEMALE  17551.25             Low
## 587    HIGH SCHOOL FEMALE  17551.25             Low
## 588 JUNIOR COLLEGE   MALE  17551.25             Low
## 589 LT HIGH SCHOOL FEMALE  17551.25             Low
## 590    HIGH SCHOOL FEMALE  17551.25             Low
## 591       GRADUATE FEMALE  17551.25             Low
## 592    HIGH SCHOOL   MALE  17551.25             Low
## 593    HIGH SCHOOL FEMALE  17551.25             Low
## 594 LT HIGH SCHOOL   MALE  17551.25             Low
## 595    HIGH SCHOOL FEMALE  17551.25             Low
## 596       BACHELOR FEMALE  17551.25             Low
## 597    HIGH SCHOOL FEMALE  17551.25             Low
## 598 LT HIGH SCHOOL   MALE  17551.25             Low
## 599    HIGH SCHOOL   MALE  17551.25             Low
## 600 LT HIGH SCHOOL   MALE  17551.25             Low
## 601    HIGH SCHOOL FEMALE  17551.25             Low
## 602    HIGH SCHOOL FEMALE  17551.25             Low
## 603       GRADUATE   MALE  17551.25             Low
## 604    HIGH SCHOOL FEMALE  17551.25             Low
## 605    HIGH SCHOOL FEMALE  17551.25             Low
## 606 LT HIGH SCHOOL FEMALE  17551.25             Low
## 607    HIGH SCHOOL FEMALE  17551.25             Low
## 608    HIGH SCHOOL FEMALE  17551.25             Low
## 609    HIGH SCHOOL   MALE  17551.25             Low
## 610    HIGH SCHOOL   MALE  17551.25             Low
## 611    HIGH SCHOOL   MALE  17551.25             Low
## 612 JUNIOR COLLEGE FEMALE  17551.25             Low
## 613 JUNIOR COLLEGE FEMALE  17551.25             Low
## 614    HIGH SCHOOL FEMALE  17551.25             Low
## 615    HIGH SCHOOL FEMALE  17551.25             Low
## 616    HIGH SCHOOL FEMALE  17551.25             Low
## 617 JUNIOR COLLEGE FEMALE  17551.25             Low
## 618       BACHELOR FEMALE  17551.25             Low
## 619 LT HIGH SCHOOL   MALE  15703.75             Low
## 620       GRADUATE   MALE  15703.75             Low
## 621    HIGH SCHOOL   MALE  15703.75             Low
## 622 LT HIGH SCHOOL   MALE  15703.75             Low
## 623 LT HIGH SCHOOL FEMALE  15703.75             Low
## 624    HIGH SCHOOL   MALE  15703.75             Low
## 625       BACHELOR FEMALE  15703.75             Low
## 626 JUNIOR COLLEGE FEMALE  15703.75             Low
## 627 JUNIOR COLLEGE FEMALE  15703.75             Low
## 628    HIGH SCHOOL FEMALE  15703.75             Low
## 629       BACHELOR FEMALE  15703.75             Low
## 630    HIGH SCHOOL   MALE  15703.75             Low
## 631    HIGH SCHOOL FEMALE  15703.75             Low
## 632    HIGH SCHOOL FEMALE  15703.75             Low
## 633    HIGH SCHOOL FEMALE  15703.75             Low
## 634    HIGH SCHOOL FEMALE  15703.75             Low
## 635    HIGH SCHOOL   MALE  15703.75             Low
## 636 JUNIOR COLLEGE FEMALE  15703.75             Low
## 637    HIGH SCHOOL FEMALE  15703.75             Low
## 638    HIGH SCHOOL   MALE  15703.75             Low
## 639       BACHELOR FEMALE  15703.75             Low
## 640       BACHELOR FEMALE  15703.75             Low
## 641    HIGH SCHOOL FEMALE  15703.75             Low
## 642    HIGH SCHOOL FEMALE  15703.75             Low
## 643    HIGH SCHOOL   MALE  15703.75             Low
## 644    HIGH SCHOOL FEMALE  15703.75             Low
## 645       BACHELOR FEMALE  15703.75             Low
## 646       BACHELOR FEMALE  15703.75             Low
## 647    HIGH SCHOOL FEMALE  15703.75             Low
## 648    HIGH SCHOOL FEMALE  15703.75             Low
## 649    HIGH SCHOOL   MALE  15703.75             Low
## 650    HIGH SCHOOL FEMALE  15703.75             Low
## 651    HIGH SCHOOL   MALE  15703.75             Low
## 652 LT HIGH SCHOOL   MALE  15703.75             Low
## 653 JUNIOR COLLEGE FEMALE  15703.75             Low
## 654       BACHELOR FEMALE  15703.75             Low
## 655 JUNIOR COLLEGE   MALE  15703.75             Low
## 656    HIGH SCHOOL FEMALE  15703.75             Low
## 657    HIGH SCHOOL   MALE  13856.25             Low
## 658    HIGH SCHOOL FEMALE  13856.25             Low
## 659    HIGH SCHOOL   MALE  13856.25             Low
## 660    HIGH SCHOOL FEMALE  13856.25             Low
## 661    HIGH SCHOOL FEMALE  13856.25             Low
## 662       GRADUATE   MALE  13856.25             Low
## 663    HIGH SCHOOL   MALE  13856.25             Low
## 664    HIGH SCHOOL FEMALE  13856.25             Low
## 665    HIGH SCHOOL FEMALE  13856.25             Low
## 666    HIGH SCHOOL FEMALE  13856.25             Low
## 667 LT HIGH SCHOOL   MALE  13856.25             Low
## 668 LT HIGH SCHOOL FEMALE  13856.25             Low
## 669    HIGH SCHOOL   MALE  13856.25             Low
## 670    HIGH SCHOOL FEMALE  13856.25             Low
## 671    HIGH SCHOOL   MALE  12008.75             Low
## 672 LT HIGH SCHOOL FEMALE  12008.75             Low
## 673    HIGH SCHOOL FEMALE  12008.75             Low
## 674    HIGH SCHOOL FEMALE  12008.75             Low
## 675 LT HIGH SCHOOL   MALE  12008.75             Low
## 676       GRADUATE FEMALE  12008.75             Low
## 677 LT HIGH SCHOOL   MALE  12008.75             Low
## 678 LT HIGH SCHOOL FEMALE  12008.75             Low
## 679 JUNIOR COLLEGE   MALE  12008.75             Low
## 680    HIGH SCHOOL FEMALE  12008.75             Low
## 681    HIGH SCHOOL FEMALE  12008.75             Low
## 682    HIGH SCHOOL   MALE  12008.75             Low
## 683    HIGH SCHOOL FEMALE  12008.75             Low
## 684 LT HIGH SCHOOL FEMALE  12008.75             Low
## 685    HIGH SCHOOL FEMALE  12008.75             Low
## 686 LT HIGH SCHOOL   MALE  12008.75             Low
## 687    HIGH SCHOOL FEMALE  12008.75             Low
## 688    HIGH SCHOOL FEMALE  12008.75             Low
## 689    HIGH SCHOOL FEMALE  12008.75             Low
## 690 LT HIGH SCHOOL   MALE  12008.75             Low
## 691    HIGH SCHOOL   MALE  12008.75             Low
## 692 LT HIGH SCHOOL FEMALE  12008.75             Low
## 693    HIGH SCHOOL   MALE  12008.75             Low
## 694       BACHELOR FEMALE  10161.25             Low
## 695       BACHELOR FEMALE  10161.25             Low
## 696    HIGH SCHOOL FEMALE  10161.25             Low
## 697       BACHELOR FEMALE  10161.25             Low
## 698    HIGH SCHOOL FEMALE  10161.25             Low
## 699       BACHELOR FEMALE  10161.25             Low
## 700    HIGH SCHOOL FEMALE  10161.25             Low
## 701 JUNIOR COLLEGE FEMALE  10161.25             Low
## 702    HIGH SCHOOL FEMALE  10161.25             Low
## 703    HIGH SCHOOL FEMALE  10161.25             Low
## 704       BACHELOR   MALE  10161.25             Low
## 705 JUNIOR COLLEGE FEMALE  10161.25             Low
## 706    HIGH SCHOOL FEMALE  10161.25             Low
## 707 LT HIGH SCHOOL FEMALE  10161.25             Low
## 708       BACHELOR FEMALE  10161.25             Low
## 709    HIGH SCHOOL FEMALE  10161.25             Low
## 710 LT HIGH SCHOOL   MALE  10161.25             Low
## 711 LT HIGH SCHOOL   MALE  10161.25             Low
## 712    HIGH SCHOOL FEMALE  10161.25             Low
## 713       BACHELOR FEMALE  10161.25             Low
## 714 JUNIOR COLLEGE FEMALE  10161.25             Low
## 715 JUNIOR COLLEGE FEMALE  10161.25             Low
## 716       GRADUATE FEMALE   8313.75             Low
## 717    HIGH SCHOOL   MALE   8313.75             Low
## 718       BACHELOR   MALE   8313.75             Low
## 719       GRADUATE   MALE   8313.75             Low
## 720 LT HIGH SCHOOL FEMALE   8313.75             Low
## 721    HIGH SCHOOL FEMALE   8313.75             Low
## 722 LT HIGH SCHOOL   MALE   8313.75             Low
## 723    HIGH SCHOOL   MALE   8313.75             Low
## 724 JUNIOR COLLEGE FEMALE   8313.75             Low
## 725       GRADUATE FEMALE   8313.75             Low
## 726    HIGH SCHOOL FEMALE   8313.75             Low
## 727    HIGH SCHOOL   MALE   8313.75             Low
## 728    HIGH SCHOOL   MALE   8313.75             Low
## 729    HIGH SCHOOL FEMALE   8313.75             Low
## 730 JUNIOR COLLEGE FEMALE   8313.75             Low
## 731    HIGH SCHOOL FEMALE   8313.75             Low
## 732 LT HIGH SCHOOL FEMALE   8313.75             Low
## 733    HIGH SCHOOL   MALE   8313.75             Low
## 734    HIGH SCHOOL FEMALE   8313.75             Low
## 735 JUNIOR COLLEGE FEMALE   8313.75             Low
## 736    HIGH SCHOOL FEMALE   8313.75             Low
## 737       GRADUATE FEMALE   8313.75             Low
## 738       BACHELOR FEMALE   8313.75             Low
## 739       BACHELOR   MALE   8313.75             Low
## 740    HIGH SCHOOL FEMALE   8313.75             Low
## 741 LT HIGH SCHOOL   MALE   6651.00             Low
## 742    HIGH SCHOOL   MALE   6651.00             Low
## 743 LT HIGH SCHOOL FEMALE   6651.00             Low
## 744 LT HIGH SCHOOL FEMALE   6651.00             Low
## 745    HIGH SCHOOL   MALE   6651.00             Low
## 746       BACHELOR   MALE   6651.00             Low
## 747       BACHELOR   MALE   6651.00             Low
## 748       BACHELOR FEMALE   6651.00             Low
## 749    HIGH SCHOOL   MALE   6651.00             Low
## 750    HIGH SCHOOL FEMALE   6651.00             Low
## 751    HIGH SCHOOL FEMALE   6651.00             Low
## 752    HIGH SCHOOL FEMALE   6651.00             Low
## 753       BACHELOR FEMALE   6651.00             Low
## 754       BACHELOR   MALE   5542.50             Low
## 755    HIGH SCHOOL FEMALE   5542.50             Low
## 756 LT HIGH SCHOOL FEMALE   4803.50             Low
## 757    HIGH SCHOOL FEMALE   4803.50             Low
## 758    HIGH SCHOOL   MALE   4803.50             Low
## 759 LT HIGH SCHOOL FEMALE   4803.50             Low
## 760    HIGH SCHOOL FEMALE   4803.50             Low
## 761    HIGH SCHOOL   MALE   4803.50             Low
## 762    HIGH SCHOOL FEMALE   4803.50             Low
## 763    HIGH SCHOOL FEMALE   4803.50             Low
## 764 JUNIOR COLLEGE FEMALE   4064.50             Low
## 765 LT HIGH SCHOOL FEMALE   4064.50             Low
## 766    HIGH SCHOOL   MALE   4064.50             Low
## 767       BACHELOR FEMALE   4064.50             Low
## 768       BACHELOR FEMALE   4064.50             Low
## 769    HIGH SCHOOL FEMALE   4064.50             Low
## 770    HIGH SCHOOL   MALE   4064.50             Low
## 771    HIGH SCHOOL   MALE   4064.50             Low
## 772 JUNIOR COLLEGE FEMALE   4064.50             Low
## 773    HIGH SCHOOL FEMALE   4064.50             Low
## 774 LT HIGH SCHOOL FEMALE   4064.50             Low
## 775    HIGH SCHOOL FEMALE   4064.50             Low
## 776    HIGH SCHOOL FEMALE   4064.50             Low
## 777 JUNIOR COLLEGE FEMALE   4064.50             Low
## 778    HIGH SCHOOL FEMALE   4064.50             Low
## 779    HIGH SCHOOL FEMALE   3325.50             Low
## 780       BACHELOR FEMALE   3325.50             Low
## 781       GRADUATE   MALE   3325.50             Low
## 782       BACHELOR   MALE   3325.50             Low
## 783    HIGH SCHOOL   MALE   3325.50             Low
## 784 LT HIGH SCHOOL   MALE   3325.50             Low
## 785    HIGH SCHOOL   MALE   2586.50             Low
## 786    HIGH SCHOOL FEMALE   2586.50             Low
## 787    HIGH SCHOOL   MALE   2586.50             Low
## 788 LT HIGH SCHOOL FEMALE   2586.50             Low
## 789    HIGH SCHOOL FEMALE   2586.50             Low
## 790    HIGH SCHOOL FEMALE   2586.50             Low
## 791    HIGH SCHOOL FEMALE   2586.50             Low
## 792 JUNIOR COLLEGE FEMALE   2586.50             Low
## 793 LT HIGH SCHOOL FEMALE   2586.50             Low
## 794 LT HIGH SCHOOL   MALE   2586.50             Low
## 795    HIGH SCHOOL FEMALE   2586.50             Low
## 796 LT HIGH SCHOOL FEMALE   2586.50             Low
## 797    HIGH SCHOOL   MALE   1478.00             Low
## 798    HIGH SCHOOL   MALE   1478.00             Low
## 799    HIGH SCHOOL   MALE   1478.00             Low
## 800 LT HIGH SCHOOL FEMALE   1478.00             Low
## 801    HIGH SCHOOL   MALE   1478.00             Low
## 802       BACHELOR FEMALE    369.50             Low
## 803    HIGH SCHOOL FEMALE    369.50             Low
## 804       BACHELOR FEMALE    369.50             Low
## 805       BACHELOR FEMALE    369.50             Low
## 806    HIGH SCHOOL   MALE    369.50             Low
## 807    HIGH SCHOOL FEMALE    369.50             Low
## 808    HIGH SCHOOL FEMALE    369.50             Low
## 809    HIGH SCHOOL FEMALE    369.50             Low
## 810    HIGH SCHOOL FEMALE    369.50             Low
## 811    HIGH SCHOOL   MALE    369.50             Low
## 812    HIGH SCHOOL FEMALE    369.50             Low

Reorganize the dataset

Subsetting data

gss[1,1]                 # first row first column
## [1] 1
gss[,1]                  # first column
##   [1]    1    2    4   14   16   19   21   27   28   30   32   38   40   44   45
##  [16]   46   47   48   49   50   51   52   53   56   59   61   64   68   70   75
##  [31]   77   81   89   90   91   94  101  102  106  109  113  114  116  118  120
##  [46]  123  125  128  131  132  137  140  141  143  147  149  151  153  154  155
##  [61]  157  161  164  165  171  172  173  178  179  180  181  184  186  187  190
##  [76]  191  194  195  199  200  205  206  207  209  211  215  218  222  223  225
##  [91]  226  229  232  234  242  244  245  251  252  256  259  263  270  271  274
## [106]  275  277  283  287  289  290  292  295  302  304  312  315  316  319  324
## [121]  325  328  331  333  341  343  345  346  348  349  351  353  355  358  359
## [136]  361  362  363  364  366  369  372  374  376  377  379  380  383  385  386
## [151]  392  393  396  398  402  403  405  407  409  411  412  414  417  418  419
## [166]  420  430  435  436  438  439  440  444  445  446  447  449  450  455  470
## [181]  471  474  476  477  479  480  482  486  488  489  490  492  495  496  497
## [196]  499  500  503  504  505  506  509  510  516  518  520  521  526  529  530
## [211]  531  532  534  537  538  539  541  544  545  547  556  560  564  567  572
## [226]  573  574  585  586  587  591  592  602  604  605  611  612  613  615  616
## [241]  619  620  625  632  633  636  642  646  648  649  654  657  659  660  662
## [256]  666  669  674  675  681  682  685  686  687  688  690  691  695  697  701
## [271]  704  705  710  714  715  718  719  720  722  724  729  731  733  734  738
## [286]  741  746  748  750  756  758  761  765  767  769  770  771  773  777  778
## [301]  781  782  787  789  798  801  803  805  806  810  814  815  818  820  821
## [316]  826  827  829  831  833  836  838  840  841  843  846  849  851  855  859
## [331]  860  862  863  866  868  871  872  873  874  877  880  881  882  884  887
## [346]  890  891  893  895  897  899  900  901  904  905  907  909  911  914  915
## [361]  918  919  921  923  924  930  932  935  941  944  947  950  953  955  956
## [376]  957  958  961  962  963  965  969  970  971  973  974  978  980  982  985
## [391]  987  988  989  991  993  999 1000 1001 1002 1005 1007 1014 1019 1020 1022
## [406] 1023 1026 1027 1030 1032 1033 1036 1037 1039 1041 1042 1045 1053 1057 1059
## [421] 1061 1066 1068 1070 1071 1076 1081 1087 1088 1089 1093 1094 1099 1100 1102
## [436] 1103 1104 1107 1108 1109 1110 1111 1114 1115 1116 1117 1120 1121 1126 1129
## [451] 1130 1135 1143 1144 1145 1149 1150 1152 1154 1157 1160 1162 1163 1168 1169
## [466] 1170 1171 1177 1180 1185 1186 1192 1193 1199 1206 1208 1211 1212 1217 1218
## [481] 1220 1223 1225 1226 1231 1234 1236 1237 1241 1242 1243 1244 1245 1247 1251
## [496] 1253 1254 1255 1256 1259 1263 1264 1266 1268 1270 1271 1272 1273 1276 1281
## [511] 1282 1284 1288 1293 1297 1302 1303 1309 1311 1313 1314 1317 1318 1325 1326
## [526] 1329 1332 1336 1337 1339 1341 1344 1345 1347 1348 1350 1353 1354 1357 1359
## [541] 1362 1365 1366 1373 1374 1375 1376 1377 1378 1379 1383 1385 1387 1392 1394
## [556] 1396 1397 1410 1412 1415 1416 1418 1419 1422 1426 1429 1430 1431 1440 1442
## [571] 1443 1447 1448 1452 1453 1457 1459 1461 1463 1464 1465 1476 1478 1480 1484
## [586] 1493 1494 1495 1497 1498 1499 1500 1501 1502 1506 1507 1509 1512 1515 1517
## [601] 1519 1520 1523 1528 1531 1536 1538 1543 1544 1545 1548 1549 1550 1551 1555
## [616] 1557 1558 1559 1560 1561 1565 1566 1570 1581 1584 1585 1588 1591 1592 1593
## [631] 1597 1602 1605 1607 1610 1614 1617 1619 1621 1623 1629 1632 1635 1641 1644
## [646] 1646 1647 1651 1658 1659 1664 1666 1671 1674 1682 1684 1689 1692 1694 1695
## [661] 1698 1699 1700 1701 1702 1703 1706 1707 1709 1710 1711 1716 1721 1722 1729
## [676] 1730 1732 1733 1735 1736 1738 1739 1740 1747 1761 1762 1765 1766 1767 1774
## [691] 1775 1777 1778 1783 1786 1792 1794 1795 1797 1802 1804 1807 1810 1813 1816
## [706] 1817 1819 1822 1826 1827 1829 1833 1838 1841 1843 1844 1846 1850 1854 1855
## [721] 1862 1865 1866 1877 1878 1882 1883 1884 1885 1886 1888 1890 1891 1895 1897
## [736] 1899 1901 1903 1905 1907 1908 1912 1913 1914 1915 1916 1917 1920 1921 1923
## [751] 1925 1927 1928 1931 1933 1934 1938 1944 1945 1949 1951 1953 1955 1960 1961
## [766] 1962 1967 1968 1971 1972 1974 1975 1977 1978 1985 1986 1987 1988 1989 1992
## [781] 2001 2003 2007 2008 2019 2022 2023 2024 2027 2029 2032 2033 2034 2038 2039
## [796] 2044 2045 2046 2049 2050 2052 2058 2064 2066 2067 2069 2070 2074 2075 2078
## [811] 2079 2080 2081 2082 2085 2087 2090 2093 2098 2099 2100 2102 2107 2111 2112
## [826] 2113 2118 2123 2132 2133 2143 2147 2149 2150 2152 2154 2155 2161 2163 2165
## [841] 2166 2168 2171 2172 2173 2174 2176 2178 2181 2182 2184 2185 2188 2194 2195
## [856] 2196 2209 2210 2213 2214 2216 2217 2218 2220 2221 2222 2223 2225 2228 2230
## [871] 2231 2232 2234 2235 2237 2238 2241 2244 2246 2254 2256 2259 2261 2263 2264
## [886] 2267 2268 2269 2273 2274 2276 2278 2283 2285 2286 2288 2290 2294 2295 2297
## [901] 2303 2309 2312 2313 2314 2315 2319 2324 2335 2337 2339 2343 2345 2348 2350
## [916] 2351 2352 2354 2358 2361 2364 2365 2366 2368 2369 2370 2373 2374 2377 2378
## [931] 2380 2381 2383 2385 2387 2393 2394 2395 2397 2399 2400 2401 2403 2405 2407
## [946] 2412 2413 2415 2416 2417 2418 2419 2423 2428 2434 2438 2447 2450 2451 2454
## [961] 2455 2457 2459 2464 2465 2466 2467 2474 2475 2480 2482 2484 2488 2492 2500
## [976] 2508 2510 2512 2514 2517 2518 2519 2521 2522 2523 2524 2525 2526 2530 2531
## [991] 2535 2536 2537 2538
gss[1,]                  # first row
##   id  sex   degree  income  marital age height weight hrswrk
## 1  1 MALE BACHELOR 60967.5 DIVORCED  53     72    190     60
gss[,1:2]                # first 2 columns
##       id    sex
## 1      1   MALE
## 2      2 FEMALE
## 3      4 FEMALE
## 4     14 FEMALE
## 5     16   MALE
## 6     19   MALE
## 7     21 FEMALE
## 8     27   MALE
## 9     28   MALE
## 10    30   MALE
## 11    32 FEMALE
## 12    38   MALE
## 13    40   MALE
## 14    44   MALE
## 15    45 FEMALE
## 16    46 FEMALE
## 17    47   MALE
## 18    48   MALE
## 19    49 FEMALE
## 20    50   MALE
## 21    51 FEMALE
## 22    52   MALE
## 23    53   MALE
## 24    56 FEMALE
## 25    59 FEMALE
## 26    61   MALE
## 27    64 FEMALE
## 28    68   MALE
## 29    70   MALE
## 30    75 FEMALE
## 31    77   MALE
## 32    81   MALE
## 33    89   MALE
## 34    90 FEMALE
## 35    91   MALE
## 36    94 FEMALE
## 37   101 FEMALE
## 38   102   MALE
## 39   106   MALE
## 40   109   MALE
## 41   113 FEMALE
## 42   114   MALE
## 43   116 FEMALE
## 44   118   MALE
## 45   120 FEMALE
## 46   123 FEMALE
## 47   125   MALE
## 48   128   MALE
## 49   131   MALE
## 50   132   MALE
## 51   137   MALE
## 52   140 FEMALE
## 53   141 FEMALE
## 54   143   MALE
## 55   147   MALE
## 56   149 FEMALE
## 57   151 FEMALE
## 58   153   MALE
## 59   154   MALE
## 60   155 FEMALE
## 61   157   MALE
## 62   161   MALE
## 63   164   MALE
## 64   165 FEMALE
## 65   171 FEMALE
## 66   172 FEMALE
## 67   173   MALE
## 68   178 FEMALE
## 69   179   MALE
## 70   180 FEMALE
## 71   181   MALE
## 72   184   MALE
## 73   186 FEMALE
## 74   187   MALE
## 75   190   MALE
## 76   191   MALE
## 77   194 FEMALE
## 78   195 FEMALE
## 79   199 FEMALE
## 80   200   MALE
## 81   205   MALE
## 82   206   MALE
## 83   207 FEMALE
## 84   209   MALE
## 85   211 FEMALE
## 86   215 FEMALE
## 87   218   MALE
## 88   222 FEMALE
## 89   223   MALE
## 90   225 FEMALE
## 91   226   MALE
## 92   229   MALE
## 93   232   MALE
## 94   234 FEMALE
## 95   242 FEMALE
## 96   244 FEMALE
## 97   245   MALE
## 98   251 FEMALE
## 99   252   MALE
## 100  256   MALE
## 101  259   MALE
## 102  263 FEMALE
## 103  270 FEMALE
## 104  271   MALE
## 105  274   MALE
## 106  275 FEMALE
## 107  277 FEMALE
## 108  283   MALE
## 109  287 FEMALE
## 110  289 FEMALE
## 111  290   MALE
## 112  292 FEMALE
## 113  295   MALE
## 114  302   MALE
## 115  304   MALE
## 116  312 FEMALE
## 117  315 FEMALE
## 118  316   MALE
## 119  319 FEMALE
## 120  324   MALE
## 121  325 FEMALE
## 122  328 FEMALE
## 123  331   MALE
## 124  333 FEMALE
## 125  341 FEMALE
## 126  343   MALE
## 127  345 FEMALE
## 128  346   MALE
## 129  348   MALE
## 130  349   MALE
## 131  351   MALE
## 132  353 FEMALE
## 133  355   MALE
## 134  358 FEMALE
## 135  359 FEMALE
## 136  361 FEMALE
## 137  362   MALE
## 138  363 FEMALE
## 139  364 FEMALE
## 140  366   MALE
## 141  369 FEMALE
## 142  372   MALE
## 143  374   MALE
## 144  376   MALE
## 145  377   MALE
## 146  379   MALE
## 147  380 FEMALE
## 148  383   MALE
## 149  385   MALE
## 150  386   MALE
## 151  392   MALE
## 152  393 FEMALE
## 153  396 FEMALE
## 154  398 FEMALE
## 155  402   MALE
## 156  403 FEMALE
## 157  405   MALE
## 158  407 FEMALE
## 159  409 FEMALE
## 160  411   MALE
## 161  412 FEMALE
## 162  414   MALE
## 163  417 FEMALE
## 164  418 FEMALE
## 165  419 FEMALE
## 166  420   MALE
## 167  430   MALE
## 168  435   MALE
## 169  436   MALE
## 170  438 FEMALE
## 171  439   MALE
## 172  440 FEMALE
## 173  444   MALE
## 174  445   MALE
## 175  446   MALE
## 176  447   MALE
## 177  449 FEMALE
## 178  450   MALE
## 179  455   MALE
## 180  470 FEMALE
## 181  471   MALE
## 182  474 FEMALE
## 183  476 FEMALE
## 184  477 FEMALE
## 185  479 FEMALE
## 186  480   MALE
## 187  482   MALE
## 188  486 FEMALE
## 189  488 FEMALE
## 190  489   MALE
## 191  490 FEMALE
## 192  492   MALE
## 193  495 FEMALE
## 194  496 FEMALE
## 195  497   MALE
## 196  499 FEMALE
## 197  500 FEMALE
## 198  503   MALE
## 199  504   MALE
## 200  505   MALE
## 201  506   MALE
## 202  509   MALE
## 203  510 FEMALE
## 204  516 FEMALE
## 205  518   MALE
## 206  520   MALE
## 207  521 FEMALE
## 208  526   MALE
## 209  529   MALE
## 210  530   MALE
## 211  531   MALE
## 212  532 FEMALE
## 213  534 FEMALE
## 214  537 FEMALE
## 215  538 FEMALE
## 216  539   MALE
## 217  541   MALE
## 218  544 FEMALE
## 219  545   MALE
## 220  547 FEMALE
## 221  556 FEMALE
## 222  560 FEMALE
## 223  564   MALE
## 224  567 FEMALE
## 225  572   MALE
## 226  573 FEMALE
## 227  574   MALE
## 228  585 FEMALE
## 229  586   MALE
## 230  587   MALE
## 231  591 FEMALE
## 232  592 FEMALE
## 233  602 FEMALE
## 234  604   MALE
## 235  605   MALE
## 236  611   MALE
## 237  612   MALE
## 238  613   MALE
## 239  615   MALE
## 240  616   MALE
## 241  619   MALE
## 242  620   MALE
## 243  625 FEMALE
## 244  632   MALE
## 245  633   MALE
## 246  636   MALE
## 247  642 FEMALE
## 248  646   MALE
## 249  648 FEMALE
## 250  649 FEMALE
## 251  654   MALE
## 252  657 FEMALE
## 253  659 FEMALE
## 254  660 FEMALE
## 255  662   MALE
## 256  666 FEMALE
## 257  669 FEMALE
## 258  674   MALE
## 259  675   MALE
## 260  681 FEMALE
## 261  682   MALE
## 262  685   MALE
## 263  686 FEMALE
## 264  687 FEMALE
## 265  688 FEMALE
## 266  690   MALE
## 267  691 FEMALE
## 268  695 FEMALE
## 269  697   MALE
## 270  701   MALE
## 271  704 FEMALE
## 272  705   MALE
## 273  710 FEMALE
## 274  714   MALE
## 275  715   MALE
## 276  718 FEMALE
## 277  719   MALE
## 278  720 FEMALE
## 279  722   MALE
## 280  724   MALE
## 281  729 FEMALE
## 282  731   MALE
## 283  733 FEMALE
## 284  734   MALE
## 285  738 FEMALE
## 286  741 FEMALE
## 287  746 FEMALE
## 288  748 FEMALE
## 289  750   MALE
## 290  756 FEMALE
## 291  758   MALE
## 292  761 FEMALE
## 293  765 FEMALE
## 294  767   MALE
## 295  769 FEMALE
## 296  770   MALE
## 297  771   MALE
## 298  773   MALE
## 299  777 FEMALE
## 300  778   MALE
## 301  781   MALE
## 302  782   MALE
## 303  787 FEMALE
## 304  789   MALE
## 305  798   MALE
## 306  801 FEMALE
## 307  803 FEMALE
## 308  805 FEMALE
## 309  806   MALE
## 310  810   MALE
## 311  814   MALE
## 312  815 FEMALE
## 313  818 FEMALE
## 314  820 FEMALE
## 315  821   MALE
## 316  826 FEMALE
## 317  827 FEMALE
## 318  829 FEMALE
## 319  831   MALE
## 320  833 FEMALE
## 321  836 FEMALE
## 322  838 FEMALE
## 323  840 FEMALE
## 324  841   MALE
## 325  843   MALE
## 326  846 FEMALE
## 327  849 FEMALE
## 328  851 FEMALE
## 329  855   MALE
## 330  859 FEMALE
## 331  860 FEMALE
## 332  862 FEMALE
## 333  863 FEMALE
## 334  866   MALE
## 335  868   MALE
## 336  871   MALE
## 337  872   MALE
## 338  873 FEMALE
## 339  874   MALE
## 340  877 FEMALE
## 341  880   MALE
## 342  881 FEMALE
## 343  882 FEMALE
## 344  884 FEMALE
## 345  887 FEMALE
## 346  890 FEMALE
## 347  891 FEMALE
## 348  893   MALE
## 349  895   MALE
## 350  897 FEMALE
## 351  899 FEMALE
## 352  900   MALE
## 353  901   MALE
## 354  904 FEMALE
## 355  905   MALE
## 356  907 FEMALE
## 357  909 FEMALE
## 358  911 FEMALE
## 359  914 FEMALE
## 360  915   MALE
## 361  918   MALE
## 362  919 FEMALE
## 363  921   MALE
## 364  923   MALE
## 365  924   MALE
## 366  930 FEMALE
## 367  932   MALE
## 368  935   MALE
## 369  941   MALE
## 370  944   MALE
## 371  947 FEMALE
## 372  950   MALE
## 373  953   MALE
## 374  955   MALE
## 375  956 FEMALE
## 376  957 FEMALE
## 377  958   MALE
## 378  961 FEMALE
## 379  962   MALE
## 380  963   MALE
## 381  965   MALE
## 382  969 FEMALE
## 383  970   MALE
## 384  971 FEMALE
## 385  973 FEMALE
## 386  974   MALE
## 387  978   MALE
## 388  980 FEMALE
## 389  982 FEMALE
## 390  985   MALE
## 391  987 FEMALE
## 392  988   MALE
## 393  989 FEMALE
## 394  991   MALE
## 395  993   MALE
## 396  999 FEMALE
## 397 1000 FEMALE
## 398 1001   MALE
## 399 1002 FEMALE
## 400 1005   MALE
## 401 1007   MALE
## 402 1014   MALE
## 403 1019 FEMALE
## 404 1020 FEMALE
## 405 1022 FEMALE
## 406 1023 FEMALE
## 407 1026   MALE
## 408 1027 FEMALE
## 409 1030   MALE
## 410 1032   MALE
## 411 1033   MALE
## 412 1036 FEMALE
## 413 1037 FEMALE
## 414 1039 FEMALE
## 415 1041 FEMALE
## 416 1042 FEMALE
## 417 1045 FEMALE
## 418 1053 FEMALE
## 419 1057   MALE
## 420 1059   MALE
## 421 1061   MALE
## 422 1066   MALE
## 423 1068 FEMALE
## 424 1070 FEMALE
## 425 1071 FEMALE
## 426 1076 FEMALE
## 427 1081 FEMALE
## 428 1087 FEMALE
## 429 1088 FEMALE
## 430 1089 FEMALE
## 431 1093 FEMALE
## 432 1094 FEMALE
## 433 1099   MALE
## 434 1100   MALE
## 435 1102 FEMALE
## 436 1103 FEMALE
## 437 1104 FEMALE
## 438 1107   MALE
## 439 1108   MALE
## 440 1109 FEMALE
## 441 1110   MALE
## 442 1111 FEMALE
## 443 1114   MALE
## 444 1115 FEMALE
## 445 1116   MALE
## 446 1117   MALE
## 447 1120 FEMALE
## 448 1121   MALE
## 449 1126   MALE
## 450 1129 FEMALE
## 451 1130 FEMALE
## 452 1135 FEMALE
## 453 1143   MALE
## 454 1144   MALE
## 455 1145 FEMALE
## 456 1149   MALE
## 457 1150 FEMALE
## 458 1152 FEMALE
## 459 1154 FEMALE
## 460 1157 FEMALE
## 461 1160   MALE
## 462 1162   MALE
## 463 1163 FEMALE
## 464 1168 FEMALE
## 465 1169   MALE
## 466 1170 FEMALE
## 467 1171 FEMALE
## 468 1177 FEMALE
## 469 1180 FEMALE
## 470 1185 FEMALE
## 471 1186   MALE
## 472 1192   MALE
## 473 1193   MALE
## 474 1199 FEMALE
## 475 1206   MALE
## 476 1208 FEMALE
## 477 1211 FEMALE
## 478 1212   MALE
## 479 1217   MALE
## 480 1218 FEMALE
## 481 1220 FEMALE
## 482 1223 FEMALE
## 483 1225   MALE
## 484 1226   MALE
## 485 1231 FEMALE
## 486 1234 FEMALE
## 487 1236   MALE
## 488 1237   MALE
## 489 1241 FEMALE
## 490 1242   MALE
## 491 1243   MALE
## 492 1244   MALE
## 493 1245 FEMALE
## 494 1247 FEMALE
## 495 1251   MALE
## 496 1253 FEMALE
## 497 1254   MALE
## 498 1255   MALE
## 499 1256 FEMALE
## 500 1259 FEMALE
## 501 1263 FEMALE
## 502 1264 FEMALE
## 503 1266 FEMALE
## 504 1268   MALE
## 505 1270 FEMALE
## 506 1271   MALE
## 507 1272   MALE
## 508 1273 FEMALE
## 509 1276   MALE
## 510 1281   MALE
## 511 1282 FEMALE
## 512 1284 FEMALE
## 513 1288 FEMALE
## 514 1293   MALE
## 515 1297   MALE
## 516 1302   MALE
## 517 1303   MALE
## 518 1309 FEMALE
## 519 1311   MALE
## 520 1313   MALE
## 521 1314   MALE
## 522 1317 FEMALE
## 523 1318 FEMALE
## 524 1325   MALE
## 525 1326   MALE
## 526 1329   MALE
## 527 1332   MALE
## 528 1336   MALE
## 529 1337   MALE
## 530 1339 FEMALE
## 531 1341   MALE
## 532 1344 FEMALE
## 533 1345 FEMALE
## 534 1347 FEMALE
## 535 1348   MALE
## 536 1350 FEMALE
## 537 1353 FEMALE
## 538 1354   MALE
## 539 1357 FEMALE
## 540 1359 FEMALE
## 541 1362   MALE
## 542 1365   MALE
## 543 1366   MALE
## 544 1373 FEMALE
## 545 1374   MALE
## 546 1375 FEMALE
## 547 1376 FEMALE
## 548 1377   MALE
## 549 1378 FEMALE
## 550 1379   MALE
## 551 1383 FEMALE
## 552 1385   MALE
## 553 1387   MALE
## 554 1392   MALE
## 555 1394 FEMALE
## 556 1396   MALE
## 557 1397   MALE
## 558 1410   MALE
## 559 1412 FEMALE
## 560 1415   MALE
## 561 1416   MALE
## 562 1418   MALE
## 563 1419   MALE
## 564 1422 FEMALE
## 565 1426 FEMALE
## 566 1429 FEMALE
## 567 1430 FEMALE
## 568 1431   MALE
## 569 1440   MALE
## 570 1442   MALE
## 571 1443 FEMALE
## 572 1447 FEMALE
## 573 1448 FEMALE
## 574 1452   MALE
## 575 1453 FEMALE
## 576 1457   MALE
## 577 1459   MALE
## 578 1461   MALE
## 579 1463 FEMALE
## 580 1464   MALE
## 581 1465 FEMALE
## 582 1476 FEMALE
## 583 1478   MALE
## 584 1480 FEMALE
## 585 1484   MALE
## 586 1493 FEMALE
## 587 1494   MALE
## 588 1495   MALE
## 589 1497 FEMALE
## 590 1498 FEMALE
## 591 1499   MALE
## 592 1500   MALE
## 593 1501 FEMALE
## 594 1502   MALE
## 595 1506 FEMALE
## 596 1507 FEMALE
## 597 1509 FEMALE
## 598 1512   MALE
## 599 1515 FEMALE
## 600 1517   MALE
## 601 1519 FEMALE
## 602 1520 FEMALE
## 603 1523   MALE
## 604 1528   MALE
## 605 1531   MALE
## 606 1536 FEMALE
## 607 1538 FEMALE
## 608 1543   MALE
## 609 1544   MALE
## 610 1545 FEMALE
## 611 1548   MALE
## 612 1549 FEMALE
## 613 1550 FEMALE
## 614 1551   MALE
## 615 1555   MALE
## 616 1557   MALE
## 617 1558 FEMALE
## 618 1559   MALE
## 619 1560   MALE
## 620 1561   MALE
## 621 1565 FEMALE
## 622 1566 FEMALE
## 623 1570   MALE
## 624 1581 FEMALE
## 625 1584 FEMALE
## 626 1585   MALE
## 627 1588   MALE
## 628 1591 FEMALE
## 629 1592   MALE
## 630 1593 FEMALE
## 631 1597   MALE
## 632 1602 FEMALE
## 633 1605   MALE
## 634 1607 FEMALE
## 635 1610   MALE
## 636 1614 FEMALE
## 637 1617   MALE
## 638 1619   MALE
## 639 1621 FEMALE
## 640 1623 FEMALE
## 641 1629 FEMALE
## 642 1632 FEMALE
## 643 1635   MALE
## 644 1641 FEMALE
## 645 1644   MALE
## 646 1646 FEMALE
## 647 1647 FEMALE
## 648 1651 FEMALE
## 649 1658 FEMALE
## 650 1659 FEMALE
## 651 1664   MALE
## 652 1666 FEMALE
## 653 1671 FEMALE
## 654 1674 FEMALE
## 655 1682   MALE
## 656 1684 FEMALE
## 657 1689   MALE
## 658 1692   MALE
## 659 1694 FEMALE
## 660 1695   MALE
## 661 1698 FEMALE
## 662 1699 FEMALE
## 663 1700   MALE
## 664 1701   MALE
## 665 1702 FEMALE
## 666 1703   MALE
## 667 1706   MALE
## 668 1707 FEMALE
## 669 1709   MALE
## 670 1710 FEMALE
## 671 1711 FEMALE
## 672 1716 FEMALE
## 673 1721   MALE
## 674 1722 FEMALE
## 675 1729   MALE
## 676 1730   MALE
## 677 1732   MALE
## 678 1733   MALE
## 679 1735   MALE
## 680 1736   MALE
## 681 1738 FEMALE
## 682 1739 FEMALE
## 683 1740   MALE
## 684 1747   MALE
## 685 1761   MALE
## 686 1762   MALE
## 687 1765   MALE
## 688 1766   MALE
## 689 1767   MALE
## 690 1774   MALE
## 691 1775 FEMALE
## 692 1777 FEMALE
## 693 1778 FEMALE
## 694 1783   MALE
## 695 1786   MALE
## 696 1792 FEMALE
## 697 1794   MALE
## 698 1795 FEMALE
## 699 1797 FEMALE
## 700 1802   MALE
## 701 1804   MALE
## 702 1807   MALE
## 703 1810 FEMALE
## 704 1813 FEMALE
## 705 1816 FEMALE
## 706 1817 FEMALE
## 707 1819 FEMALE
## 708 1822   MALE
## 709 1826   MALE
## 710 1827   MALE
## 711 1829 FEMALE
## 712 1833   MALE
## 713 1838   MALE
## 714 1841 FEMALE
## 715 1843 FEMALE
## 716 1844   MALE
## 717 1846 FEMALE
## 718 1850 FEMALE
## 719 1854 FEMALE
## 720 1855 FEMALE
## 721 1862   MALE
## 722 1865 FEMALE
## 723 1866 FEMALE
## 724 1877   MALE
## 725 1878   MALE
## 726 1882 FEMALE
## 727 1883   MALE
## 728 1884   MALE
## 729 1885   MALE
## 730 1886 FEMALE
## 731 1888   MALE
## 732 1890   MALE
## 733 1891 FEMALE
## 734 1895 FEMALE
## 735 1897   MALE
## 736 1899 FEMALE
## 737 1901   MALE
## 738 1903   MALE
## 739 1905 FEMALE
## 740 1907   MALE
## 741 1908   MALE
## 742 1912 FEMALE
## 743 1913 FEMALE
## 744 1914 FEMALE
## 745 1915   MALE
## 746 1916   MALE
## 747 1917 FEMALE
## 748 1920 FEMALE
## 749 1921   MALE
## 750 1923   MALE
## 751 1925   MALE
## 752 1927 FEMALE
## 753 1928 FEMALE
## 754 1931   MALE
## 755 1933   MALE
## 756 1934 FEMALE
## 757 1938   MALE
## 758 1944   MALE
## 759 1945   MALE
## 760 1949   MALE
## 761 1951   MALE
## 762 1953   MALE
## 763 1955 FEMALE
## 764 1960   MALE
## 765 1961 FEMALE
## 766 1962 FEMALE
## 767 1967   MALE
## 768 1968 FEMALE
## 769 1971   MALE
## 770 1972 FEMALE
## 771 1974 FEMALE
## 772 1975 FEMALE
## 773 1977   MALE
## 774 1978 FEMALE
## 775 1985 FEMALE
## 776 1986 FEMALE
## 777 1987   MALE
## 778 1988   MALE
## 779 1989 FEMALE
## 780 1992 FEMALE
## 781 2001   MALE
## 782 2003   MALE
## 783 2007 FEMALE
## 784 2008   MALE
## 785 2019   MALE
## 786 2022 FEMALE
## 787 2023 FEMALE
## 788 2024   MALE
## 789 2027 FEMALE
## 790 2029   MALE
## 791 2032 FEMALE
## 792 2033 FEMALE
## 793 2034   MALE
## 794 2038 FEMALE
## 795 2039   MALE
## 796 2044 FEMALE
## 797 2045   MALE
## 798 2046   MALE
## 799 2049   MALE
## 800 2050   MALE
## 801 2052 FEMALE
## 802 2058   MALE
## 803 2064 FEMALE
## 804 2066 FEMALE
## 805 2067 FEMALE
## 806 2069   MALE
## 807 2070 FEMALE
## 808 2074 FEMALE
## 809 2075 FEMALE
## 810 2078 FEMALE
## 811 2079 FEMALE
## 812 2080   MALE
## 813 2081   MALE
## 814 2082   MALE
## 815 2085   MALE
## 816 2087 FEMALE
## 817 2090 FEMALE
## 818 2093 FEMALE
## 819 2098   MALE
## 820 2099   MALE
## 821 2100   MALE
## 822 2102   MALE
## 823 2107   MALE
## 824 2111 FEMALE
## 825 2112 FEMALE
## 826 2113   MALE
## 827 2118   MALE
## 828 2123 FEMALE
## 829 2132 FEMALE
## 830 2133   MALE
## 831 2143 FEMALE
## 832 2147   MALE
## 833 2149 FEMALE
## 834 2150 FEMALE
## 835 2152 FEMALE
## 836 2154   MALE
## 837 2155   MALE
## 838 2161   MALE
## 839 2163   MALE
## 840 2165   MALE
## 841 2166 FEMALE
## 842 2168 FEMALE
## 843 2171   MALE
## 844 2172   MALE
## 845 2173 FEMALE
## 846 2174   MALE
## 847 2176 FEMALE
## 848 2178   MALE
## 849 2181 FEMALE
## 850 2182   MALE
## 851 2184   MALE
## 852 2185   MALE
## 853 2188   MALE
## 854 2194   MALE
## 855 2195   MALE
## 856 2196   MALE
## 857 2209 FEMALE
## 858 2210   MALE
## 859 2213 FEMALE
## 860 2214 FEMALE
## 861 2216 FEMALE
## 862 2217 FEMALE
## 863 2218   MALE
## 864 2220   MALE
## 865 2221   MALE
## 866 2222 FEMALE
## 867 2223 FEMALE
## 868 2225   MALE
## 869 2228 FEMALE
## 870 2230   MALE
## 871 2231   MALE
## 872 2232   MALE
## 873 2234   MALE
## 874 2235 FEMALE
## 875 2237   MALE
## 876 2238   MALE
## 877 2241   MALE
## 878 2244 FEMALE
## 879 2246 FEMALE
## 880 2254 FEMALE
## 881 2256   MALE
## 882 2259   MALE
## 883 2261   MALE
## 884 2263   MALE
## 885 2264   MALE
## 886 2267 FEMALE
## 887 2268 FEMALE
## 888 2269   MALE
## 889 2273   MALE
## 890 2274 FEMALE
## 891 2276   MALE
## 892 2278 FEMALE
## 893 2283 FEMALE
## 894 2285 FEMALE
## 895 2286 FEMALE
## 896 2288   MALE
## 897 2290 FEMALE
## 898 2294   MALE
## 899 2295 FEMALE
## 900 2297 FEMALE
## 901 2303 FEMALE
## 902 2309 FEMALE
## 903 2312   MALE
## 904 2313   MALE
## 905 2314   MALE
## 906 2315 FEMALE
## 907 2319 FEMALE
## 908 2324 FEMALE
## 909 2335   MALE
## 910 2337 FEMALE
## 911 2339 FEMALE
## 912 2343   MALE
## 913 2345   MALE
## 914 2348 FEMALE
## 915 2350 FEMALE
## 916 2351 FEMALE
## 917 2352 FEMALE
## 918 2354   MALE
## 919 2358 FEMALE
## 920 2361   MALE
## 921 2364   MALE
## 922 2365   MALE
## 923 2366   MALE
## 924 2368 FEMALE
## 925 2369   MALE
## 926 2370   MALE
## 927 2373 FEMALE
## 928 2374   MALE
## 929 2377   MALE
## 930 2378 FEMALE
## 931 2380 FEMALE
## 932 2381 FEMALE
## 933 2383   MALE
## 934 2385 FEMALE
## 935 2387 FEMALE
## 936 2393   MALE
## 937 2394 FEMALE
## 938 2395   MALE
## 939 2397 FEMALE
## 940 2399   MALE
## 941 2400   MALE
## 942 2401 FEMALE
## 943 2403 FEMALE
## 944 2405 FEMALE
## 945 2407 FEMALE
## 946 2412   MALE
## 947 2413 FEMALE
## 948 2415 FEMALE
## 949 2416   MALE
## 950 2417 FEMALE
## 951 2418 FEMALE
## 952 2419   MALE
## 953 2423   MALE
## 954 2428   MALE
## 955 2434 FEMALE
## 956 2438 FEMALE
## 957 2447 FEMALE
## 958 2450 FEMALE
## 959 2451 FEMALE
## 960 2454 FEMALE
## 961 2455   MALE
## 962 2457   MALE
## 963 2459   MALE
## 964 2464   MALE
## 965 2465 FEMALE
## 966 2466   MALE
## 967 2467   MALE
## 968 2474 FEMALE
## 969 2475   MALE
## 970 2480 FEMALE
## 971 2482 FEMALE
## 972 2484 FEMALE
## 973 2488 FEMALE
## 974 2492 FEMALE
## 975 2500   MALE
## 976 2508 FEMALE
## 977 2510   MALE
## 978 2512   MALE
## 979 2514 FEMALE
## 980 2517   MALE
## 981 2518 FEMALE
## 982 2519 FEMALE
## 983 2521 FEMALE
## 984 2522 FEMALE
## 985 2523   MALE
## 986 2524   MALE
## 987 2525 FEMALE
## 988 2526   MALE
## 989 2530   MALE
## 990 2531   MALE
## 991 2535   MALE
## 992 2536   MALE
## 993 2537   MALE
## 994 2538 FEMALE

Subsetting by specific criteria

gss$income
##   [1]  60967.50  60967.50  10161.25  17551.25  17551.25  15703.75  17551.25
##   [8]  17551.25  73900.00  33255.00  33255.00  33255.00  73900.00  24017.50
##  [15]  88680.00  33255.00  40645.00  49882.50  88680.00  24017.50  33255.00
##  [22]  40645.00  40645.00   1478.00  73900.00  15703.75  60967.50 158656.95
##  [29]  15703.75  88680.00 103460.00   6651.00  40645.00  40645.00  88680.00
##  [36]  12008.75  73900.00  49882.50  33255.00  88680.00  20322.50  15703.75
##  [43]  40645.00  27712.50  20322.50  17551.25  49882.50 158656.95  17551.25
##  [50]  88680.00 158656.95  60967.50  10161.25  15703.75   6651.00  40645.00
##  [57]  10161.25  20322.50   4803.50   3325.50  73900.00  24017.50  24017.50
##  [64]  49882.50    369.50  60967.50  27712.50   2586.50  24017.50   8313.75
##  [71]  40645.00   2586.50  20322.50  33255.00  33255.00  49882.50   4803.50
##  [78]  20322.50   4803.50  73900.00  49882.50  15703.75  27712.50  24017.50
##  [85]   6651.00  15703.75 158656.95  10161.25  12008.75  33255.00  15703.75
##  [92]   8313.75 158656.95  49882.50 158656.95  20322.50  40645.00  33255.00
##  [99]  40645.00  40645.00  88680.00  10161.25  60967.50  40645.00  20322.50
## [106]  49882.50  13856.25  40645.00  20322.50  17551.25  13856.25   3325.50
## [113]  40645.00  33255.00 158656.95  60967.50  20322.50   5542.50   6651.00
## [120]  49882.50   4064.50  17551.25  49882.50  24017.50   2586.50   8313.75
## [127]  49882.50  73900.00  49882.50  73900.00   8313.75  17551.25  49882.50
## [134]  17551.25   4064.50  20322.50 158656.95  27712.50  49882.50 158656.95
## [141] 103460.00 158656.95  60967.50 158656.95 158656.95 103460.00  49882.50
## [148]  49882.50  33255.00  40645.00  60967.50  27712.50  60967.50  33255.00
## [155]  73900.00  60967.50  88680.00  49882.50  73900.00 158656.95  17551.25
## [162]  33255.00  15703.75  40645.00  33255.00  60967.50   5542.50 158656.95
## [169] 158656.95  27712.50  24017.50    369.50  24017.50   6651.00  73900.00
## [176] 158656.95 103460.00  40645.00  49882.50  15703.75  20322.50  24017.50
## [183]  40645.00  33255.00  27712.50  27712.50 158656.95  60967.50  60967.50
## [190] 158656.95  73900.00  49882.50  40645.00  10161.25  60967.50  60967.50
## [197]  27712.50  33255.00 158656.95  88680.00  88680.00  24017.50  24017.50
## [204]  33255.00  73900.00  17551.25   3325.50  40645.00  40645.00  40645.00
## [211]  88680.00  20322.50  12008.75    369.50  60967.50  60967.50 158656.95
## [218]  40645.00  88680.00  10161.25  40645.00  33255.00  40645.00  40645.00
## [225]  20322.50  33255.00  13856.25  13856.25 103460.00  49882.50  12008.75
## [232]  73900.00  24017.50  17551.25  20322.50 158656.95  73900.00  27712.50
## [239]  40645.00  49882.50  33255.00  88680.00  17551.25  33255.00  40645.00
## [246]   4803.50    369.50  60967.50  49882.50  40645.00  73900.00   4803.50
## [253]  12008.75  24017.50  33255.00   4803.50  49882.50  27712.50  12008.75
## [260]  49882.50  33255.00  33255.00  24017.50  12008.75  40645.00 158656.95
## [267]    369.50  17551.25  60967.50  49882.50  17551.25  49882.50   1478.00
## [274]  60967.50   6651.00   6651.00   8313.75  40645.00   2586.50  17551.25
## [281]  40645.00 103460.00  88680.00 103460.00  27712.50  40645.00  24017.50
## [288]  49882.50  12008.75  27712.50  33255.00  17551.25  10161.25  40645.00
## [295]  10161.25  49882.50   3325.50  27712.50   3325.50  13856.25  24017.50
## [302] 158656.95  33255.00 103460.00   4064.50  24017.50  40645.00  60967.50
## [309] 158656.95  27712.50   1478.00  12008.75  10161.25  27712.50   4803.50
## [316]   8313.75  40645.00  20322.50  33255.00  15703.75  20322.50  88680.00
## [323]  20322.50  60967.50 158656.95  15703.75  40645.00   4064.50   1478.00
## [330]  24017.50  15703.75  27712.50  20322.50  33255.00  40645.00  27712.50
## [337]  49882.50  73900.00  88680.00  27712.50  33255.00  12008.75   3325.50
## [344]  17551.25  10161.25  15703.75  33255.00  20322.50  40645.00  15703.75
## [351]  40645.00  15703.75  33255.00  13856.25  27712.50  27712.50  33255.00
## [358]  15703.75   2586.50   4064.50  12008.75  24017.50  73900.00  49882.50
## [365]  60967.50  24017.50  60967.50  49882.50  10161.25  33255.00  88680.00
## [372]  73900.00  73900.00  33255.00  24017.50  24017.50  49882.50  33255.00
## [379]  17551.25    369.50  40645.00  17551.25   5542.50 158656.95  24017.50
## [386]  88680.00   4803.50  20322.50   2586.50  73900.00  27712.50  40645.00
## [393]   4064.50  60967.50  40645.00  20322.50  10161.25  40645.00  15703.75
## [400]  20322.50  17551.25  20322.50 158656.95  20322.50  33255.00  33255.00
## [407]  27712.50  15703.75  33255.00  49882.50 158656.95  49882.50  49882.50
## [414]  27712.50   8313.75  10161.25  15703.75  49882.50 103460.00  20322.50
## [421]  24017.50   8313.75  10161.25 103460.00  40645.00  20322.50  33255.00
## [428]  33255.00   4803.50  17551.25  24017.50  27712.50  49882.50  60967.50
## [435]  15703.75  33255.00  49882.50  88680.00   8313.75  27712.50  49882.50
## [442]   2586.50  49882.50  49882.50  15703.75  73900.00   4064.50  40645.00
## [449]  73900.00  60967.50  49882.50  49882.50  10161.25  27712.50  20322.50
## [456]  49882.50  33255.00   6651.00  24017.50  24017.50 158656.95  49882.50
## [463]  10161.25   4803.50  17551.25  17551.25  27712.50  10161.25  12008.75
## [470]  15703.75  49882.50  20322.50  33255.00  27712.50  49882.50  10161.25
## [477]  20322.50  60967.50   1478.00  12008.75  73900.00  10161.25  40645.00
## [484]  12008.75  33255.00  49882.50  49882.50  40645.00  27712.50  24017.50
## [491] 158656.95  20322.50  15703.75   4803.50  10161.25  10161.25  20322.50
## [498]  24017.50   8313.75   2586.50  20322.50  13856.25  20322.50  40645.00
## [505]   8313.75  60967.50  33255.00   3325.50  40645.00  15703.75  27712.50
## [512]  10161.25  15703.75   3325.50  73900.00  60967.50  88680.00  49882.50
## [519]  33255.00  40645.00  49882.50  27712.50  40645.00   1478.00  60967.50
## [526]  60967.50  40645.00  24017.50  10161.25   8313.75   1478.00  88680.00
## [533]  40645.00  27712.50  40645.00  60967.50  27712.50  33255.00  24017.50
## [540]  15703.75  33255.00  27712.50  10161.25  15703.75   6651.00  40645.00
## [547]   8313.75   4803.50  12008.75  24017.50  33255.00  12008.75  24017.50
## [554]  13856.25  24017.50  49882.50  27712.50  27712.50  33255.00   3325.50
## [561]  10161.25  27712.50  33255.00  12008.75  24017.50  33255.00  17551.25
## [568]  73900.00  24017.50   1478.00  17551.25  15703.75   5542.50  20322.50
## [575]  40645.00  33255.00  24017.50   8313.75  27712.50  13856.25  15703.75
## [582]  13856.25  40645.00   3325.50  49882.50   6651.00  17551.25  40645.00
## [589]  33255.00  24017.50   3325.50  10161.25  40645.00  24017.50  33255.00
## [596]   4064.50  12008.75  49882.50   2586.50   4064.50  24017.50  12008.75
## [603]    369.50  13856.25  24017.50   2586.50  20322.50  17551.25  73900.00
## [610]  24017.50  33255.00  27712.50  15703.75   8313.75  27712.50   4064.50
## [617]  27712.50  73900.00 103460.00   8313.75  12008.75  40645.00  15703.75
## [624]   4803.50    369.50  24017.50  17551.25  40645.00  49882.50  49882.50
## [631]  33255.00  60967.50 158656.95  40645.00   6651.00  20322.50   4064.50
## [638]  24017.50   5542.50  15703.75  13856.25  17551.25  40645.00   8313.75
## [645]  49882.50  24017.50  24017.50 103460.00  15703.75   5542.50  27712.50
## [652]  24017.50  33255.00  15703.75  60967.50   4803.50  20322.50  49882.50
## [659]  33255.00  33255.00  33255.00  33255.00  49882.50  33255.00  20322.50
## [666] 158656.95  24017.50  33255.00  49882.50  40645.00  20322.50   2586.50
## [673]  49882.50  33255.00 158656.95  60967.50  88680.00 158656.95  10161.25
## [680]  33255.00  17551.25  24017.50  60967.50   6651.00  33255.00   1478.00
## [687] 158656.95  73900.00  13856.25  40645.00   4064.50  40645.00  40645.00
## [694]  24017.50  60967.50  24017.50  60967.50  10161.25  10161.25  33255.00
## [701]  24017.50  40645.00  40645.00  15703.75  13856.25  33255.00  20322.50
## [708]  12008.75  15703.75  10161.25  33255.00  60967.50 103460.00  24017.50
## [715]   2586.50  27712.50   8313.75   4064.50  33255.00  12008.75  24017.50
## [722]  33255.00  12008.75  49882.50 158656.95  49882.50  33255.00  73900.00
## [729] 103460.00  33255.00  27712.50  40645.00  20322.50  40645.00  40645.00
## [736]    369.50  49882.50  40645.00  27712.50  73900.00  17551.25   4064.50
## [743]   8313.75  40645.00  60967.50  49882.50  60967.50  88680.00  88680.00
## [750]  40645.00  17551.25  33255.00   8313.75  20322.50 158656.95  33255.00
## [757]  27712.50   6651.00  40645.00  15703.75  40645.00  24017.50  27712.50
## [764]  33255.00  17551.25   8313.75  40645.00   4064.50  13856.25  15703.75
## [771]  13856.25  12008.75   8313.75   2586.50  12008.75  27712.50  33255.00
## [778]   3325.50    369.50  15703.75  12008.75  40645.00  24017.50  49882.50
## [785] 158656.95   4064.50  33255.00  40645.00   6651.00   2586.50  24017.50
## [792]  20322.50 158656.95  40645.00  40645.00  17551.25  33255.00   1478.00
## [799]  24017.50  13856.25  49882.50  33255.00  15703.75  33255.00  60967.50
## [806]  17551.25  60967.50  17551.25  60967.50  33255.00   8313.75  20322.50
## [813]  33255.00  49882.50  20322.50  20322.50  27712.50  20322.50  40645.00
## [820]  15703.75  33255.00  12008.75  24017.50  17551.25  15703.75  33255.00
## [827]  33255.00  17551.25  24017.50  20322.50  24017.50  12008.75 158656.95
## [834]   4064.50  40645.00  60967.50 158656.95  49882.50  15703.75  33255.00
## [841]  27712.50  17551.25  40645.00  20322.50   8313.75  40645.00  24017.50
## [848]  40645.00   8313.75  24017.50  33255.00  27712.50  60967.50  60967.50
## [855]   5542.50  73900.00  88680.00  40645.00  15703.75   8313.75  17551.25
## [862]   2586.50  20322.50   6651.00  24017.50  24017.50  60967.50  24017.50
## [869]  40645.00  27712.50  60967.50  49882.50  49882.50   3325.50   1478.00
## [876]  33255.00  40645.00  60967.50    369.50   6651.00    369.50  15703.75
## [883] 158656.95  49882.50  40645.00  10161.25  49882.50  33255.00  20322.50
## [890]   2586.50  33255.00  40645.00   8313.75  33255.00  49882.50 158656.95
## [897]  15703.75  17551.25  20322.50  49882.50   6651.00  24017.50  27712.50
## [904]  40645.00  17551.25  33255.00   1478.00  24017.50  49882.50  10161.25
## [911]  27712.50  49882.50  17551.25   2586.50    369.50  24017.50  27712.50
## [918] 103460.00  15703.75  17551.25   8313.75  40645.00  20322.50  27712.50
## [925]  88680.00  40645.00  20322.50 158656.95  10161.25  15703.75   4803.50
## [932]  13856.25  60967.50  33255.00  33255.00  40645.00  17551.25    369.50
## [939]  24017.50  20322.50  33255.00  40645.00  33255.00   8313.75  40645.00
## [946]  49882.50   5542.50   6651.00  49882.50  40645.00  33255.00  60967.50
## [953]  60967.50 158656.95  33255.00  17551.25  12008.75   4064.50  20322.50
## [960]  33255.00  15703.75  12008.75  33255.00  15703.75  17551.25  40645.00
## [967]  33255.00 158656.95  49882.50  20322.50  17551.25  17551.25  20322.50
## [974]   5542.50  20322.50  17551.25  24017.50  33255.00  13856.25  40645.00
## [981]  17551.25   8313.75   6651.00  24017.50  24017.50  33255.00  33255.00
## [988]  40645.00  33255.00   1478.00  33255.00   8313.75  27712.50  15703.75
gss[gss$income > 1e5,]
##       id    sex         degree income       marital age height weight hrswrk
## 28    68   MALE       GRADUATE 158657      DIVORCED  57     71    180     70
## 31    77   MALE       BACHELOR 103460       MARRIED  54     70    200     60
## 48   128   MALE       GRADUATE 158657       MARRIED  38     68    160     60
## 51   137   MALE       GRADUATE 158657       MARRIED  61     78    255     30
## 87   218   MALE    HIGH SCHOOL 158657       MARRIED  46     74    197     65
## 93   232   MALE       GRADUATE 158657      DIVORCED  69     72    240      8
## 95   242 FEMALE       GRADUATE 158657 NEVER MARRIED  51     62    170     60
## 115  304   MALE       BACHELOR 158657       MARRIED  60     74    220     60
## 137  362   MALE    HIGH SCHOOL 158657      DIVORCED  40     74    230     50
## 140  366   MALE       BACHELOR 158657       MARRIED  49     71    195     60
## 141  369 FEMALE       BACHELOR 103460       MARRIED  49     68    170     50
## 142  372   MALE       GRADUATE 158657       MARRIED  67     63    150     40
## 144  376   MALE       BACHELOR 158657       MARRIED  63     70    182     20
## 145  377   MALE    HIGH SCHOOL 158657       MARRIED  60     69    200     50
## 146  379   MALE       BACHELOR 103460       MARRIED  49     66    150     50
## 160  411   MALE       GRADUATE 158657       MARRIED  35     71    164     50
## 168  435   MALE    HIGH SCHOOL 158657       MARRIED  41     69    180     66
## 169  436   MALE       GRADUATE 158657       MARRIED  56     67    168     60
## 176  447   MALE       BACHELOR 158657       MARRIED  65     68    180     60
## 177  449 FEMALE       GRADUATE 103460       MARRIED  60     65    144     40
## 187  482   MALE       BACHELOR 158657       MARRIED  38     73    220     50
## 190  489   MALE       GRADUATE 158657       MARRIED  38     71    200     50
## 199  504   MALE       BACHELOR 158657       MARRIED  54     72    230     50
## 217  541   MALE       GRADUATE 158657       MARRIED  44     70    180     40
## 229  586   MALE    HIGH SCHOOL 103460      DIVORCED  47     72    225     89
## 236  611   MALE       BACHELOR 158657       MARRIED  57     72    205     40
## 266  690   MALE       GRADUATE 158657      DIVORCED  65     69    200     60
## 282  731   MALE       BACHELOR 103460       MARRIED  53     68    178     50
## 284  734   MALE       BACHELOR 103460       MARRIED  50     71    215     40
## 302  782   MALE    HIGH SCHOOL 158657      DIVORCED  42     69    195     60
## 304  789   MALE       GRADUATE 103460 NEVER MARRIED  35     70    185     75
## 309  806   MALE       BACHELOR 158657       MARRIED  47     67    150     60
## 325  843   MALE       GRADUATE 158657      DIVORCED  68     65    164     40
## 384  971 FEMALE       BACHELOR 158657       MARRIED  49     68    140     50
## 403 1019 FEMALE       GRADUATE 158657 NEVER MARRIED  66     67    150     40
## 411 1033   MALE       GRADUATE 158657       MARRIED  60     69    186     70
## 419 1057   MALE       GRADUATE 103460 NEVER MARRIED  44     68    160     42
## 424 1070 FEMALE    HIGH SCHOOL 103460       MARRIED  51     67    190     80
## 461 1160   MALE    HIGH SCHOOL 158657       MARRIED  55     72    185     50
## 491 1243   MALE       GRADUATE 158657       MARRIED  29     79    275     35
## 619 1560   MALE       GRADUATE 103460       MARRIED  37     73    285     89
## 633 1605   MALE       GRADUATE 158657     SEPARATED  43     75    280     80
## 648 1651 FEMALE       GRADUATE 103460       MARRIED  52     65    155     80
## 666 1703   MALE       BACHELOR 158657       MARRIED  64     72    210     40
## 675 1729   MALE       BACHELOR 158657       MARRIED  60     72    200     45
## 678 1733   MALE       GRADUATE 158657       MARRIED  62     71    220     40
## 687 1765   MALE       GRADUATE 158657       MARRIED  53     69    164     60
## 713 1838   MALE JUNIOR COLLEGE 103460      DIVORCED  47     72    266     75
## 725 1878   MALE    HIGH SCHOOL 158657       MARRIED  61     69    250     60
## 729 1885   MALE    HIGH SCHOOL 103460       MARRIED  55     73    188     60
## 755 1933   MALE       GRADUATE 158657       MARRIED  66     74    230     60
## 785 2019   MALE    HIGH SCHOOL 158657       MARRIED  39     70    268     40
## 793 2034   MALE       BACHELOR 158657       MARRIED  55     66    196     70
## 833 2149 FEMALE    HIGH SCHOOL 158657       MARRIED  62     64    180     60
## 837 2155   MALE    HIGH SCHOOL 158657       MARRIED  65     71    215     40
## 883 2261   MALE       BACHELOR 158657       MARRIED  48     74    260     60
## 896 2288   MALE       GRADUATE 158657      DIVORCED  62     71    220     50
## 918 2354   MALE    HIGH SCHOOL 103460      DIVORCED  49     69    228     50
## 928 2374   MALE       GRADUATE 158657      DIVORCED  40     70    290     89
## 954 2428   MALE       GRADUATE 158657       MARRIED  67     70    183     75
## 968 2474 FEMALE       BACHELOR 158657      DIVORCED  38     65    145     45
gss$degree
##   [1] "BACHELOR"       "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
##   [5] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
##   [9] "BACHELOR"       "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
##  [13] "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
##  [17] "JUNIOR COLLEGE" "HIGH SCHOOL"    "GRADUATE"       "HIGH SCHOOL"   
##  [21] "GRADUATE"       "BACHELOR"       "JUNIOR COLLEGE" "BACHELOR"      
##  [25] "BACHELOR"       "GRADUATE"       "GRADUATE"       "GRADUATE"      
##  [29] "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"       "LT HIGH SCHOOL"
##  [33] "HIGH SCHOOL"    "JUNIOR COLLEGE" "JUNIOR COLLEGE" "LT HIGH SCHOOL"
##  [37] "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"       "GRADUATE"      
##  [41] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"      
##  [45] "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"    "GRADUATE"      
##  [49] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "BACHELOR"      
##  [53] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
##  [57] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
##  [61] "JUNIOR COLLEGE" "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
##  [65] "BACHELOR"       "GRADUATE"       "JUNIOR COLLEGE" "HIGH SCHOOL"   
##  [69] "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
##  [73] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
##  [77] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
##  [81] "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"    "LT HIGH SCHOOL"
##  [85] "LT HIGH SCHOOL" "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
##  [89] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
##  [93] "GRADUATE"       "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"   
##  [97] "LT HIGH SCHOOL" "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
## [101] "JUNIOR COLLEGE" "LT HIGH SCHOOL" "GRADUATE"       "JUNIOR COLLEGE"
## [105] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"      
## [109] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [113] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [117] "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL" "BACHELOR"      
## [121] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [125] "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"       "LT HIGH SCHOOL"
## [129] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "HIGH SCHOOL"   
## [133] "BACHELOR"       "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [137] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [141] "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"      
## [145] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "GRADUATE"      
## [149] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [153] "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [157] "BACHELOR"       "BACHELOR"       "GRADUATE"       "GRADUATE"      
## [161] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [165] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [169] "GRADUATE"       "BACHELOR"       "BACHELOR"       "GRADUATE"      
## [173] "GRADUATE"       "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"      
## [177] "GRADUATE"       "BACHELOR"       "BACHELOR"       "JUNIOR COLLEGE"
## [181] "BACHELOR"       "HIGH SCHOOL"    "JUNIOR COLLEGE" "BACHELOR"      
## [185] "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [189] "GRADUATE"       "GRADUATE"       "GRADUATE"       "BACHELOR"      
## [193] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"      
## [197] "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"       "GRADUATE"      
## [201] "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"    "BACHELOR"      
## [205] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "LT HIGH SCHOOL"
## [209] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [213] "LT HIGH SCHOOL" "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [217] "GRADUATE"       "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [221] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [225] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [229] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "GRADUATE"      
## [233] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [237] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [241] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [245] "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [249] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [253] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [257] "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [261] "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL" "GRADUATE"      
## [265] "JUNIOR COLLEGE" "GRADUATE"       "BACHELOR"       "HIGH SCHOOL"   
## [269] "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [273] "JUNIOR COLLEGE" "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
## [277] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [281] "BACHELOR"       "BACHELOR"       "GRADUATE"       "BACHELOR"      
## [285] "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE" "BACHELOR"      
## [289] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [293] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [297] "GRADUATE"       "GRADUATE"       "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [301] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "GRADUATE"      
## [305] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [309] "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [313] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [317] "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [321] "JUNIOR COLLEGE" "BACHELOR"       "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [325] "GRADUATE"       "JUNIOR COLLEGE" "JUNIOR COLLEGE" "JUNIOR COLLEGE"
## [329] "HIGH SCHOOL"    "JUNIOR COLLEGE" "BACHELOR"       "GRADUATE"      
## [333] "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [337] "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [341] "GRADUATE"       "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [345] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [349] "BACHELOR"       "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
## [353] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [357] "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [361] "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [365] "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [369] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "JUNIOR COLLEGE"
## [373] "GRADUATE"       "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [377] "BACHELOR"       "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [381] "BACHELOR"       "GRADUATE"       "BACHELOR"       "BACHELOR"      
## [385] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [389] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [393] "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [397] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [401] "HIGH SCHOOL"    "LT HIGH SCHOOL" "GRADUATE"       "HIGH SCHOOL"   
## [405] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [409] "HIGH SCHOOL"    "GRADUATE"       "GRADUATE"       "GRADUATE"      
## [413] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [417] "HIGH SCHOOL"    "JUNIOR COLLEGE" "GRADUATE"       "BACHELOR"      
## [421] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [425] "JUNIOR COLLEGE" "JUNIOR COLLEGE" "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [429] "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [433] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [437] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [441] "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE" "BACHELOR"      
## [445] "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"       "GRADUATE"      
## [449] "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"       "HIGH SCHOOL"   
## [453] "BACHELOR"       "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [457] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [461] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [465] "LT HIGH SCHOOL" "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE"
## [469] "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"      
## [473] "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [477] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [481] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [485] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"   
## [489] "GRADUATE"       "HIGH SCHOOL"    "GRADUATE"       "LT HIGH SCHOOL"
## [493] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [497] "LT HIGH SCHOOL" "LT HIGH SCHOOL" "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [501] "GRADUATE"       "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [505] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [509] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [513] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "BACHELOR"      
## [517] "BACHELOR"       "GRADUATE"       "BACHELOR"       "BACHELOR"      
## [521] "JUNIOR COLLEGE" "JUNIOR COLLEGE" "BACHELOR"       "HIGH SCHOOL"   
## [525] "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [529] "HIGH SCHOOL"    "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [533] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [537] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [541] "LT HIGH SCHOOL" "HIGH SCHOOL"    "LT HIGH SCHOOL" "BACHELOR"      
## [545] "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [549] "HIGH SCHOOL"    "LT HIGH SCHOOL" "BACHELOR"       "JUNIOR COLLEGE"
## [553] "LT HIGH SCHOOL" "GRADUATE"       "LT HIGH SCHOOL" "GRADUATE"      
## [557] "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [561] "LT HIGH SCHOOL" "BACHELOR"       "GRADUATE"       "BACHELOR"      
## [565] "BACHELOR"       "BACHELOR"       "BACHELOR"       "GRADUATE"      
## [569] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [573] "HIGH SCHOOL"    "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"   
## [577] "JUNIOR COLLEGE" "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [581] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [585] "BACHELOR"       "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [589] "GRADUATE"       "JUNIOR COLLEGE" "LT HIGH SCHOOL" "LT HIGH SCHOOL"
## [593] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [597] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [601] "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [605] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [609] "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"      
## [613] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [617] "JUNIOR COLLEGE" "JUNIOR COLLEGE" "GRADUATE"       "HIGH SCHOOL"   
## [621] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [625] "HIGH SCHOOL"    "LT HIGH SCHOOL" "LT HIGH SCHOOL" "JUNIOR COLLEGE"
## [629] "GRADUATE"       "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [633] "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [637] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [641] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [645] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"      
## [649] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [653] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [657] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [661] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [665] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [669] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [673] "GRADUATE"       "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [677] "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [681] "JUNIOR COLLEGE" "JUNIOR COLLEGE" "GRADUATE"       "HIGH SCHOOL"   
## [685] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "BACHELOR"      
## [689] "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE" "BACHELOR"      
## [693] "HIGH SCHOOL"    "JUNIOR COLLEGE" "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [697] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE"
## [701] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [705] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [709] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "GRADUATE"      
## [713] "JUNIOR COLLEGE" "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [717] "JUNIOR COLLEGE" "HIGH SCHOOL"    "GRADUATE"       "HIGH SCHOOL"   
## [721] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [725] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [729] "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [733] "HIGH SCHOOL"    "BACHELOR"       "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [737] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [741] "HIGH SCHOOL"    "LT HIGH SCHOOL" "BACHELOR"       "HIGH SCHOOL"   
## [745] "GRADUATE"       "BACHELOR"       "HIGH SCHOOL"    "GRADUATE"      
## [749] "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [753] "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"       "JUNIOR COLLEGE"
## [757] "LT HIGH SCHOOL" "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"      
## [761] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "LT HIGH SCHOOL"
## [765] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [769] "LT HIGH SCHOOL" "BACHELOR"       "LT HIGH SCHOOL" "HIGH SCHOOL"   
## [773] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "BACHELOR"      
## [777] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [781] "LT HIGH SCHOOL" "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [785] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [789] "HIGH SCHOOL"    "LT HIGH SCHOOL" "LT HIGH SCHOOL" "JUNIOR COLLEGE"
## [793] "BACHELOR"       "GRADUATE"       "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [797] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [801] "GRADUATE"       "JUNIOR COLLEGE" "HIGH SCHOOL"    "GRADUATE"      
## [805] "BACHELOR"       "GRADUATE"       "GRADUATE"       "HIGH SCHOOL"   
## [809] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [813] "HIGH SCHOOL"    "LT HIGH SCHOOL" "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [817] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [821] "LT HIGH SCHOOL" "LT HIGH SCHOOL" "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [825] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [829] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [833] "HIGH SCHOOL"    "JUNIOR COLLEGE" "BACHELOR"       "BACHELOR"      
## [837] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"      
## [841] "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [845] "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"       "GRADUATE"      
## [849] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [853] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [857] "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"      
## [861] "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"   
## [865] "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"       "HIGH SCHOOL"   
## [869] "JUNIOR COLLEGE" "BACHELOR"       "BACHELOR"       "BACHELOR"      
## [873] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [877] "BACHELOR"       "GRADUATE"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [881] "HIGH SCHOOL"    "LT HIGH SCHOOL" "BACHELOR"       "HIGH SCHOOL"   
## [885] "BACHELOR"       "JUNIOR COLLEGE" "GRADUATE"       "HIGH SCHOOL"   
## [889] "HIGH SCHOOL"    "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [893] "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"    "GRADUATE"      
## [897] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [901] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [905] "BACHELOR"       "BACHELOR"       "LT HIGH SCHOOL" "GRADUATE"      
## [909] "GRADUATE"       "JUNIOR COLLEGE" "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [913] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [917] "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [921] "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [925] "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE" "GRADUATE"      
## [929] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "HIGH SCHOOL"   
## [933] "HIGH SCHOOL"    "BACHELOR"       "BACHELOR"       "HIGH SCHOOL"   
## [937] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [941] "GRADUATE"       "HIGH SCHOOL"    "GRADUATE"       "LT HIGH SCHOOL"
## [945] "BACHELOR"       "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"   
## [949] "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"    "LT HIGH SCHOOL"
## [953] "BACHELOR"       "GRADUATE"       "JUNIOR COLLEGE" "JUNIOR COLLEGE"
## [957] "LT HIGH SCHOOL" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [961] "JUNIOR COLLEGE" "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [965] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "BACHELOR"      
## [969] "JUNIOR COLLEGE" "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [973] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "JUNIOR COLLEGE"
## [977] "HIGH SCHOOL"    "JUNIOR COLLEGE" "HIGH SCHOOL"    "GRADUATE"      
## [981] "BACHELOR"       "HIGH SCHOOL"    "BACHELOR"       "HIGH SCHOOL"   
## [985] "BACHELOR"       "BACHELOR"       "BACHELOR"       "BACHELOR"      
## [989] "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"    "HIGH SCHOOL"   
## [993] "HIGH SCHOOL"    "HIGH SCHOOL"
gss[gss$degree == "GRADUATE",]
##       id    sex   degree    income       marital age height weight hrswrk
## 19    49 FEMALE GRADUATE  88680.00       MARRIED  32     66    160     40
## 21    51 FEMALE GRADUATE  33255.00       MARRIED  52     63    143     40
## 26    61   MALE GRADUATE  15703.75 NEVER MARRIED  51     70    190     14
## 27    64 FEMALE GRADUATE  60967.50 NEVER MARRIED  47     64    123     40
## 28    68   MALE GRADUATE 158656.95      DIVORCED  57     71    180     70
## 30    75 FEMALE GRADUATE  88680.00       MARRIED  39     69    210     60
## 38   102   MALE GRADUATE  49882.50 NEVER MARRIED  32     75    180     55
## 40   109   MALE GRADUATE  88680.00       MARRIED  42     69    175     40
## 43   116 FEMALE GRADUATE  40645.00 NEVER MARRIED  35     67    150     50
## 48   128   MALE GRADUATE 158656.95       MARRIED  38     68    160     60
## 51   137   MALE GRADUATE 158656.95       MARRIED  61     78    255     30
## 66   172 FEMALE GRADUATE  60967.50 NEVER MARRIED  45     64    190     40
## 69   179   MALE GRADUATE  24017.50     SEPARATED  63     75    250     20
## 70   180 FEMALE GRADUATE   8313.75      DIVORCED  71     62    102     40
## 93   232   MALE GRADUATE 158656.95      DIVORCED  69     72    240      8
## 95   242 FEMALE GRADUATE 158656.95 NEVER MARRIED  51     62    170     60
## 103  270 FEMALE GRADUATE  60967.50       MARRIED  46     68    160     40
## 108  283   MALE GRADUATE  40645.00       MARRIED  32     68    165     50
## 116  312 FEMALE GRADUATE  60967.50       MARRIED  30     66    150     47
## 131  351   MALE GRADUATE   8313.75       MARRIED  70     71    195     15
## 142  372   MALE GRADUATE 158656.95       MARRIED  67     63    150     40
## 147  380 FEMALE GRADUATE  49882.50       MARRIED  36     69    140     40
## 148  383   MALE GRADUATE  49882.50       MARRIED  57     67    190     24
## 154  398 FEMALE GRADUATE  33255.00      DIVORCED  36     66    150     60
## 159  409 FEMALE GRADUATE  73900.00       MARRIED  60     67    155     40
## 160  411   MALE GRADUATE 158656.95       MARRIED  35     71    164     50
## 169  436   MALE GRADUATE 158656.95       MARRIED  56     67    168     60
## 172  440 FEMALE GRADUATE    369.50 NEVER MARRIED  25     62    138     10
## 173  444   MALE GRADUATE  24017.50 NEVER MARRIED  44     73    175     50
## 175  446   MALE GRADUATE  73900.00       MARRIED  59     73    260     30
## 177  449 FEMALE GRADUATE 103460.00       MARRIED  60     65    144     40
## 188  486 FEMALE GRADUATE  60967.50       MARRIED  60     67    147     60
## 189  488 FEMALE GRADUATE  60967.50       MARRIED  54     64    135     24
## 190  489   MALE GRADUATE 158656.95       MARRIED  38     71    200     50
## 191  490 FEMALE GRADUATE  73900.00       MARRIED  47     69    180     30
## 193  495 FEMALE GRADUATE  40645.00       MARRIED  57     63    145     32
## 196  499 FEMALE GRADUATE  60967.50       MARRIED  50     61    108     50
## 198  503   MALE GRADUATE  33255.00      DIVORCED  65     75    220     40
## 200  505   MALE GRADUATE  88680.00       WIDOWED  63     70    150      1
## 212  532 FEMALE GRADUATE  20322.50 NEVER MARRIED  43     69    160     60
## 217  541   MALE GRADUATE 158656.95       MARRIED  44     70    180     40
## 232  592 FEMALE GRADUATE  73900.00       MARRIED  56     73    188     40
## 245  633   MALE GRADUATE  40645.00 NEVER MARRIED  35     62    141     40
## 264  687 FEMALE GRADUATE  12008.75       MARRIED  47     67    127     24
## 266  690   MALE GRADUATE 158656.95      DIVORCED  65     69    200     60
## 270  701   MALE GRADUATE  49882.50 NEVER MARRIED  39     69    180     40
## 283  733 FEMALE GRADUATE  88680.00      DIVORCED  58     63    156     40
## 296  770   MALE GRADUATE  49882.50       MARRIED  43     73    210     60
## 297  771   MALE GRADUATE   3325.50 NEVER MARRIED  31     69    180     50
## 298  773   MALE GRADUATE  27712.50 NEVER MARRIED  74     73    195     20
## 303  787 FEMALE GRADUATE  33255.00       MARRIED  60     64    160     50
## 304  789   MALE GRADUATE 103460.00 NEVER MARRIED  35     70    185     75
## 325  843   MALE GRADUATE 158656.95      DIVORCED  68     65    164     40
## 332  862 FEMALE GRADUATE  27712.50 NEVER MARRIED  60     66    145     24
## 333  863 FEMALE GRADUATE  20322.50 NEVER MARRIED  29     66    150     21
## 337  872   MALE GRADUATE  49882.50       MARRIED  52     70    184     60
## 341  880   MALE GRADUATE  33255.00       MARRIED  34     72    225     65
## 371  947 FEMALE GRADUATE  88680.00       MARRIED  36     62    110     55
## 373  953   MALE GRADUATE  73900.00       MARRIED  40     71    187     50
## 382  969 FEMALE GRADUATE  17551.25       MARRIED  48     66    105     10
## 403 1019 FEMALE GRADUATE 158656.95 NEVER MARRIED  66     67    150     40
## 410 1032   MALE GRADUATE  49882.50       MARRIED  47     68    185     60
## 411 1033   MALE GRADUATE 158656.95       MARRIED  60     69    186     70
## 412 1036 FEMALE GRADUATE  49882.50       MARRIED  48     65    165     40
## 413 1037 FEMALE GRADUATE  49882.50       MARRIED  30     61    129     50
## 419 1057   MALE GRADUATE 103460.00 NEVER MARRIED  44     68    160     42
## 448 1121   MALE GRADUATE  40645.00 NEVER MARRIED  34     69    210     40
## 450 1129 FEMALE GRADUATE  60967.50      DIVORCED  39     60    215     47
## 487 1236   MALE GRADUATE  49882.50      DIVORCED  50     72    220     60
## 489 1241 FEMALE GRADUATE  27712.50       MARRIED  62     70    190     35
## 491 1243   MALE GRADUATE 158656.95       MARRIED  29     79    275     35
## 501 1263 FEMALE GRADUATE  20322.50       MARRIED  53     62    175     46
## 515 1297   MALE GRADUATE  73900.00       MARRIED  52     70    180     50
## 518 1309 FEMALE GRADUATE  49882.50       MARRIED  36     60    190     40
## 525 1326   MALE GRADUATE  60967.50      DIVORCED  63     72    225     40
## 526 1329   MALE GRADUATE  60967.50       MARRIED  32     70    185     55
## 530 1339 FEMALE GRADUATE   8313.75 NEVER MARRIED  37     62    190     50
## 554 1392   MALE GRADUATE  13856.25       MARRIED  45     70    155     25
## 556 1396   MALE GRADUATE  49882.50       MARRIED  37     68    165     40
## 563 1419   MALE GRADUATE  33255.00       MARRIED  39     67    140     40
## 568 1431   MALE GRADUATE  73900.00       MARRIED  59     71    172     50
## 574 1452   MALE GRADUATE  20322.50 NEVER MARRIED  32     69    135     40
## 575 1453 FEMALE GRADUATE  40645.00     SEPARATED  56     63    155     50
## 589 1497 FEMALE GRADUATE  33255.00 NEVER MARRIED  50     62    240     30
## 593 1501 FEMALE GRADUATE  40645.00       MARRIED  45     65    140     37
## 609 1544   MALE GRADUATE  73900.00     SEPARATED  40     70    205     55
## 610 1545 FEMALE GRADUATE  24017.50       MARRIED  36     67    180     50
## 619 1560   MALE GRADUATE 103460.00       MARRIED  37     73    285     89
## 629 1592   MALE GRADUATE  49882.50       MARRIED  50     68    140     40
## 633 1605   MALE GRADUATE 158656.95     SEPARATED  43     75    280     80
## 634 1607 FEMALE GRADUATE  40645.00      DIVORCED  37     67    170     40
## 648 1651 FEMALE GRADUATE 103460.00       MARRIED  52     65    155     80
## 669 1709   MALE GRADUATE  49882.50      DIVORCED  39     78    240     40
## 673 1721   MALE GRADUATE  49882.50       MARRIED  52     70    253     40
## 676 1730   MALE GRADUATE  60967.50       MARRIED  34     74    265     40
## 678 1733   MALE GRADUATE 158656.95       MARRIED  62     71    220     40
## 683 1740   MALE GRADUATE  60967.50      DIVORCED  46     70    203     50
## 687 1765   MALE GRADUATE 158656.95       MARRIED  53     69    164     60
## 711 1829 FEMALE GRADUATE  33255.00 NEVER MARRIED  32     72    170     50
## 712 1833   MALE GRADUATE  60967.50       MARRIED  56     67    175     50
## 719 1854 FEMALE GRADUATE  33255.00       MARRIED  56     67    165     40
## 745 1915   MALE GRADUATE  60967.50       MARRIED  55     75    235     55
## 748 1920 FEMALE GRADUATE  88680.00       MARRIED  31     67    180     40
## 755 1933   MALE GRADUATE 158656.95       MARRIED  66     74    230     60
## 777 1987   MALE GRADUATE  33255.00       MARRIED  60     74    215     60
## 794 2038 FEMALE GRADUATE  40645.00      DIVORCED  41     69    150     50
## 801 2052 FEMALE GRADUATE  49882.50 NEVER MARRIED  29     61    103     45
## 804 2066 FEMALE GRADUATE  33255.00      DIVORCED  43     70    160     50
## 806 2069   MALE GRADUATE  17551.25     SEPARATED  58     69    168     35
## 807 2070 FEMALE GRADUATE  60967.50 NEVER MARRIED  34     64    164     50
## 809 2075 FEMALE GRADUATE  60967.50       MARRIED  56     63    129     45
## 848 2178   MALE GRADUATE  40645.00       MARRIED  37     74    180     40
## 857 2209 FEMALE GRADUATE  88680.00       MARRIED  34     66    148     30
## 860 2214 FEMALE GRADUATE   8313.75       MARRIED  53     66    200     40
## 867 2223 FEMALE GRADUATE  60967.50       MARRIED  42     65    140     70
## 878 2244 FEMALE GRADUATE  60967.50       MARRIED  31     64    155     56
## 887 2268 FEMALE GRADUATE  49882.50      DIVORCED  70     70    226     32
## 896 2288   MALE GRADUATE 158656.95      DIVORCED  62     71    220     50
## 908 2324 FEMALE GRADUATE  24017.50       MARRIED  45     67    174     40
## 909 2335   MALE GRADUATE  49882.50       MARRIED  43     72    218     40
## 928 2374   MALE GRADUATE 158656.95      DIVORCED  40     70    290     89
## 941 2400   MALE GRADUATE  33255.00       MARRIED  38     69    170     50
## 943 2403 FEMALE GRADUATE  33255.00       MARRIED  54     62    130     46
## 954 2428   MALE GRADUATE 158656.95       MARRIED  67     70    183     75
## 980 2517   MALE GRADUATE  40645.00       MARRIED  65     68    165     40
gss$marital
##   [1] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
##   [5] "MARRIED"       "MARRIED"       "DIVORCED"      "SEPARATED"    
##   [9] "MARRIED"       "DIVORCED"      "DIVORCED"      "DIVORCED"     
##  [13] "MARRIED"       "NEVER MARRIED" "SEPARATED"     "NEVER MARRIED"
##  [17] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
##  [21] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
##  [25] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"     
##  [29] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
##  [33] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
##  [37] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
##  [41] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
##  [45] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
##  [49] "SEPARATED"     "MARRIED"       "MARRIED"       "MARRIED"      
##  [53] "NEVER MARRIED" "NEVER MARRIED" "SEPARATED"     "NEVER MARRIED"
##  [57] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "MARRIED"      
##  [61] "MARRIED"       "MARRIED"       "NEVER MARRIED" "DIVORCED"     
##  [65] "DIVORCED"      "NEVER MARRIED" "MARRIED"       "NEVER MARRIED"
##  [69] "SEPARATED"     "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
##  [73] "DIVORCED"      "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
##  [77] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
##  [81] "MARRIED"       "MARRIED"       "SEPARATED"     "MARRIED"      
##  [85] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
##  [89] "MARRIED"       "NEVER MARRIED" "MARRIED"       "WIDOWED"      
##  [93] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "MARRIED"      
##  [97] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [101] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [105] "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
## [109] "SEPARATED"     "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [113] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [117] "WIDOWED"       "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
## [121] "MARRIED"       "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [125] "NEVER MARRIED" "MARRIED"       "MARRIED"       "DIVORCED"     
## [129] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [133] "MARRIED"       "MARRIED"       "NEVER MARRIED" "WIDOWED"      
## [137] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [141] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [145] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [149] "NEVER MARRIED" "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [153] "DIVORCED"      "DIVORCED"      "DIVORCED"      "MARRIED"      
## [157] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [161] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [165] "WIDOWED"       "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
## [169] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [173] "NEVER MARRIED" "WIDOWED"       "MARRIED"       "MARRIED"      
## [177] "MARRIED"       "MARRIED"       "MARRIED"       "DIVORCED"     
## [181] "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [185] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [189] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [193] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "MARRIED"      
## [197] "MARRIED"       "DIVORCED"      "MARRIED"       "WIDOWED"      
## [201] "DIVORCED"      "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [205] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [209] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [213] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [217] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [221] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [225] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [229] "DIVORCED"      "MARRIED"       "DIVORCED"      "MARRIED"      
## [233] "MARRIED"       "WIDOWED"       "NEVER MARRIED" "MARRIED"      
## [237] "MARRIED"       "DIVORCED"      "MARRIED"       "MARRIED"      
## [241] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [245] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [249] "NEVER MARRIED" "MARRIED"       "DIVORCED"      "DIVORCED"     
## [253] "MARRIED"       "WIDOWED"       "NEVER MARRIED" "MARRIED"      
## [257] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [261] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [265] "NEVER MARRIED" "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [269] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"     
## [273] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [277] "NEVER MARRIED" "NEVER MARRIED" "SEPARATED"     "NEVER MARRIED"
## [281] "DIVORCED"      "MARRIED"       "DIVORCED"      "MARRIED"      
## [285] "NEVER MARRIED" "MARRIED"       "SEPARATED"     "MARRIED"      
## [289] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [293] "SEPARATED"     "MARRIED"       "WIDOWED"       "MARRIED"      
## [297] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"     
## [301] "NEVER MARRIED" "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [305] "NEVER MARRIED" "WIDOWED"       "MARRIED"       "DIVORCED"     
## [309] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [313] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "SEPARATED"    
## [317] "NEVER MARRIED" "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [321] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [325] "DIVORCED"      "MARRIED"       "DIVORCED"      "MARRIED"      
## [329] "MARRIED"       "NEVER MARRIED" "MARRIED"       "NEVER MARRIED"
## [333] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [337] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [341] "MARRIED"       "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [345] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [349] "MARRIED"       "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [353] "MARRIED"       "DIVORCED"      "MARRIED"       "DIVORCED"     
## [357] "NEVER MARRIED" "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [361] "DIVORCED"      "DIVORCED"      "MARRIED"       "MARRIED"      
## [365] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [369] "MARRIED"       "DIVORCED"      "MARRIED"       "DIVORCED"     
## [373] "MARRIED"       "MARRIED"       "DIVORCED"      "MARRIED"      
## [377] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "DIVORCED"     
## [381] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [385] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [389] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [393] "MARRIED"       "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [397] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [401] "MARRIED"       "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [405] "MARRIED"       "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [409] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [413] "MARRIED"       "DIVORCED"      "MARRIED"       "MARRIED"      
## [417] "MARRIED"       "DIVORCED"      "NEVER MARRIED" "WIDOWED"      
## [421] "WIDOWED"       "MARRIED"       "DIVORCED"      "MARRIED"      
## [425] "DIVORCED"      "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [429] "NEVER MARRIED" "MARRIED"       "SEPARATED"     "DIVORCED"     
## [433] "MARRIED"       "MARRIED"       "DIVORCED"      "MARRIED"      
## [437] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [441] "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED" "WIDOWED"      
## [445] "MARRIED"       "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [449] "MARRIED"       "DIVORCED"      "DIVORCED"      "MARRIED"      
## [453] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [457] "DIVORCED"      "NEVER MARRIED" "SEPARATED"     "MARRIED"      
## [461] "MARRIED"       "SEPARATED"     "NEVER MARRIED" "MARRIED"      
## [465] "SEPARATED"     "DIVORCED"      "NEVER MARRIED" "DIVORCED"     
## [469] "MARRIED"       "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [473] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [477] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"     
## [481] "DIVORCED"      "DIVORCED"      "DIVORCED"      "NEVER MARRIED"
## [485] "MARRIED"       "MARRIED"       "DIVORCED"      "MARRIED"      
## [489] "MARRIED"       "DIVORCED"      "MARRIED"       "SEPARATED"    
## [493] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [497] "MARRIED"       "DIVORCED"      "DIVORCED"      "NEVER MARRIED"
## [501] "MARRIED"       "DIVORCED"      "WIDOWED"       "NEVER MARRIED"
## [505] "NEVER MARRIED" "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [509] "NEVER MARRIED" "MARRIED"       "SEPARATED"     "SEPARATED"    
## [513] "SEPARATED"     "DIVORCED"      "MARRIED"       "MARRIED"      
## [517] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [521] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [525] "DIVORCED"      "MARRIED"       "MARRIED"       "DIVORCED"     
## [529] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [533] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [537] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [541] "DIVORCED"      "DIVORCED"      "SEPARATED"     "MARRIED"      
## [545] "NEVER MARRIED" "NEVER MARRIED" "WIDOWED"       "MARRIED"      
## [549] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [553] "DIVORCED"      "MARRIED"       "WIDOWED"       "MARRIED"      
## [557] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "DIVORCED"     
## [561] "NEVER MARRIED" "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [565] "NEVER MARRIED" "DIVORCED"      "MARRIED"       "MARRIED"      
## [569] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [573] "NEVER MARRIED" "NEVER MARRIED" "SEPARATED"     "MARRIED"      
## [577] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "DIVORCED"     
## [581] "WIDOWED"       "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [585] "MARRIED"       "DIVORCED"      "MARRIED"       "DIVORCED"     
## [589] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [593] "MARRIED"       "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [597] "NEVER MARRIED" "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [601] "MARRIED"       "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [605] "MARRIED"       "WIDOWED"       "MARRIED"       "NEVER MARRIED"
## [609] "SEPARATED"     "MARRIED"       "MARRIED"       "MARRIED"      
## [613] "NEVER MARRIED" "MARRIED"       "DIVORCED"      "SEPARATED"    
## [617] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [621] "MARRIED"       "WIDOWED"       "NEVER MARRIED" "MARRIED"      
## [625] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [629] "MARRIED"       "DIVORCED"      "MARRIED"       "MARRIED"      
## [633] "SEPARATED"     "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [637] "DIVORCED"      "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [641] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [645] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [649] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [653] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [657] "MARRIED"       "DIVORCED"      "WIDOWED"       "DIVORCED"     
## [661] "MARRIED"       "WIDOWED"       "MARRIED"       "MARRIED"      
## [665] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "DIVORCED"     
## [669] "DIVORCED"      "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [673] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [677] "DIVORCED"      "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [681] "MARRIED"       "SEPARATED"     "DIVORCED"      "SEPARATED"    
## [685] "NEVER MARRIED" "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [689] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [693] "MARRIED"       "MARRIED"       "DIVORCED"      "DIVORCED"     
## [697] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [701] "SEPARATED"     "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [705] "SEPARATED"     "MARRIED"       "MARRIED"       "DIVORCED"     
## [709] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [713] "DIVORCED"      "MARRIED"       "DIVORCED"      "DIVORCED"     
## [717] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [721] "MARRIED"       "MARRIED"       "NEVER MARRIED" "WIDOWED"      
## [725] "MARRIED"       "DIVORCED"      "MARRIED"       "MARRIED"      
## [729] "MARRIED"       "MARRIED"       "DIVORCED"      "DIVORCED"     
## [733] "DIVORCED"      "DIVORCED"      "MARRIED"       "DIVORCED"     
## [737] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [741] "DIVORCED"      "WIDOWED"       "MARRIED"       "MARRIED"      
## [745] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [749] "MARRIED"       "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [753] "DIVORCED"      "NEVER MARRIED" "MARRIED"       "NEVER MARRIED"
## [757] "NEVER MARRIED" "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [761] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [765] "NEVER MARRIED" "MARRIED"       "WIDOWED"       "DIVORCED"     
## [769] "DIVORCED"      "NEVER MARRIED" "WIDOWED"       "SEPARATED"    
## [773] "DIVORCED"      "MARRIED"       "DIVORCED"      "NEVER MARRIED"
## [777] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "DIVORCED"     
## [781] "SEPARATED"     "DIVORCED"      "NEVER MARRIED" "DIVORCED"     
## [785] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [789] "SEPARATED"     "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [793] "MARRIED"       "DIVORCED"      "MARRIED"       "DIVORCED"     
## [797] "WIDOWED"       "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"     
## [801] "NEVER MARRIED" "MARRIED"       "WIDOWED"       "DIVORCED"     
## [805] "DIVORCED"      "SEPARATED"     "NEVER MARRIED" "MARRIED"      
## [809] "MARRIED"       "NEVER MARRIED" "WIDOWED"       "DIVORCED"     
## [813] "DIVORCED"      "MARRIED"       "SEPARATED"     "SEPARATED"    
## [817] "MARRIED"       "WIDOWED"       "MARRIED"       "SEPARATED"    
## [821] "MARRIED"       "MARRIED"       "NEVER MARRIED" "MARRIED"      
## [825] "NEVER MARRIED" "MARRIED"       "NEVER MARRIED" "DIVORCED"     
## [829] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [833] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [837] "MARRIED"       "MARRIED"       "MARRIED"       "WIDOWED"      
## [841] "SEPARATED"     "DIVORCED"      "DIVORCED"      "DIVORCED"     
## [845] "NEVER MARRIED" "DIVORCED"      "DIVORCED"      "MARRIED"      
## [849] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "NEVER MARRIED"
## [853] "MARRIED"       "DIVORCED"      "NEVER MARRIED" "NEVER MARRIED"
## [857] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [861] "MARRIED"       "WIDOWED"       "MARRIED"       "NEVER MARRIED"
## [865] "MARRIED"       "DIVORCED"      "MARRIED"       "MARRIED"      
## [869] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [873] "MARRIED"       "MARRIED"       "NEVER MARRIED" "NEVER MARRIED"
## [877] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [881] "NEVER MARRIED" "MARRIED"       "MARRIED"       "MARRIED"      
## [885] "MARRIED"       "MARRIED"       "DIVORCED"      "MARRIED"      
## [889] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [893] "NEVER MARRIED" "SEPARATED"     "MARRIED"       "DIVORCED"     
## [897] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [901] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [905] "NEVER MARRIED" "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [909] "MARRIED"       "MARRIED"       "DIVORCED"      "WIDOWED"      
## [913] "MARRIED"       "NEVER MARRIED" "WIDOWED"       "MARRIED"      
## [917] "DIVORCED"      "DIVORCED"      "DIVORCED"      "MARRIED"      
## [921] "NEVER MARRIED" "DIVORCED"      "WIDOWED"       "DIVORCED"     
## [925] "MARRIED"       "MARRIED"       "MARRIED"       "DIVORCED"     
## [929] "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED" "NEVER MARRIED"
## [933] "MARRIED"       "NEVER MARRIED" "MARRIED"       "NEVER MARRIED"
## [937] "MARRIED"       "DIVORCED"      "MARRIED"       "NEVER MARRIED"
## [941] "MARRIED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [945] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [949] "DIVORCED"      "DIVORCED"      "NEVER MARRIED" "MARRIED"      
## [953] "MARRIED"       "MARRIED"       "MARRIED"       "DIVORCED"     
## [957] "DIVORCED"      "MARRIED"       "MARRIED"       "MARRIED"      
## [961] "MARRIED"       "MARRIED"       "MARRIED"       "NEVER MARRIED"
## [965] "MARRIED"       "DIVORCED"      "DIVORCED"      "DIVORCED"     
## [969] "MARRIED"       "DIVORCED"      "DIVORCED"      "MARRIED"      
## [973] "NEVER MARRIED" "NEVER MARRIED" "DIVORCED"      "MARRIED"      
## [977] "WIDOWED"       "NEVER MARRIED" "MARRIED"       "MARRIED"      
## [981] "MARRIED"       "MARRIED"       "MARRIED"       "DIVORCED"     
## [985] "MARRIED"       "MARRIED"       "MARRIED"       "MARRIED"      
## [989] "MARRIED"       "NEVER MARRIED" "DIVORCED"      "NEVER MARRIED"
## [993] "NEVER MARRIED" "WIDOWED"
gss[gss$marital=="DIVORCED",]
##       id    sex         degree    income  marital age height weight hrswrk
## 1      1   MALE       BACHELOR  60967.50 DIVORCED  53     72    190     60
## 7     21 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  30     62    115     38
## 10    30   MALE       BACHELOR  33255.00 DIVORCED  54     71    165     40
## 11    32 FEMALE       BACHELOR  33255.00 DIVORCED  61     64    128     40
## 12    38   MALE    HIGH SCHOOL  33255.00 DIVORCED  31     67    150     39
## 28    68   MALE       GRADUATE 158656.95 DIVORCED  57     71    180     70
## 57   151 FEMALE       BACHELOR  10161.25 DIVORCED  74     62    137     24
## 64   165 FEMALE    HIGH SCHOOL  49882.50 DIVORCED  63     64    120     40
## 65   171 FEMALE       BACHELOR    369.50 DIVORCED  59     70    160      1
## 70   180 FEMALE       GRADUATE   8313.75 DIVORCED  71     62    102     40
## 73   186 FEMALE    HIGH SCHOOL  20322.50 DIVORCED  45     66    130     35
## 74   187   MALE    HIGH SCHOOL  33255.00 DIVORCED  62     62    162     40
## 93   232   MALE       GRADUATE 158656.95 DIVORCED  69     72    240      8
## 101  259   MALE JUNIOR COLLEGE  88680.00 DIVORCED  43     73    190     60
## 105  274   MALE    HIGH SCHOOL  20322.50 DIVORCED  48     74    180     40
## 122  328 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  34     60    140     15
## 128  346   MALE LT HIGH SCHOOL  73900.00 DIVORCED  47     72    210     70
## 137  362   MALE    HIGH SCHOOL 158656.95 DIVORCED  40     74    230     50
## 151  392   MALE    HIGH SCHOOL  60967.50 DIVORCED  55     74    226     50
## 153  396 FEMALE       BACHELOR  60967.50 DIVORCED  58     66    165     16
## 154  398 FEMALE       GRADUATE  33255.00 DIVORCED  36     66    150     60
## 155  402   MALE    HIGH SCHOOL  73900.00 DIVORCED  58     67    163     60
## 180  470 FEMALE JUNIOR COLLEGE  15703.75 DIVORCED  55     65    195     10
## 183  476 FEMALE JUNIOR COLLEGE  40645.00 DIVORCED  40     61    140     48
## 185  479 FEMALE       BACHELOR  27712.50 DIVORCED  52     67    150     40
## 198  503   MALE       GRADUATE  33255.00 DIVORCED  65     75    220     40
## 201  506   MALE       BACHELOR  88680.00 DIVORCED  66     74    220     50
## 203  510 FEMALE    HIGH SCHOOL  24017.50 DIVORCED  58     65    175     56
## 221  556 FEMALE    HIGH SCHOOL  40645.00 DIVORCED  43     72    209     45
## 229  586   MALE    HIGH SCHOOL 103460.00 DIVORCED  47     72    225     89
## 231  591 FEMALE    HIGH SCHOOL  12008.75 DIVORCED  42     66    215     40
## 238  613   MALE    HIGH SCHOOL  27712.50 DIVORCED  47     72    202     40
## 251  654   MALE    HIGH SCHOOL  73900.00 DIVORCED  51     72    217     63
## 252  657 FEMALE    HIGH SCHOOL   4803.50 DIVORCED  31     70    258     30
## 257  669 FEMALE    HIGH SCHOOL  49882.50 DIVORCED  59     66    177     60
## 266  690   MALE       GRADUATE 158656.95 DIVORCED  65     69    200     60
## 272  705   MALE JUNIOR COLLEGE  49882.50 DIVORCED  48     67    170     60
## 281  729 FEMALE       BACHELOR  40645.00 DIVORCED  53     66    150     40
## 283  733 FEMALE       GRADUATE  88680.00 DIVORCED  58     63    156     40
## 300  778   MALE    HIGH SCHOOL  13856.25 DIVORCED  40     64    160     40
## 302  782   MALE    HIGH SCHOOL 158656.95 DIVORCED  42     69    195     60
## 308  805 FEMALE    HIGH SCHOOL  60967.50 DIVORCED  57     66    210     60
## 325  843   MALE       GRADUATE 158656.95 DIVORCED  68     65    164     40
## 327  849 FEMALE JUNIOR COLLEGE  40645.00 DIVORCED  56     67    127     40
## 339  874   MALE       BACHELOR  88680.00 DIVORCED  42     72    160     48
## 342  881 FEMALE LT HIGH SCHOOL  12008.75 DIVORCED  58     62    175     20
## 354  904 FEMALE    HIGH SCHOOL  13856.25 DIVORCED  34     67    195     40
## 356  907 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  59     62    115     40
## 358  911 FEMALE    HIGH SCHOOL  15703.75 DIVORCED  65     66    160     40
## 361  918   MALE JUNIOR COLLEGE  12008.75 DIVORCED  38     66    155     45
## 362  919 FEMALE    HIGH SCHOOL  24017.50 DIVORCED  58     67    202     57
## 367  932   MALE    HIGH SCHOOL  60967.50 DIVORCED  56     68    170     60
## 370  944   MALE    HIGH SCHOOL  33255.00 DIVORCED  42     71    160     52
## 372  950   MALE JUNIOR COLLEGE  73900.00 DIVORCED  41     73    230     89
## 375  956 FEMALE JUNIOR COLLEGE  24017.50 DIVORCED  59     64    160     32
## 377  958   MALE       BACHELOR  49882.50 DIVORCED  53     77    365     65
## 380  963   MALE    HIGH SCHOOL    369.50 DIVORCED  59     72    235     70
## 387  978   MALE    HIGH SCHOOL   4803.50 DIVORCED  54     72    180     15
## 402 1014   MALE LT HIGH SCHOOL  20322.50 DIVORCED  53     66    145     44
## 409 1030   MALE    HIGH SCHOOL  33255.00 DIVORCED  55     70    180     42
## 414 1039 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  58     63    147     40
## 418 1053 FEMALE JUNIOR COLLEGE  49882.50 DIVORCED  47     68    152     75
## 423 1068 FEMALE    HIGH SCHOOL  10161.25 DIVORCED  59     66    135     80
## 425 1071 FEMALE JUNIOR COLLEGE  40645.00 DIVORCED  42     63    132     32
## 426 1076 FEMALE JUNIOR COLLEGE  20322.50 DIVORCED  25     60    212     40
## 432 1094 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  58     59    150     50
## 435 1102 FEMALE    HIGH SCHOOL  15703.75 DIVORCED  33     67    143     44
## 441 1110   MALE    HIGH SCHOOL  49882.50 DIVORCED  45     65    200     50
## 446 1117   MALE       BACHELOR  73900.00 DIVORCED  44     71    190     40
## 450 1129 FEMALE       GRADUATE  60967.50 DIVORCED  39     60    215     47
## 451 1130 FEMALE       BACHELOR  49882.50 DIVORCED  55     62    278     60
## 457 1150 FEMALE       BACHELOR  33255.00 DIVORCED  47     63    125     57
## 466 1170 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  53     71    220     40
## 468 1177 FEMALE JUNIOR COLLEGE  10161.25 DIVORCED  45     68    200     40
## 471 1186   MALE    HIGH SCHOOL  49882.50 DIVORCED  35     75    167     75
## 480 1218 FEMALE    HIGH SCHOOL  12008.75 DIVORCED  56     61    182     37
## 481 1220 FEMALE    HIGH SCHOOL  73900.00 DIVORCED  56     63    115     40
## 482 1223 FEMALE LT HIGH SCHOOL  10161.25 DIVORCED  33     64    131     40
## 483 1225   MALE    HIGH SCHOOL  40645.00 DIVORCED  43     71    190     40
## 487 1236   MALE       GRADUATE  49882.50 DIVORCED  50     72    220     60
## 490 1242   MALE    HIGH SCHOOL  24017.50 DIVORCED  60     75    147     40
## 493 1245 FEMALE    HIGH SCHOOL  15703.75 DIVORCED  43     68    330     38
## 498 1255   MALE LT HIGH SCHOOL  24017.50 DIVORCED  50     69    240     40
## 499 1256 FEMALE JUNIOR COLLEGE   8313.75 DIVORCED  50     62    130     32
## 502 1264 FEMALE    HIGH SCHOOL  13856.25 DIVORCED  53     71    210     40
## 514 1293   MALE       BACHELOR   3325.50 DIVORCED  63     64    160     30
## 525 1326   MALE       GRADUATE  60967.50 DIVORCED  63     72    225     40
## 528 1336   MALE    HIGH SCHOOL  24017.50 DIVORCED  41     71    160     48
## 541 1362   MALE LT HIGH SCHOOL  33255.00 DIVORCED  44     72    220     70
## 542 1365   MALE    HIGH SCHOOL  27712.50 DIVORCED  49     70    270     70
## 553 1387   MALE LT HIGH SCHOOL  24017.50 DIVORCED  52     73    175     45
## 559 1412 FEMALE JUNIOR COLLEGE  33255.00 DIVORCED  60     63    165     39
## 560 1415   MALE    HIGH SCHOOL   3325.50 DIVORCED  46     69    240     40
## 566 1429 FEMALE       BACHELOR  33255.00 DIVORCED  58     63    150     50
## 580 1464   MALE    HIGH SCHOOL  13856.25 DIVORCED  46     64    285     40
## 583 1478   MALE    HIGH SCHOOL  40645.00 DIVORCED  43     74    215     45
## 586 1493 FEMALE       BACHELOR   6651.00 DIVORCED  37     69    170     26
## 588 1495   MALE    HIGH SCHOOL  40645.00 DIVORCED  55     68    216     24
## 615 1555   MALE    HIGH SCHOOL  27712.50 DIVORCED  52     68    180     70
## 630 1593 FEMALE       BACHELOR  49882.50 DIVORCED  59     63    180     34
## 634 1607 FEMALE       GRADUATE  40645.00 DIVORCED  37     67    170     40
## 637 1617   MALE    HIGH SCHOOL   4064.50 DIVORCED  50     72    185     25
## 658 1692   MALE    HIGH SCHOOL  49882.50 DIVORCED  56     72    290     60
## 660 1695   MALE    HIGH SCHOOL  33255.00 DIVORCED  53     71    205     70
## 668 1707 FEMALE       BACHELOR  33255.00 DIVORCED  43     64    205     40
## 669 1709   MALE       GRADUATE  49882.50 DIVORCED  39     78    240     40
## 671 1711 FEMALE    HIGH SCHOOL  20322.50 DIVORCED  57     61    167     80
## 677 1732   MALE       BACHELOR  88680.00 DIVORCED  40     69    190     55
## 683 1740   MALE       GRADUATE  60967.50 DIVORCED  46     70    203     50
## 686 1762   MALE    HIGH SCHOOL   1478.00 DIVORCED  52     70    160     40
## 695 1786   MALE JUNIOR COLLEGE  60967.50 DIVORCED  51     72    275     44
## 696 1792 FEMALE    HIGH SCHOOL  24017.50 DIVORCED  54     65    150     51
## 708 1822   MALE LT HIGH SCHOOL  12008.75 DIVORCED  42     65    206     60
## 713 1838   MALE JUNIOR COLLEGE 103460.00 DIVORCED  47     72    266     75
## 715 1843 FEMALE JUNIOR COLLEGE   2586.50 DIVORCED  43     64    135     40
## 716 1844   MALE    HIGH SCHOOL  27712.50 DIVORCED  39     66    175     50
## 726 1882 FEMALE    HIGH SCHOOL  49882.50 DIVORCED  41     70    169     70
## 731 1888   MALE    HIGH SCHOOL  27712.50 DIVORCED  37     72    180     40
## 732 1890   MALE    HIGH SCHOOL  40645.00 DIVORCED  42     75    245     40
## 733 1891 FEMALE    HIGH SCHOOL  20322.50 DIVORCED  30     62    165     40
## 734 1895 FEMALE       BACHELOR  40645.00 DIVORCED  50     63    112     47
## 736 1899 FEMALE    HIGH SCHOOL    369.50 DIVORCED  51     67    139     30
## 741 1908   MALE    HIGH SCHOOL  17551.25 DIVORCED  30     59    115      8
## 750 1923   MALE JUNIOR COLLEGE  40645.00 DIVORCED  59     71    225     38
## 753 1928 FEMALE    HIGH SCHOOL   8313.75 DIVORCED  44     69    135     25
## 759 1945   MALE       BACHELOR  40645.00 DIVORCED  52     68    210     40
## 768 1968 FEMALE    HIGH SCHOOL   4064.50 DIVORCED  38     61    140     20
## 769 1971   MALE LT HIGH SCHOOL  13856.25 DIVORCED  44     73    240     45
## 773 1977   MALE    HIGH SCHOOL   8313.75 DIVORCED  50     68    150     30
## 775 1985 FEMALE    HIGH SCHOOL  12008.75 DIVORCED  63     64    150     12
## 779 1989 FEMALE    HIGH SCHOOL    369.50 DIVORCED  65     66    157     40
## 780 1992 FEMALE    HIGH SCHOOL  15703.75 DIVORCED  67     66    180     40
## 782 2003   MALE LT HIGH SCHOOL  40645.00 DIVORCED  45     65    175     35
## 784 2008   MALE    HIGH SCHOOL  49882.50 DIVORCED  53     69    170     20
## 794 2038 FEMALE       GRADUATE  40645.00 DIVORCED  41     69    150     50
## 796 2044 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  61     60    165     89
## 800 2050   MALE    HIGH SCHOOL  13856.25 DIVORCED  32     72    185     40
## 804 2066 FEMALE       GRADUATE  33255.00 DIVORCED  43     70    160     50
## 805 2067 FEMALE       BACHELOR  60967.50 DIVORCED  43     67    165     40
## 812 2080   MALE    HIGH SCHOOL  20322.50 DIVORCED  65     68    170     50
## 813 2081   MALE    HIGH SCHOOL  33255.00 DIVORCED  48     71    170     49
## 828 2123 FEMALE LT HIGH SCHOOL  17551.25 DIVORCED  53     67    260     40
## 829 2132 FEMALE LT HIGH SCHOOL  24017.50 DIVORCED  41     66    220     40
## 842 2168 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  68     65    165     20
## 843 2171   MALE       BACHELOR  40645.00 DIVORCED  47     73    265     38
## 844 2172   MALE    HIGH SCHOOL  20322.50 DIVORCED  39     72    230     40
## 846 2174   MALE    HIGH SCHOOL  40645.00 DIVORCED  33     70    225     50
## 847 2176 FEMALE       BACHELOR  24017.50 DIVORCED  40     66    155     40
## 854 2194   MALE    HIGH SCHOOL  60967.50 DIVORCED  53     72    205     55
## 866 2222 FEMALE    HIGH SCHOOL  24017.50 DIVORCED  32     67    170     40
## 887 2268 FEMALE       GRADUATE  49882.50 DIVORCED  70     70    226     32
## 896 2288   MALE       GRADUATE 158656.95 DIVORCED  62     71    220     50
## 911 2339 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  24     64    143     40
## 917 2352 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  54     67    165     40
## 918 2354   MALE    HIGH SCHOOL 103460.00 DIVORCED  49     69    228     50
## 919 2358 FEMALE       BACHELOR  15703.75 DIVORCED  42     69    194     83
## 922 2365   MALE    HIGH SCHOOL  40645.00 DIVORCED  48     72    244     70
## 924 2368 FEMALE    HIGH SCHOOL  27712.50 DIVORCED  64     65    126     40
## 928 2374   MALE       GRADUATE 158656.95 DIVORCED  40     70    290     89
## 938 2395   MALE    HIGH SCHOOL    369.50 DIVORCED  20     73    185     24
## 949 2416   MALE    HIGH SCHOOL  49882.50 DIVORCED  44     70    220     57
## 950 2417 FEMALE       BACHELOR  40645.00 DIVORCED  63     67    175     50
## 956 2438 FEMALE JUNIOR COLLEGE  17551.25 DIVORCED  42     59    155     41
## 957 2447 FEMALE LT HIGH SCHOOL  12008.75 DIVORCED  62     68    200     35
## 966 2466   MALE    HIGH SCHOOL  40645.00 DIVORCED  56     69    190     40
## 967 2467   MALE    HIGH SCHOOL  33255.00 DIVORCED  64     68    150     40
## 968 2474 FEMALE       BACHELOR 158656.95 DIVORCED  38     65    145     45
## 970 2480 FEMALE    HIGH SCHOOL  20322.50 DIVORCED  55     65    208     40
## 971 2482 FEMALE    HIGH SCHOOL  17551.25 DIVORCED  53     70    170     20
## 975 2500   MALE    HIGH SCHOOL  20322.50 DIVORCED  53     72    200     60
## 984 2522 FEMALE    HIGH SCHOOL  24017.50 DIVORCED  49     67    200     50
## 991 2535   MALE    HIGH SCHOOL  33255.00 DIVORCED  56     72    195     46

summarize(): Collapse values to summary statistics

summary(gss)
##        id             sex               degree              income        
##  Min.   :   1.0   Length:994         Length:994         Min.   :   369.5  
##  1st Qu.: 648.2   Class :character   Class :character   1st Qu.: 15703.8  
##  Median :1254.5   Mode  :character   Mode  :character   Median : 27712.5  
##  Mean   :1271.2                                         Mean   : 36887.2  
##  3rd Qu.:1915.8                                         3rd Qu.: 49882.5  
##  Max.   :2538.0                                         Max.   :158657.0  
##    marital               age            height          weight     
##  Length:994         Min.   :19.00   Min.   :57.00   Min.   : 90.0  
##  Class :character   1st Qu.:33.00   1st Qu.:64.00   1st Qu.:150.0  
##  Mode  :character   Median :44.00   Median :67.00   Median :175.0  
##                     Mean   :44.49   Mean   :67.41   Mean   :181.3  
##                     3rd Qu.:55.00   3rd Qu.:70.00   3rd Qu.:205.0  
##                     Max.   :79.00   Max.   :79.00   Max.   :410.0  
##      hrswrk     
##  Min.   : 1.00  
##  1st Qu.:38.00  
##  Median :40.00  
##  Mean   :42.64  
##  3rd Qu.:50.00  
##  Max.   :89.00
aggregate(income ~ sex, data = gss, mean)  #mean income for each gender
##      sex   income
## 1 FEMALE 27300.45
## 2   MALE 46095.81
aggregate(income ~ sex, data = gss, max)   # maximum income for each gender
##      sex income
## 1 FEMALE 158657
## 2   MALE 158657
aggregate(income ~ sex + degree, data = gss, mean) #mean income by gender and level of education
##       sex         degree   income
## 1  FEMALE       BACHELOR 34269.35
## 2    MALE       BACHELOR 60334.88
## 3  FEMALE       GRADUATE 52381.50
## 4    MALE       GRADUATE 82374.55
## 5  FEMALE    HIGH SCHOOL 21630.14
## 6    MALE    HIGH SCHOOL 34749.18
## 7  FEMALE JUNIOR COLLEGE 22180.08
## 8    MALE JUNIOR COLLEGE 43066.72
## 9  FEMALE LT HIGH SCHOOL 11350.58
## 10   MALE LT HIGH SCHOOL 23434.51
aggregate(income ~ marital + sex + age, data = gss, mean)
##           marital    sex age     income
## 1   NEVER MARRIED FEMALE  19   8744.833
## 2   NEVER MARRIED FEMALE  20   4064.500
## 3        DIVORCED   MALE  20    369.500
## 4   NEVER MARRIED   MALE  20   8590.875
## 5   NEVER MARRIED FEMALE  21   5034.438
## 6   NEVER MARRIED   MALE  21   7020.500
## 7   NEVER MARRIED FEMALE  22  12932.500
## 8         MARRIED   MALE  22  27712.500
## 9   NEVER MARRIED   MALE  22   1478.000
## 10  NEVER MARRIED FEMALE  23   8572.400
## 11  NEVER MARRIED   MALE  23  14841.583
## 12       DIVORCED FEMALE  24  27712.500
## 13        MARRIED FEMALE  24   3325.500
## 14  NEVER MARRIED FEMALE  24  14964.750
## 15        MARRIED   MALE  24  10161.250
## 16  NEVER MARRIED   MALE  24  15703.750
## 17       DIVORCED FEMALE  25  20322.500
## 18        MARRIED FEMALE  25  15611.375
## 19  NEVER MARRIED FEMALE  25  13191.150
## 20      SEPARATED FEMALE  25  20322.500
## 21        MARRIED   MALE  25  32331.250
## 22  NEVER MARRIED   MALE  25  22354.750
## 23        MARRIED FEMALE  26  44955.833
## 24  NEVER MARRIED FEMALE  26  19891.417
## 25      SEPARATED FEMALE  26  23093.750
## 26        MARRIED   MALE  26  24017.500
## 27  NEVER MARRIED   MALE  26  16341.977
## 28        MARRIED FEMALE  27   4803.500
## 29  NEVER MARRIED FEMALE  27  20544.200
## 30        MARRIED   MALE  27  34733.000
## 31  NEVER MARRIED   MALE  27  19620.450
## 32        MARRIED FEMALE  28  10807.875
## 33  NEVER MARRIED FEMALE  28  19953.000
## 34      SEPARATED FEMALE  28  12008.750
## 35        MARRIED   MALE  28  55425.000
## 36  NEVER MARRIED   MALE  28  31275.536
## 37        MARRIED FEMALE  29  23709.583
## 38  NEVER MARRIED FEMALE  29  27096.667
## 39        MARRIED   MALE  29  36555.161
## 40  NEVER MARRIED   MALE  29  40067.656
## 41       DIVORCED FEMALE  30  18936.875
## 42        MARRIED FEMALE  30  30437.562
## 43  NEVER MARRIED FEMALE  30  29929.500
## 44      SEPARATED FEMALE  30   6651.000
## 45       DIVORCED   MALE  30  17551.250
## 46        MARRIED   MALE  30  26920.714
## 47  NEVER MARRIED   MALE  30  17999.929
## 48       DIVORCED FEMALE  31   4803.500
## 49        MARRIED FEMALE  31  39378.143
## 50  NEVER MARRIED FEMALE  31   7343.812
## 51       DIVORCED   MALE  31  33255.000
## 52        MARRIED   MALE  31  33255.000
## 53  NEVER MARRIED   MALE  31  22465.600
## 54       DIVORCED FEMALE  32  24017.500
## 55        MARRIED FEMALE  32  55425.000
## 56  NEVER MARRIED FEMALE  32  22724.250
## 57      SEPARATED FEMALE  32  24017.500
## 58       DIVORCED   MALE  32  13856.250
## 59        MARRIED   MALE  32  47757.875
## 60  NEVER MARRIED   MALE  32  33665.556
## 61      SEPARATED   MALE  32   2586.500
## 62       DIVORCED FEMALE  33  12932.500
## 63        MARRIED FEMALE  33  16997.000
## 64  NEVER MARRIED FEMALE  33  25865.000
## 65       DIVORCED   MALE  33  40645.000
## 66        MARRIED   MALE  33  41199.250
## 67  NEVER MARRIED   MALE  33  31407.500
## 68       DIVORCED FEMALE  34  15703.750
## 69        MARRIED FEMALE  34  23199.321
## 70  NEVER MARRIED FEMALE  34  27712.500
## 71      SEPARATED FEMALE  34  25865.000
## 72        MARRIED   MALE  34  40645.000
## 73  NEVER MARRIED   MALE  34  27481.562
## 74        MARRIED FEMALE  35  25056.719
## 75  NEVER MARRIED FEMALE  35  22139.208
## 76        WIDOWED FEMALE  35   2586.500
## 77       DIVORCED   MALE  35  49882.500
## 78        MARRIED   MALE  35  74304.863
## 79  NEVER MARRIED   MALE  35  61583.333
## 80      SEPARATED   MALE  35  17551.250
## 81       DIVORCED FEMALE  36  33255.000
## 82        MARRIED FEMALE  36  44186.042
## 83  NEVER MARRIED FEMALE  36  20322.500
## 84      SEPARATED FEMALE  36  13856.250
## 85        MARRIED   MALE  36  42954.375
## 86  NEVER MARRIED   MALE  36  24017.500
## 87       DIVORCED FEMALE  37  23648.000
## 88        MARRIED FEMALE  37  12932.500
## 89  NEVER MARRIED FEMALE  37  28451.500
## 90      SEPARATED FEMALE  37  10161.250
## 91       DIVORCED   MALE  37  27712.500
## 92        MARRIED   MALE  37  54501.250
## 93  NEVER MARRIED   MALE  37  32100.312
## 94      SEPARATED   MALE  37   6651.000
## 95       DIVORCED FEMALE  38  81360.726
## 96        MARRIED FEMALE  38  21554.167
## 97  NEVER MARRIED FEMALE  38  30175.833
## 98       DIVORCED   MALE  38  12008.750
## 99        MARRIED   MALE  38  93069.051
## 100     SEPARATED   MALE  38  10161.250
## 101      DIVORCED FEMALE  39  60967.500
## 102       MARRIED FEMALE  39  34363.500
## 103 NEVER MARRIED FEMALE  39  13579.125
## 104      DIVORCED   MALE  39  32639.167
## 105       MARRIED   MALE  39  52769.700
## 106 NEVER MARRIED   MALE  39  41568.750
## 107     SEPARATED   MALE  39  15703.750
## 108      DIVORCED FEMALE  40  32331.250
## 109       MARRIED FEMALE  40  29296.071
## 110 NEVER MARRIED FEMALE  40  18936.875
## 111       WIDOWED FEMALE  40  20322.500
## 112      DIVORCED   MALE  40 104962.538
## 113       MARRIED   MALE  40  44340.000
## 114 NEVER MARRIED   MALE  40   9514.625
## 115     SEPARATED   MALE  40  73900.000
## 116       WIDOWED   MALE  40  33255.000
## 117      DIVORCED FEMALE  41  38181.667
## 118       MARRIED FEMALE  41  35718.333
## 119 NEVER MARRIED FEMALE  41  37642.812
## 120      DIVORCED   MALE  41  48958.750
## 121       MARRIED   MALE  41  68866.140
## 122 NEVER MARRIED   MALE  41  28543.875
## 123     SEPARATED   MALE  41   6651.000
## 124      DIVORCED FEMALE  42  21477.188
## 125       MARRIED FEMALE  42  20461.062
## 126 NEVER MARRIED FEMALE  42  38335.625
## 127     SEPARATED FEMALE  42  24017.500
## 128      DIVORCED   MALE  42  66649.140
## 129       MARRIED   MALE  42  64662.500
## 130 NEVER MARRIED   MALE  42  64662.500
## 131     SEPARATED   MALE  42  24017.500
## 132      DIVORCED FEMALE  43  31068.792
## 133       MARRIED FEMALE  43  27823.350
## 134 NEVER MARRIED FEMALE  43  42030.625
## 135     SEPARATED FEMALE  43  24017.500
## 136      DIVORCED   MALE  43  56656.667
## 137       MARRIED   MALE  43  44570.938
## 138     SEPARATED   MALE  43 158656.952
## 139       WIDOWED   MALE  43   8313.750
## 140      DIVORCED FEMALE  44   8313.750
## 141       MARRIED FEMALE  44  15334.250
## 142 NEVER MARRIED FEMALE  44   2586.500
## 143     SEPARATED FEMALE  44  27712.500
## 144      DIVORCED   MALE  44  42723.438
## 145       MARRIED   MALE  44  64143.613
## 146 NEVER MARRIED   MALE  44  25711.042
## 147       WIDOWED   MALE  44  49882.500
## 148      DIVORCED FEMALE  45  15241.875
## 149       MARRIED FEMALE  45  26203.708
## 150 NEVER MARRIED FEMALE  45  47111.250
## 151      DIVORCED   MALE  45  45263.750
## 152       MARRIED   MALE  45  16627.500
## 153 NEVER MARRIED   MALE  45  88680.000
## 154       MARRIED FEMALE  46  29153.550
## 155 NEVER MARRIED FEMALE  46  27404.583
## 156       WIDOWED FEMALE  46   2586.500
## 157      DIVORCED   MALE  46  26049.750
## 158       MARRIED   MALE  46 104269.726
## 159 NEVER MARRIED   MALE  46   2586.500
## 160       WIDOWED   MALE  46  24017.500
## 161      DIVORCED FEMALE  47  41568.750
## 162       MARRIED FEMALE  47  28710.150
## 163 NEVER MARRIED FEMALE  47  30991.812
## 164      DIVORCED   MALE  47  69835.500
## 165       MARRIED   MALE  47  57382.556
## 166 NEVER MARRIED   MALE  47  33255.000
## 167     SEPARATED   MALE  47  17551.250
## 168       MARRIED FEMALE  48  26203.708
## 169 NEVER MARRIED FEMALE  48  45263.750
## 170      DIVORCED   MALE  48  36026.250
## 171       MARRIED   MALE  48  66649.140
## 172     SEPARATED   MALE  48  17551.250
## 173       WIDOWED   MALE  48  33255.000
## 174      DIVORCED FEMALE  49  24017.500
## 175       MARRIED FEMALE  49  76845.175
## 176 NEVER MARRIED FEMALE  49  20322.500
## 177      DIVORCED   MALE  49  65586.250
## 178       MARRIED   MALE  49  59813.134
## 179 NEVER MARRIED   MALE  49  38243.250
## 180     SEPARATED   MALE  49   4064.500
## 181      DIVORCED FEMALE  50  24479.375
## 182       MARRIED FEMALE  50  30510.143
## 183 NEVER MARRIED FEMALE  50  33255.000
## 184     SEPARATED FEMALE  50  88680.000
## 185      DIVORCED   MALE  50  21569.562
## 186       MARRIED   MALE  50  40571.100
## 187      DIVORCED FEMALE  51    369.500
## 188       MARRIED FEMALE  51  44340.000
## 189 NEVER MARRIED FEMALE  51 158656.952
## 190     SEPARATED FEMALE  51  27712.500
## 191       WIDOWED FEMALE  51  19860.625
## 192      DIVORCED   MALE  51  67433.750
## 193       MARRIED   MALE  51  35392.821
## 194 NEVER MARRIED   MALE  51  22170.000
## 195      DIVORCED FEMALE  52  27712.500
## 196       MARRIED FEMALE  52  44413.900
## 197 NEVER MARRIED FEMALE  52  10346.000
## 198     SEPARATED FEMALE  52   8313.750
## 199      DIVORCED   MALE  52  23463.250
## 200       MARRIED   MALE  52  43680.179
## 201 NEVER MARRIED   MALE  52  33255.000
## 202     SEPARATED   MALE  52  49882.500
## 203      DIVORCED FEMALE  53  21431.000
## 204       MARRIED FEMALE  53  21369.417
## 205 NEVER MARRIED FEMALE  53  20630.417
## 206     SEPARATED FEMALE  53  10161.250
## 207       WIDOWED FEMALE  53  13856.250
## 208      DIVORCED   MALE  53  42228.571
## 209       MARRIED   MALE  53  62962.223
## 210 NEVER MARRIED   MALE  53  88680.000
## 211      DIVORCED FEMALE  54  25865.000
## 212       MARRIED FEMALE  54  26029.222
## 213 NEVER MARRIED FEMALE  54  24017.500
## 214      DIVORCED   MALE  54  19029.250
## 215       MARRIED   MALE  54  53304.837
## 216 NEVER MARRIED   MALE  54  23093.750
## 217      DIVORCED FEMALE  55  28636.250
## 218       MARRIED FEMALE  55  22539.500
## 219 NEVER MARRIED FEMALE  55  30483.750
## 220      DIVORCED   MALE  55  44955.833
## 221       MARRIED   MALE  55  72191.640
## 222      DIVORCED FEMALE  56  42184.583
## 223       MARRIED FEMALE  56  27450.771
## 224 NEVER MARRIED FEMALE  56  33870.833
## 225     SEPARATED FEMALE  56  40645.000
## 226       WIDOWED FEMALE  56  33255.000
## 227      DIVORCED   MALE  56  46187.500
## 228       MARRIED   MALE  56  47606.529
## 229 NEVER MARRIED   MALE  56  30483.750
## 230      DIVORCED FEMALE  57  40645.000
## 231       MARRIED FEMALE  57  29398.344
## 232 NEVER MARRIED FEMALE  57  40645.000
## 233       WIDOWED FEMALE  57  20322.500
## 234      DIVORCED   MALE  57 158656.952
## 235       MARRIED   MALE  57  77918.890
## 236 NEVER MARRIED   MALE  57  40645.000
## 237       WIDOWED   MALE  57  20322.500
## 238      DIVORCED FEMALE  58  37296.406
## 239       MARRIED FEMALE  58  39589.286
## 240 NEVER MARRIED FEMALE  58  20322.500
## 241      DIVORCED   MALE  58  73900.000
## 242       MARRIED   MALE  58  40131.806
## 243 NEVER MARRIED   MALE  58   1478.000
## 244     SEPARATED   MALE  58  14780.000
## 245       WIDOWED   MALE  58  40645.000
## 246      DIVORCED FEMALE  59  27004.292
## 247       MARRIED FEMALE  59  29313.667
## 248 NEVER MARRIED FEMALE  59  28636.250
## 249       WIDOWED FEMALE  59  49882.500
## 250      DIVORCED   MALE  59  20507.250
## 251       MARRIED   MALE  59  44709.500
## 252 NEVER MARRIED   MALE  59  24017.500
## 253      DIVORCED FEMALE  60  33255.000
## 254       MARRIED FEMALE  60  51614.531
## 255 NEVER MARRIED FEMALE  60  27712.500
## 256      DIVORCED   MALE  60  24017.500
## 257       MARRIED   MALE  60  94223.784
## 258 NEVER MARRIED   MALE  60  40645.000
## 259       WIDOWED   MALE  60  24017.500
## 260      DIVORCED FEMALE  61  25403.125
## 261       MARRIED FEMALE  61   7513.167
## 262       WIDOWED FEMALE  61  12008.750
## 263       MARRIED   MALE  61 126093.801
## 264 NEVER MARRIED   MALE  61  73900.000
## 265     SEPARATED   MALE  61  20322.500
## 266      DIVORCED FEMALE  62  12008.750
## 267       MARRIED FEMALE  62  41438.367
## 268       WIDOWED FEMALE  62  25865.000
## 269      DIVORCED   MALE  62  95955.976
## 270       MARRIED   MALE  62  55137.050
## 271     SEPARATED   MALE  62  20322.500
## 272      DIVORCED FEMALE  63  34178.750
## 273       MARRIED FEMALE  63   2586.500
## 274       WIDOWED FEMALE  63  10161.250
## 275      DIVORCED   MALE  63  32146.500
## 276       MARRIED   MALE  63  75671.484
## 277     SEPARATED   MALE  63  24017.500
## 278       WIDOWED   MALE  63  88680.000
## 279      DIVORCED FEMALE  64  27712.500
## 280       MARRIED FEMALE  64  30483.750
## 281      DIVORCED   MALE  64  33255.000
## 282       MARRIED   MALE  64  78288.390
## 283       WIDOWED   MALE  64  49882.500
## 284      DIVORCED FEMALE  65   8036.625
## 285       MARRIED FEMALE  65  15149.500
## 286      DIVORCED   MALE  65  70744.817
## 287       MARRIED   MALE  65  76606.093
## 288       MARRIED FEMALE  66  10161.250
## 289 NEVER MARRIED FEMALE  66 158656.952
## 290       WIDOWED FEMALE  66   4064.500
## 291      DIVORCED   MALE  66  88680.000
## 292       MARRIED   MALE  66 104269.726
## 293 NEVER MARRIED   MALE  66  60967.500
## 294       WIDOWED   MALE  66  17551.250
## 295      DIVORCED FEMALE  67  15703.750
## 296       WIDOWED FEMALE  67  30483.750
## 297       MARRIED   MALE  67 116856.301
## 298      DIVORCED FEMALE  68  17551.250
## 299       MARRIED FEMALE  68  27712.500
## 300      DIVORCED   MALE  68 158656.952
## 301 NEVER MARRIED FEMALE  69  33255.000
## 302       WIDOWED FEMALE  69  33255.000
## 303      DIVORCED   MALE  69 158656.952
## 304       MARRIED   MALE  69  15703.750
## 305      DIVORCED FEMALE  70  49882.500
## 306       MARRIED FEMALE  70  13856.250
## 307       MARRIED   MALE  70  48496.875
## 308      DIVORCED FEMALE  71   8313.750
## 309       WIDOWED FEMALE  71  19860.625
## 310       MARRIED   MALE  71  15703.750
## 311       MARRIED FEMALE  72   4064.500
## 312 NEVER MARRIED FEMALE  72  17551.250
## 313       MARRIED   MALE  72  40645.000
## 314 NEVER MARRIED   MALE  72  60967.500
## 315       MARRIED   MALE  73  10161.250
## 316      DIVORCED FEMALE  74  10161.250
## 317 NEVER MARRIED FEMALE  74  15703.750
## 318       WIDOWED FEMALE  74    369.500
## 319       MARRIED   MALE  74  12008.750
## 320 NEVER MARRIED   MALE  74  27712.500
## 321       WIDOWED FEMALE  75   8313.750
## 322       MARRIED   MALE  75  40645.000
## 323       MARRIED   MALE  76   1478.000
## 324       WIDOWED   MALE  76  20322.500
## 325       MARRIED FEMALE  77  40645.000
## 326       WIDOWED   MALE  78   6651.000
## 327       MARRIED   MALE  79  15703.750
# Basic summary
summary_stats <- summarize(gss,
                           avg_income = mean(income),
                           max_age = max(age),
                           min_income = min(income))

print(summary_stats)
##   avg_income max_age min_income
## 1   36887.22      79      369.5

group_by(): Group operations by one or more variables

Group data before summarizing or mutating.

# Group by degree and compute average income
gss |>
  dplyr::group_by(degree) |>
  dplyr::summarize(avg_income = mean(income))
## # A tibble: 5 × 2
##   degree         avg_income
##   <chr>               <dbl>
## 1 BACHELOR           47739.
## 2 GRADUATE           68458.
## 3 HIGH SCHOOL        28310.
## 4 JUNIOR COLLEGE     30580.
## 5 LT HIGH SCHOOL     18413.
# Count number of people per department
 gss |>
  dplyr::group_by(marital) |>
  dplyr::tally()
## # A tibble: 5 × 2
##   marital           n
##   <chr>         <int>
## 1 DIVORCED        172
## 2 MARRIED         480
## 3 NEVER MARRIED   269
## 4 SEPARATED        37
## 5 WIDOWED          36
# Mutate within groups
gss |>
  dplyr::group_by(degree) |>
  dplyr::mutate(avg_degree_income = mean(income, na.rm = TRUE))
## # A tibble: 994 × 10
## # Groups:   degree [5]
##       id sex    degree         income marital     age height weight hrswrk
##    <int> <chr>  <chr>           <dbl> <chr>     <int>  <int>  <int>  <int>
##  1     1 MALE   BACHELOR       60968. DIVORCED     53     72    190     60
##  2     2 FEMALE BACHELOR       60968. MARRIED      26     60     97     40
##  3     4 FEMALE BACHELOR       10161. MARRIED      56     68    160     20
##  4    14 FEMALE HIGH SCHOOL    17551. MARRIED      40     65    156     37
##  5    16 MALE   HIGH SCHOOL    17551. MARRIED      56     66    210      6
##  6    19 MALE   LT HIGH SCHOOL 15704. MARRIED      51     68    170     50
##  7    21 FEMALE HIGH SCHOOL    17551. DIVORCED     30     62    115     38
##  8    27 MALE   HIGH SCHOOL    17551. SEPARATED    35     70    180     40
##  9    28 MALE   BACHELOR       73900  MARRIED      57     71    225     40
## 10    30 MALE   BACHELOR       33255  DIVORCED     54     71    165     40
## # ℹ 984 more rows
## # ℹ 1 more variable: avg_degree_income <dbl>

Homework Assignment

Exercise A: Import and Explore

  • Download a public dataset (german_credit__data)

  • Load it using read.csv() or rio()

  • Print first few rows and check data types

Exercise B: Filter and Select

  • Use filter() to extract relevant rows (e.g., “Credit amount>5000”)

  • Use select() to keep only necessary columns

Exercise C: Mutate

Add at least two new computed columns:

  • One conditional flag (e.g., male/female sex)

Exercise D: Group and Summarize

Use group_by() and summarize() to get:

  • Average value per category

  • Count per category

  • Sort results by average value descending

Exercise E: Write Your Own Pipeline

  • Combine %>% and at least 3 dplyr verbs to produce a clean result

  • Comment each step clearly

Additional Resources