Data transformation: Rows

Nicky Wakim

Data transformations on rows

We defined dplyr functions as operations that use columns as arguments
- This is still true for row transformations
- We use columns to define the rows we want to keep, remove, or modify

There are many functions that can be used to transform rows

We will cover the most common ones here:
- filter()
- arrange()
- distinct()

Please note that I reduced the columns in hrs_data to make the output easier to read. The functions work the same way with all columns.

`filter()`

filter() allows us to keep rows (aka subset our data) based on conditions we specify (in the columns)
We input our data frame as the first argument, and then we specify the conditions for filtering in the second argument

We can use the following comparison operators to specify our conditions:
- >: greater than
- <: less than
- >=: greater than or equal to
- <=: less than or equal to
- ==: equal to
- !=: not equal to

Example: filtering `age_yr`

Let’s filter on a numeric variable, age_yr: all rows with age_yr values greater than 99
- We will expect to return rows with age_yr values of 100 and above from hrs_data

hrs_data |>
  filter(
    age_yr > 99
    )

1: The first argument is the data frame we want to operate on (in this case, hrs_data)
2: The second argument is the condition we want to apply to filter our data (in this case, age_yr > 99)
3: The condition is specified using a comparison operator (in this case, >) and the variable we want to filter on (in this case, age_yr)

          id age_yr ed cesd             degree  srh
1 559512_010    100 14    2 Associate's degree Good

Example: filtering `age_yr`, now only exact matches

Let’s filter on a numeric variable, age_yr: all rows with age_yr values equal to 38
- We will expect to return rows with age_yr values of 38 from hrs_data

hrs_data |> 
  filter(age_yr == 38)

1: Notice the change in the operator!! We are now using ==.

          id age_yr ed cesd          degree       srh
1 557909_020     38 16    1 Master's degree      Fair
2 553815_020     38 NA    0            <NA> Excellent
3 551116_020     38 NA    0            <NA> Very Good

Example: filtering degree

degree is a categorical variable
For categorical variables, we can only use == or != to filter on exact matches
degree has the following possible values: NA, None, GED, High school diploma, Associate's degree, Bachelor's degree, and Master's degree, Professional degree (Ph.D./M.D./JD)

hrs_data |>
  filter(degree == "Master's degree")

1: We must include ” ” around the value for categorical variables. The exact spelling needs to match.

          id age_yr ed cesd          degree       srh
1 558143_020     50 16    1 Master's degree Excellent
2 554789_020     71 16    3 Master's degree      Good
3 556288_020     70 16    1 Master's degree Very Good
4 551108_020     51 13    4 Master's degree      Good
5 556018_020     53 16    1 Master's degree      Fair
6 559002_010     54 17    7 Master's degree      Good

Example: filtering degree but mispelling the value

What happens if I mispell “Master’s degree” as “Masters degree” (without the apostrophe)?
R will not throw an error: we need to check our output!!

hrs_data |>
  filter(
    degree == "Masters degree"
    )

1: I forgot the apostrophe in “Master’s degree” and I get 0 rows returned.

[1] id     age_yr ed     cesd   degree srh   
<0 rows> (or 0-length row.names)

Example: filtering degree for everything except a Master’s

If we want everything* except Master’s degrees, we use the “not equal” sign (!=)
- *Everything does not include NA values, which we will discuss in the next slide

hrs_data |>
  filter(degree != "Master's degree")

             id age_yr ed cesd                              degree       srh
1    555339_020     56 12    6                 High school diploma      Good
2    551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
3    550516_010     62 11    1                                None Excellent
4    559093_010     51 13    2                  Associate's degree      Fair
5    551238_010     53 12    4                 High school diploma      Good
6    554874_010     60 12    0                                None      Fair
7    551179_010     57 12    0                                None Very Good
8    555578_020     55 10    1                                None Excellent
9    550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
10   552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
11   554670_020     75 12    4                                 GED      Fair
12   551973_010     56 12    2                 High school diploma      Fair
13   557680_020     67 12    0                 High school diploma Excellent
14   556364_010     79 14    0                  Associate's degree      Good
15   552323_010     71  5    1                                None      Poor
16   554006_010     74 13    1                  Associate's degree Very Good
17   551054_010     57 12    1                 High school diploma Very Good
18   557601_010     90 12    0                 High school diploma      Good
19   557595_020     63  7    0                                None Very Good
20   558004_010     53 12    2                 High school diploma      Good
21   553553_010     53  9    2                 High school diploma      Good
22   555463_010     84  6    3                                None      Poor
23   559646_010     53 16    5                  Associate's degree      Poor
24   551767_010     53 14    3                  Associate's degree Excellent
25   555324_010     54  7    1                                None Very Good
26   554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
27   557351_020     69 11    5                                 GED      Fair
28   556900_010     52 13    2                  Associate's degree      Poor
29   554807_010     68  4    1                                None      Good
30   551191_010     82 13    3                  Associate's degree      Fair
31   559148_010     60  6    0                                None      Good
32   557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
33   552766_010     74 14    0                  Associate's degree      Good
34   556979_010     53 NA    0                                 GED Very Good
35   558974_010     55 13    2                  Associate's degree      Good
36   551604_020     74 14    2                  Associate's degree Very Good
37   557139_010     71 12    3                 High school diploma      Fair
38   555071_020     48 12    3                                 GED Very Good
39   557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
40   557646_010     56 14    4                  Associate's degree      Fair
41   553817_010     56 12    6                 High school diploma      Good
42   559346_010     74 12    0                                None      Good
43   558935_010     66 12    0                 High school diploma      Good
44   551604_020     76 14    2                  Associate's degree Very Good
45   558588_010     62 14    2                  Associate's degree      Good
46   559292_010     56 11    6                                None      Fair
47   551179_020     57  9    3                                None      Good
48   558926_020     56 13    1                   Bachelor's degree      Good
49   556712_010     58 13    2                  Associate's degree      Fair
50   557375_010     51  6    1                                None      Fair
51   554075_010     65 11    0                 High school diploma      Good
52   554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
53   554481_010     63  3    0                 High school diploma Excellent
54   559660_010     62 11    1                                None      Fair
55   552314_010     64 14    3                  Associate's degree      Fair
56   556207_010     77 12    0                                 GED      Fair
57   551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
58   552482_010     68 10    1                                None      Fair
59   556712_010     58 13    2                  Associate's degree      Fair
60   554818_010     59 14    3                  Associate's degree Very Good
61   554186_010     54 11    0                                None      Poor
62   559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
63   550500_010     91  4    3                                None Very Good
64   554341_010     51 14    2                  Associate's degree Very Good
65   550964_010     53 12    1                 High school diploma Very Good
66   550920_020     55  9    3                                None      Fair
67   554344_020     67 15    1                  Associate's degree      Good
68   557446_010     55 15    1                   Bachelor's degree      Poor
69   558646_010     64 11    2                                None      Good
70   550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
71   552761_020     60 11    2                                None      Fair
72   559996_010     63 14    3                   Bachelor's degree      Fair
73   551602_010     71  0    0                                None      Fair
74   556646_010     69 15    0                  Associate's degree Very Good
75   559573_010     65 12    1                 High school diploma      Fair
76   555495_010     57 12    1                 High school diploma Excellent
77   552423_020     56 14    1                  Associate's degree Very Good
78   554494_010     54 12    0                 High school diploma      Good
79   551026_010     78 12    0                 High school diploma      Good
80   554561_010     54 16    0                  Associate's degree      Good
81   552780_010     73 13    0                  Associate's degree Excellent
82   550345_010     72 12    0                 High school diploma      Fair
83   557516_010     96 12    5                                 GED      Fair
84   554228_020     69 16    7                  Associate's degree      Fair
85   554680_010     65 12    1                 High school diploma      Good
86   556870_010     67 13    0                  Associate's degree      Fair
87   553826_020     62 14    0                  Associate's degree Excellent
88   552941_010     52 12    7                 High school diploma      Good
89   556712_010     58 13    2                  Associate's degree      Fair
90   556668_010     84  8    3                                None      Poor
91   555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
92   550240_010     73 12    6                                 GED Very Good
93   558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
94   559227_010     53 12    2                 High school diploma      Poor
95   555209_010     52 NA    0                                 GED      Good
96   550859_010     56 15    0                  Associate's degree      Fair
97   559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
98   555053_010     85  3    1                                None      Good
99   553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
100  553881_010     59 13    0                  Associate's degree Very Good
101  555886_020     58 14    0                  Associate's degree      Good
102  554832_020     61 12    2                 High school diploma      Good
103  556394_020     68 12    3                 High school diploma      Good
104  553435_010     76  2    3                 High school diploma Very Good
105  558774_020     56  3    0                                None      Fair
106  551225_010     55  6    2                                None      Fair
107  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
108  552034_010     69 15    1                  Associate's degree      Good
109  551143_020     50 10    8                                 GED      Fair
110  558360_010     64 12    3                                 GED Very Good
111  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
112  559885_010     52 14    3                  Associate's degree Very Good
113  551845_020     74 15    0                  Associate's degree Very Good
114  555737_020     41  3    0                                None      Good
115  556499_010     62 12    4                 High school diploma      Good
116  557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
117  556779_020     51 14    2                   Bachelor's degree      Good
118  552567_010     58 16    1                  Associate's degree      Good
119  556143_010     58 14    0                   Bachelor's degree Very Good
120  552892_020     62 16    6                  Associate's degree      Fair
121  554425_010     69 12    2                 High school diploma      Fair
122  550696_010     70  9    1                                 GED Very Good
123  555221_010     59  6    2                                None      Fair
124  554911_010     74 13    4                  Associate's degree      Good
125  555918_010     52 12    1                 High school diploma      Fair
126  556114_010     52 15    0                   Bachelor's degree      Good
127  559843_010     59 14    0                  Associate's degree      Fair
128  558974_010     55 13    2                  Associate's degree      Good
129  558837_020     67  0    3                                None      Fair
130  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
131  552279_010     69  6    0                                None      Fair
132  551238_020     52 14    4                  Associate's degree      Good
133  550753_020     54 15    0                   Bachelor's degree      Good
134  551007_020     66 10    7                                None      Good
135  559287_010     70 14    0                  Associate's degree Excellent
136  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
137  556390_010     52 15    0                  Associate's degree      Good
138  556989_010     77 14    3                  Associate's degree      Fair
139  552082_020     69 10    5                                None      Fair
140  558355_010     69 11    2                                None      Fair
141  559806_010     65  0    1                                None      Fair
142  552618_010     64 12    3                 High school diploma      Fair
143  555041_020     76 14    1                   Bachelor's degree      Good
144  550930_010     56 14    1                  Associate's degree      Fair
145  558039_010     63 13    6                  Associate's degree      Fair
146  553564_020     46 11    0                                None      Fair
147  556836_010     52 10    4                                 GED      Poor
148  550962_020     52 12    1                 High school diploma      Fair
149  558741_010     78 12    6                                 GED      Fair
150  552681_020     51 12    2                 High school diploma      Fair
151  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
152  552323_020     68  4    6                                None      Poor
153  558403_020     49 12    0                 High school diploma      Fair
154  559470_010     66 14    0                   Bachelor's degree      Good
155  556475_010     71 14    1                  Associate's degree      Good
156  557125_010     58 10    7                                None      Poor
157  556224_010     67 15    0                  Associate's degree      Good
158  550119_020     80 12    0                 High school diploma      Good
159  550462_010     56  9    0                                 GED      Fair
160  555545_010     60 11    1                                None Excellent
161  550437_010     64 12    2                 High school diploma      Good
162  553055_010     62 13    1                  Associate's degree      Fair
163  551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
164  550543_010     52 15    0                  Associate's degree      Good
165  558391_020     53 12    0                 High school diploma      Good
166  557031_010     52 14    1                  Associate's degree      Good
167  555473_010     64 11    3                                None      Fair
168  552279_020     59  6    0                                None      Fair
169  555085_020     56 NA    0                   Bachelor's degree Excellent
170  551878_020     50 11    2                                 GED Very Good
171  553280_020     40  4    6                                None Very Good
172  556531_010     58 13    1                   Bachelor's degree      Good
173  551557_010     53 13    1                  Associate's degree      Good
174  556944_010     59 13    1                  Associate's degree Excellent
175  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
176  556635_010     68 12    3                 High school diploma Very Good
177  556943_020     54 12    1                 High school diploma      Good
178  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
179  558281_010     88  4    2                                None      Fair
180  557269_010     58 13    7                  Associate's degree      Good
181  552383_010     71 11    2                                None      Good
182  554674_010     54 14    2                  Associate's degree      Good
183  559603_020     67 12    0                 High school diploma      Good
184  557358_010     60 11    6                                 GED      Poor
185  553252_010     56  6    2                                None      Fair
186  556089_010     65 12    1                                 GED      Fair
187  559704_010     60 14    1                   Bachelor's degree Excellent
188  554370_010     73 14    1                  Associate's degree Very Good
189  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
190  551991_020     50 12    2                                 GED      Good
191  551505_010     74 12    0                 High school diploma      Good
192  554365_020     59  6    0                                None      Good
193  555115_010     72 14    7                  Associate's degree      Poor
194  554172_010     61 15    5                  Associate's degree      Fair
195  557061_010     53 13    1                  Associate's degree      Good
196  553961_020     56 14    0                   Bachelor's degree      Fair
197  551547_010     68 13    2                  Associate's degree      Good
198  551553_020     66 12    2                 High school diploma      Good
199  559839_010     53 13    0                  Associate's degree      Fair
200  556266_010     57 14    3                  Associate's degree      Fair
201  559487_010     72 13    5                  Associate's degree      Fair
202  555922_010     74  9    0                                None      Fair
203  559767_010     76 11    0                                None      Fair
204  555064_020     50 11    1                                None      Fair
205  550233_020     64 12    1                 High school diploma      Fair
206  552986_010     90 12    1                 High school diploma      Fair
207  557977_010     57 12    0                 High school diploma Excellent
208  555314_010     82 12    0                                 GED      Fair
209  555872_010     56 14    0                   Bachelor's degree Very Good
210  550233_020     64 13    1                  Associate's degree      Fair
211  556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
212  553640_010     77 11    0                 High school diploma      Good
213  552320_010     63  6    2                                None      Fair
214  559984_010     75  6    0                                None      Fair
215  552159_010     57 14    4                  Associate's degree      Good
216  550516_010     62 11    1                                None Excellent
217  555239_010     94  9    1                                None Excellent
218  557667_010     54 14    8                   Bachelor's degree      Poor
219  558184_020     54  4    6                                None      Fair
220  550513_010     80 12    0                 High school diploma      Good
221  557795_010     82 12    4                 High school diploma      Fair
222  554377_010     56 12    0                 High school diploma      Good
223  557337_020     48  6    6                                None      Fair
224  553715_020     57 12    1                 High school diploma      Fair
225  554076_010     53 14    0                   Bachelor's degree Very Good
226  557914_010     53 12    0                 High school diploma Very Good
227  551414_020     61  8    0                                None Very Good
228  552490_010     71 12    2                 High school diploma      Good
229  550581_020     62  5    2                                None Very Good
230  559484_020     53 12    1                 High school diploma Very Good
231  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
232  550822_020     54 12    4                                None      Fair
233  553055_010     62 13    1                  Associate's degree      Fair
234  558837_010     67  7    0                                None      Fair
235  557244_010     57  7    8                                None Very Good
236  554443_010     64 11    2                                None      Fair
237  559342_020     60 12    0                 High school diploma      Fair
238  552498_010     67 NA    0                                None Very Good
239  558638_010     70  4    3                                None      Fair
240  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
241  553060_020     52 15    1                  Associate's degree      Good
242  550147_010     59 12    0                 High school diploma      Fair
243  554486_010     69 14    1                   Bachelor's degree      Fair
244  554301_010     51 14    1                   Bachelor's degree Excellent
245  551299_010     59 14    6                   Bachelor's degree      Poor
246  555737_020     41  6    0                                None      Good
247  556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
248  552079_010     51 12    5                 High school diploma      Good
249  558252_010     51 10    7                                None      Fair
250  555848_010     64 14    1                  Associate's degree Excellent
251  558142_010     91  6    2                                None      Good
252  551723_020     66  6    1                                None      Poor
253  557456_020     60  6    4                                None Excellent
254  558837_010     67  7    0                                None      Fair
255  559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
256  552868_010     63 12    3                 High school diploma      Good
257  559055_010     80  8    2                                None      Good
258  556345_010     63 13    6                  Associate's degree      Poor
259  555900_010     55 12    0                 High school diploma Very Good
260  554594_010     58 14    1                   Bachelor's degree      Good
261  550587_010     66 14    3                   Bachelor's degree Excellent
262  551579_010     57 10    7                                None      Poor
263  550698_010     65 14    0                  Associate's degree      Fair
264  552346_010     50 12    0                 High school diploma Very Good
265  557690_010     60  6    2                                None      Poor
266  559806_020     47  5    0                                None      Fair
267  557269_010     58 13    7                  Associate's degree      Good
268  556549_010     72 12    1                 High school diploma      Fair
269  559839_010     53 12    0                  Associate's degree      Good
270  558844_020     42 NA    0                                None Very Good
271  552418_010     66 12    6                 High school diploma      Poor
272  559213_010     63 14    4                   Bachelor's degree      Good
273  552949_010     53 14    5                  Associate's degree      Fair
274  556384_010     66  3    7                                None      Fair
275  558266_010     56  3    2                 High school diploma      Fair
276  554092_010     74 13    0                  Associate's degree      Good
277  554252_020     48  3    1                                None      Good
278  559949_010     63 12    7                                None      Fair
279  553651_010     77 12    3                                 GED      Good
280  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
281  558664_010     57 14    1                   Bachelor's degree      Good
282  558281_010     88  4    2                                None      Fair
283  551845_010     67 13    4                  Associate's degree      Good
284  559586_010     55 16    4                   Bachelor's degree      Good
285  557595_020     63  7    0                                None Excellent
286  556413_020     55 12    0                 High school diploma      Good
287  555071_010     50 12    4                                 GED      Good
288  556073_010     65 11    5                 High school diploma Very Good
289  556870_010     67 13    0                  Associate's degree      Fair
290  555767_010     57 11    2                                None Excellent
291  556793_010     53 11    4                                None      Fair
292  552989_020     49 12    0                 High school diploma Very Good
293  551087_020     61 12    0                 High school diploma      Good
294  557038_010     68 14    0                  Associate's degree      Good
295  552192_010     56 14    5                  Associate's degree      Fair
296  557031_010     52 14    1                  Associate's degree      Good
297  558099_010     68 12    1                 High school diploma      Fair
298  550516_010     62 11    1                                None Excellent
299  551054_010     57 12    1                 High school diploma Very Good
300  552544_010     56 12    1                 High school diploma Very Good
301  550753_020     53 15    0                   Bachelor's degree      Good
302  559342_020     69 16    0                  Associate's degree      Fair
303  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
304  552103_010     53 10    1                                None      Fair
305  557104_010     61 12    0                 High school diploma Very Good
306  551762_020     43 14    0                   Bachelor's degree Very Good
307  558246_010     55 11    4                                 GED Very Good
308  559819_010     51  6    6                                None      Fair
309  557025_010     62 12    1                 High school diploma      Fair
310  551179_020     57  9    3                                None Very Good
311  550581_020     70  5    8                                None      Fair
312  557470_020     55 14    0                  Associate's degree      Good
313  557889_010     62 12    1                 High school diploma Very Good
314  559587_020     83 14    0                 High school diploma      Good
315  551121_010     63 NA    1                 High school diploma      Fair
316  556453_020     64  6    2                                None      Good
317  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
318  555946_010     64 12    0                 High school diploma Very Good
319  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
320  550614_020     47 12    0                 High school diploma      Good
321  555176_010     65 13    1                  Associate's degree      Good
322  559683_010     57 15    6                  Associate's degree      Fair
323  553413_010     64  7    3                                None      Fair
324  559898_020     50 12    0                 High school diploma      Good
325  556709_010     69 12    7                 High school diploma      Poor
326  552741_010     55 13    2                  Associate's degree      Fair
327  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
328  553267_010     70  9    0                 High school diploma Very Good
329  556131_010     50 13    2                  Associate's degree      Good
330  555601_010     58 14    1                 High school diploma      Fair
331  559133_010     81 12    0                 High school diploma Very Good
332  554006_010     74 13    1                  Associate's degree Very Good
333  550173_010     52 14    1                  Associate's degree      Good
334  553413_020     64 12    2                 High school diploma      Fair
335  558096_010     79  0    0                                None      Poor
336  556741_010     54 14    1                   Bachelor's degree Very Good
337  552868_010     63 12    3                 High school diploma      Good
338  550962_020     52 12    1                 High school diploma      Fair
339  559785_020     57 12    4                                 GED      Poor
340  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
341  555314_010     84 12    0                                 GED      Fair
342  557574_010     62  5    1                                None Very Good
343  559245_010     76 11    7                                None      Fair
344  554911_010     74 13    4                  Associate's degree      Good
345  556712_010     58 13    2                  Associate's degree      Fair
346  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
347  555515_010     52  9    1                                 GED      Fair
348  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
349  550239_020     48 10    1                 High school diploma Very Good
350  556090_010     50 12    0                 High school diploma Very Good
351  552590_010     62 NA    3                                None      Fair
352  559494_020     34 16    0                  Associate's degree Very Good
353  557263_020     46 15    1                   Bachelor's degree      Good
354  552346_010     50 12    0                 High school diploma Very Good
355  552613_010     51 14    1                  Associate's degree      Good
356  553721_010     55 12    1                 High school diploma      Good
357  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
358  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
359  552766_010     74 14    0                  Associate's degree      Good
360  553393_010     52 12    5                 High school diploma Very Good
361  551991_010     53 12    4                                 GED      Good
362  557093_010     61 11    0                                None      Fair
363  556428_010     66 14    1                  Associate's degree      Good
364  552989_010     57  6    0                 High school diploma      Fair
365  552734_010     53  9    5                                None      Good
366  559843_020     56 14    0                  Associate's degree      Good
367  551279_010     54 12    1                 High school diploma      Good
368  551444_010     65 12    1                 High school diploma      Fair
369  554819_010     52 16    3                  Associate's degree      Good
370  551372_010     56 12    1                                 GED      Fair
371  551548_010     61 14    6                  Associate's degree      Fair
372  554003_010     57 12    6                 High school diploma      Poor
373  555663_010     56  6    1                                None      Fair
374  551188_010     56  6    3                                None      Poor
375  558391_020     53 12    0                 High school diploma      Good
376  553699_010     63  9    6                                None Very Good
377  554655_010     53 12    8                 High school diploma      Fair
378  553237_010     56 12    0                 High school diploma Excellent
379  550902_010     51 12    7                 High school diploma      Good
380  552777_010     76  2    0                                None      Good
381  556394_020     59 13    3                  Associate's degree      Good
382  556499_010     62 12    4                 High school diploma      Good
383  550240_020     72 12    4                 High school diploma      Fair
384  559093_020     47 14    2                  Associate's degree      Good
385  552741_010     56 13    2                  Associate's degree      Fair
386  557856_010     61 13    2                  Associate's degree      Fair
387  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
388  557391_020     65  9    2                                None      Fair
389  552423_020     55 13    1                  Associate's degree Very Good
390  551305_010     54 12    0                 High school diploma Very Good
391  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
392  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
393  554146_010     62 13    3                  Associate's degree Excellent
394  550753_010     58 13    1                  Associate's degree Very Good
395  552034_010     69 15    1                  Associate's degree      Good
396  552418_010     66 12    6                 High school diploma      Poor
397  551761_020     63 12    0                 High school diploma Very Good
398  554247_020     73 10    1                 High school diploma      Fair
399  559551_010     56 11    2                                None      Fair
400  556398_010     67 12    0                 High school diploma      Fair
401  557061_010     53 13    1                  Associate's degree      Good
402  556260_010     53 14    0                   Bachelor's degree      Good
403  558082_010     82 12    1                 High school diploma      Good
404  552874_010     63 12    4                 High school diploma      Fair
405  552748_020     63 12    1                 High school diploma Very Good
406  558844_020     42 NA    0                                None Very Good
407  554818_010     59 14    3                  Associate's degree Very Good
408  552104_020     51 16    4                   Bachelor's degree      Poor
409  550920_020     59 10    5                                None      Fair
410  552065_010     70 12    0                 High school diploma      Good
411  557767_010     68 14    4                   Bachelor's degree Excellent
412  550661_010     54  7    7                                None      Poor
413  557104_010     61 12    0                 High school diploma Very Good
414  552193_010     57 NA    0                                None Very Good
415  558938_010     53 15    3                   Bachelor's degree Very Good
416  555877_010     53 16    6                  Associate's degree      Poor
417  559269_010     54 10    1                 High school diploma      Fair
418  551414_020     61  8    0                                None Very Good
419  559223_010     49 12    4                  Associate's degree      Fair
420  553055_020     55 13    0                  Associate's degree      Good
421  558264_010     58 11    0                                None      Fair
422  556516_010     56 12    0                 High school diploma      Fair
423  552154_020     49  9    5                                None      Fair
424  550147_010     59 12    0                 High school diploma      Fair
425  557407_010     52 13    4                  Associate's degree      Poor
426  556741_010     54 14    1                   Bachelor's degree Very Good
427  556833_010     54  9    0                                None Excellent
428  555405_020     53 12    2                 High school diploma Excellent
429  550661_010     53  7    7                                None      Poor
430  556088_010     88 10    6                                None      Fair
431  554154_020     56  8    0                                None      Fair
432  551645_010     72 13    0                  Associate's degree Very Good
433  552544_010     56 12    1                 High school diploma Very Good
434  555800_010     72 14    0                   Bachelor's degree Very Good
435  550698_010     61 14    0                  Associate's degree      Fair
436  558187_020     50  9    2                                 GED      Poor
437  557649_010     60 14    2                   Bachelor's degree Very Good
438  558543_020     64 13    0                  Associate's degree Very Good
439  555915_020     54 12    1                 High school diploma Very Good
440  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
441  554953_010     53  6    0                                None Excellent
442  558859_010     54 14    3                   Bachelor's degree Very Good
443  557802_010     67 14    1                   Bachelor's degree Very Good
444  554624_010     90  7    0                                None      Fair
445  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
446  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
447  554344_010     70 15    0                  Associate's degree      Good
448  552192_010     56 14    5                  Associate's degree      Fair
449  551132_020     56 14    1                   Bachelor's degree Very Good
450  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
451  556453_020     65  8    2                                None      Good
452  559907_010     57  8    0                                None Very Good
453  558158_010     57 13    0                  Associate's degree      Good
454  556779_010     57 14    0                   Bachelor's degree      Good
455  554003_010     57 12    6                 High school diploma      Poor
456  554793_010     64 12    1                 High school diploma      Good
457  556149_010     59 13    8                  Associate's degree      Poor
458  552504_010     55 10    3                                None Very Good
459  558069_010     67 15    2                   Bachelor's degree      Fair
460  556675_010     57 14    1                  Associate's degree Very Good
461  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
462  550516_010     62 11    1                                None Excellent
463  553262_010     52 12    5                 High school diploma      Good
464  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
465  558380_010     63 10    0                                None      Fair
466  550827_010     65 13    1                  Associate's degree      Fair
467  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
468  556570_010     59 14    0                  Associate's degree Excellent
469  558316_010     67 12    0                                 GED      Good
470  555241_010     52 12    7                 High school diploma      Fair
471  557111_020     79 12    2                                None Very Good
472  555545_010     60 11    1                                None Excellent
473  551214_010     66  0    3                                None      Fair
474  556943_020     53 12    1                 High school diploma      Good
475  553826_010     63 14    0                  Associate's degree Excellent
476  557351_020     67 11    5                                 GED      Fair
477  550156_020     51 11    0                                None      Good
478  554874_010     60 12    0                                None      Fair
479  557721_020     53 14    0                  Associate's degree Very Good
480  558985_010     54 13    7                   Bachelor's degree      Fair
481  552329_010     55 13    0                  Associate's degree      Fair
482  556088_010     88  6    6                                None      Fair
483  550503_010     79  8    0                                None      Fair
484  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
485  557375_010     51  6    1                                None      Fair
486  557571_010     68 12    2                 High school diploma Very Good
487  559644_010     61 12    2                                None      Poor
488  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
489  555952_020     51 11    5                 High school diploma      Good
490  557804_020     59 13    4                   Bachelor's degree      Poor
491  551054_010     57 12    1                 High school diploma Very Good
492  558001_010     53 11    1                                 GED Very Good
493  558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
494  552780_020     71 NA    0                 High school diploma Very Good
495  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
496  551761_010     73 12    0                 High school diploma Excellent
497  551461_020     52 NA    1                 High school diploma Very Good
498  551808_020     70 12    0                                None Very Good
499  553206_010     54 14    0                  Associate's degree      Fair
500  557983_010     68 12    0                 High school diploma      Fair
501  559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
502  556175_010     54 12    1                 High school diploma      Good
503  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
504  555578_010     60 12    1                 High school diploma Very Good
505  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
506  555955_010     89  8    1                                None      Fair
507  557461_010     55 14    0                   Bachelor's degree      Good
508  556008_020     47 11    1                                None      Good
509  559587_020     71 14    0                 High school diploma      Good
510  556541_010     57 12    1                 High school diploma Very Good
511  550183_010     73 16    0                   Bachelor's degree Very Good
512  559515_020     67 14    0                   Bachelor's degree      Good
513  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
514  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
515  556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
516  558156_010     75 10    0                                None      Fair
517  552339_010     55 12    4                                 GED      Poor
518  557384_010     71 14    2                  Associate's degree      Good
519  556424_010     51 12    1                 High school diploma      Good
520  557253_010     74 12    1                 High school diploma      Good
521  553852_010     52 12    0                 High school diploma      Good
522  551110_010     68 12    0                                 GED      Good
523  556873_010     70  4    1                                None Very Good
524  559812_010     57 12    6                 High school diploma      Fair
525  557223_020     64 11    1                                None      Good
526  559353_010     51 12    0                 High school diploma      Good
527  557141_010     53  9    0                 High school diploma      Fair
528  555578_020     58 10    1                                None Very Good
529  558052_010     56 10    4                                None      Fair
530  552681_010     52 12    0                 High school diploma Very Good
531  558867_010     68 13    3                  Associate's degree      Fair
532  559229_020     47 12    0                 High school diploma Very Good
533  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
534  554154_020     56  8    0                                None      Fair
535  552192_010     56 14    5                  Associate's degree      Fair
536  552949_020     54 12    1                                 GED      Fair
537  557892_020     81 15    0                  Associate's degree      Poor
538  553280_020     40  3    6                                None      Good
539  555209_010     52 NA    0                                 GED      Good
540  559785_010     56 11    1                 High school diploma      Fair
541  554772_010     87 14    1                  Associate's degree      Good
542  552874_020     65 12    4                 High school diploma      Fair
543  556768_020     72 13    5                  Associate's degree      Good
544  559010_010     67 14    0                  Associate's degree Excellent
545  559928_010     53 11    0                                 GED      Good
546  553413_020     64 12    3                 High school diploma      Fair
547  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
548  552780_020     70 NA    0                 High school diploma Very Good
549  554655_010     53 12    8                 High school diploma      Fair
550  559984_010     75  6    0                                None      Poor
551  559573_010     64 12    1                 High school diploma      Fair
552  552314_010     64 14    3                  Associate's degree      Fair
553  554301_020     49 14    0                  Associate's degree Very Good
554  552154_020     49  9    5                                None      Fair
555  555210_010     68 NA    3                 High school diploma      Fair
556  555336_010     66 12    1                 High school diploma      Good
557  559691_010     50 12    1                 High school diploma      Good
558  556796_010     50 12    0                 High school diploma Excellent
559  550316_010     66  2    8                                None      Fair
560  556666_020     47 11    4                 High school diploma      Good
561  552812_010     54 14    1                  Associate's degree      Good
562  552786_010     59 12    4                 High school diploma      Good
563  558939_020     61  9    0                 High school diploma      Good
564  554006_010     74 13    1                  Associate's degree Very Good
565  553707_010     84 12    3                                 GED      Good
566  559567_010     68 12    3                 High school diploma      Fair
567  550688_010     51 12    7                 High school diploma      Fair
568  557480_010     51  0    0                                None      Fair
569  552660_020     77 11    0                                None      Fair
570  556148_020     76 12    0                 High school diploma      Good
571  554069_010     67 12    1                 High school diploma      Good
572  552681_010     52 12    0                 High school diploma Excellent
573  557118_010     52 12    2                 High school diploma      Good
574  557320_020     47 12    1                 High school diploma      Good
575  553775_010     54 12    0                 High school diploma      Good
576  555663_010     56  7    1                                None      Fair
577  553994_020     51  8    8                                None      Poor
578  558281_010     89  4    2                                None      Fair
579  550683_010     52 12    2                                None      <NA>
580  554972_020     46  1    4                                None      Fair
581  554330_020     56 16    1                   Bachelor's degree      Fair
582  552332_020     64 12    2                                 GED      Fair
583  556579_010     72 14    2                  Associate's degree      Good
584  554256_020     55 10    2                                 GED      Fair
585  556453_020     64  8    2                                None      Good
586  555601_020     61 14    2                 High school diploma      Fair
587  554899_020     41 13    5                  Associate's degree      Fair
588  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
589  553771_010     54 12    6                 High school diploma      Poor
590  556878_020     47 12    0                 High school diploma      Fair
591  556185_010     64 12    2                 High school diploma Very Good
592  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
593  550967_020     63 15    2                                 GED      Good
594  555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
595  556069_010     74 12    0                 High school diploma      Good
596  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
597  558252_010     51 10    7                                 GED      Fair
598  554851_010     80  0    1                                None      Fair
599  550686_010     58 12    2                 High school diploma      Good
600  552118_020     62 11    1                                None      Fair
601  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
602  554172_010     61 15    5                  Associate's degree      Fair
603  556050_010     53 14    1                  Associate's degree Very Good
604  559416_010     56 12    6                                 GED Excellent
605  559071_010     58 12    0                 High school diploma      Good
606  558252_010     51 10    7                                 GED      Fair
607  552721_010     74 13    7                   Bachelor's degree      Fair
608  553948_020     65 11    1                                None      Good
609  558546_010     60 15    0                  Associate's degree Very Good
610  557855_010     59 14    6                  Associate's degree      Good
611  557538_020     55 12    0                 High school diploma Very Good
612  556424_020     45 12    5                                 GED      Fair
613  555650_010     55 13    4                  Associate's degree      Fair
614  557014_010     82 12    0                 High school diploma Very Good
615  558897_010     51 12    4                 High school diploma      Fair
616  559269_020     51 16    6                   Bachelor's degree      Fair
617  559292_010     56 11    6                                None      Fair
618  555163_010     54 14    1                  Associate's degree      Good
619  558155_010     58 12    2                 High school diploma      Fair
620  559691_010     50 14    1                  Associate's degree      Good
621  558671_020     75 12    2                                None      Fair
622  555351_010     53 14    1                  Associate's degree Excellent
623  551512_010     64 NA    0                 High school diploma Excellent
624  556666_020     47 13    4                  Associate's degree      Good
625  552816_020     63  1    0                                None      Good
626  553227_010     56 12    1                 High school diploma Excellent
627  556240_010     57 12    3                 High school diploma      Poor
628  555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
629  551660_010     71 13    2                  Associate's degree      Poor
630  555192_020     87 17    5                  Associate's degree      Fair
631  552490_010     71 12    2                 High school diploma      Good
632  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
633  551144_010     77 13    0                  Associate's degree      Good
634  552971_010     67 12    2                 High school diploma      Poor
635  556869_010     73 12    4                 High school diploma      Good
636  556541_010     56 12    1                 High school diploma Very Good
637  559408_010     71 12    0                 High school diploma      Good
638  559842_010     52 14    1                  Associate's degree      Fair
639  551442_010     58 14    0                   Bachelor's degree      Good
640  550661_010     54  7    7                                None      Poor
641  551940_010     56 12    7                 High school diploma      Fair
642  552510_010     52 12    0                 High school diploma Excellent
643  553315_020     61  1    2                 High school diploma      Fair
644  555578_010     60 12    1                 High school diploma Excellent
645  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
646  550920_010     59 12    3                 High school diploma      Fair
647  550428_010     59 14    1                  Associate's degree      Good
648  559129_010     58 12    6                 High school diploma      Fair
649  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
650  554569_010     74 14    1                  Associate's degree Very Good
651  557446_010     55 14    1                   Bachelor's degree      Poor
652  550156_010     51 12    0                                None      Good
653  554069_010     68 12    1                 High school diploma      Good
654  555697_020     54 12    7                                None      Fair
655  551110_010     68 12    0                                 GED      Good
656  557786_010     61 12    0                 High school diploma      Good
657  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
658  550295_010     52  6    2                                None      Fair
659  559586_010     55 16    4                  Associate's degree      Good
660  559649_010     61 13    3                   Bachelor's degree      Good
661  554247_020     81 10    1                 High school diploma      Fair
662  558568_020     67 12    0                 High school diploma      Good
663  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
664  553948_020     65 11    1                                None      Good
665  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
666  557630_020     49 12    0                 High school diploma      Fair
667  556390_010     52 15    0                  Associate's degree      Good
668  556869_010     73 12    4                 High school diploma      Good
669  557320_020     47 12    1                 High school diploma      Good
670  555004_010     51 10    8                                None      Poor
671  550239_010     53 11    3                 High school diploma      Good
672  557889_010     62 12    1                 High school diploma Very Good
673  559973_010     54 17    2                  Associate's degree      Fair
674  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
675  552118_020     55  8    2                                None      Fair
676  551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
677  559603_020     67 13    1                  Associate's degree      Good
678  553879_010     61  6    1                                None      Poor
679  550683_010     52 12    2                                None      <NA>
680  559010_010     67 14    0                  Associate's degree Excellent
681  553112_010     65 12    0                 High school diploma      Good
682  555405_010     53 12    2                 High school diploma Excellent
683  550882_010     53 11    1                                None      Fair
684  553961_020     56 14    0                   Bachelor's degree      Fair
685  555578_010     63 12    0                 High school diploma      Good
686  557856_010     60 13    2                  Associate's degree      Fair
687  552741_010     55 13    2                  Associate's degree      Fair
688  559093_020     47 13    1                  Associate's degree      Good
689  559764_010     61 16    2                  Associate's degree      Fair
690  554161_010     51 14    0                  Associate's degree Excellent
691  554017_010     72 11    0                                None Excellent
692  550015_010     56 12    0                 High school diploma Very Good
693  554006_010     74 13    1                  Associate's degree Very Good
694  557424_010     51 14    1                   Bachelor's degree      Good
695  554069_020     61 11    2                                None      Fair
696  559269_010     54 16    1                   Bachelor's degree      Fair
697  555464_010     53 12    0                 High school diploma Very Good
698  552320_010     63  6    2                                None      Fair
699  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
700  556979_010     53 NA    0                                 GED Very Good
701  556621_010     66  9    4                                 GED      Poor
702  551057_010     77  6    0                                None      Fair
703  557680_020     71 12    0                 High school diploma Excellent
704  554443_010     64  8    2                                None      Fair
705  557446_010     55 14    1                   Bachelor's degree      Poor
706  557510_020     47 14    0                  Associate's degree Excellent
707  558380_010     63 10    0                                None      Fair
708  555137_010     57 10    1                                 GED Very Good
709  553715_010     61 12    2                 High school diploma      Fair
710  558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
711  555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
712  552874_020     63 14    2                 High school diploma      Fair
713  552741_010     56 13    2                  Associate's degree      Fair
714  552104_010     50 NA    6                                 GED      Poor
715  553014_010     72 11    1                                None      Poor
716  552154_010     55 12    1                 High school diploma      Good
717  556428_010     66 14    1                  Associate's degree      Good
718  552629_010     78  5    2                                None      Fair
719  553055_020     61 13    1                  Associate's degree      Good
720  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
721  550964_010     52 12    1                 High school diploma Very Good
722  550516_010     62 11    1                                None Excellent
723  554256_010     55 11    2                                 GED      Fair
724  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
725  551529_010     82 12    0                 High school diploma      Good
726  552301_010     77 13    0                  Associate's degree Excellent
727  551928_010     53 12    5                                 GED      Fair
728  556668_020     83  8    1                                None      Fair
729  558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
730  552395_010     86  6    0                                None      Good
731  554154_020     56 11    0                 High school diploma      Fair
732  559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
733  555216_010     75 17    6                  Associate's degree      Good
734  559178_020     61 14    3                  Associate's degree      Good
735  559969_020     77  7    2                                None      Good
736  550461_010     63  8    1                                None Very Good
737  558082_010     82 12    1                 High school diploma      Good
738  557811_020     53 14    0                   Bachelor's degree Very Good
739  553879_010     61  6    1                                None      Poor
740  550583_010     54 14    3                   Bachelor's degree      Fair
741  559917_010     55 10    3                 High school diploma      Good
742  556793_010     53 11    4                                None      Fair
743  557811_020     54 14    0                   Bachelor's degree      Good
744  558576_010     57 14    2                   Bachelor's degree      Good
745  550645_010     66 12    0                 High school diploma Very Good
746  553948_010     65 10    5                                None      Fair
747  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
748  550759_010     69 12    2                 High school diploma      Good
749  556666_020     47 13    4                  Associate's degree      Good
750  552079_010     51 12    5                 High school diploma      Good
751  558540_010     63 12    5                 High school diploma      Fair
752  550110_010     56 12    4                 High school diploma      Poor
753  555503_020     56 14    4                  Associate's degree      Fair
754  550920_010     65 12    5                 High school diploma      Fair
755  552766_010     74 14    0                  Associate's degree      Good
756  557510_020     47 12    0                 High school diploma Excellent
757  557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
758  552721_010     74 13    7                   Bachelor's degree      Fair
759  556241_010     52 13    2                  Associate's degree Very Good
760  550064_010     56 11    1                 High school diploma      Good
761  557391_020     72  9    2                                None      Fair
762  556493_010     59 13    4                  Associate's degree      Fair
763  552154_010     55 12    1                 High school diploma Very Good
764  555178_010     68 12    0                 High school diploma      Good
765  554486_010     69 14    1                   Bachelor's degree      Fair
766  552886_010     72 14    1                  Associate's degree      Poor
767  555978_010     62 12    2                 High school diploma      Good
768  558552_020     63 12    0                 High school diploma Very Good
769  557131_010     64 13    7                  Associate's degree      Good
770  554330_020     56 16    1                   Bachelor's degree      Fair
771  557213_010     65 14    4                  Associate's degree Very Good
772  558543_020     64 13    0                  Associate's degree Very Good
773  557538_020     55 16    0                 High school diploma Very Good
774  553030_010     52 12    1                 High school diploma      Fair
775  557283_010     55 13    6                  Associate's degree      Fair
776  552812_010     54 14    1                  Associate's degree      Good
777  550066_010     80 15    2                  Associate's degree      Fair
778  556266_010     57 15    3                  Associate's degree      Fair
779  550614_010     53 12    4                 High school diploma      Fair
780  553430_010     55  3    0                 High school diploma Excellent
781  558198_010     53 NA    8                 High school diploma      Fair
782  558403_020     49 12    0                 High school diploma      Fair
783  557721_020     53 14    0                  Associate's degree Very Good
784  555331_010     55 15    0                 High school diploma Very Good
785  553280_010     53  5    0                                None Very Good
786  555578_020     59 10    1                                None Very Good
787  556493_020     68 12    1                 High school diploma      Fair
788  555169_010     55 13    4                  Associate's degree Excellent
789  555848_010     64 14    1                  Associate's degree Excellent
790  559353_010     51 12    0                 High school diploma      Good
791  559834_010     74 14    1                  Associate's degree      Fair
792  555307_010     63 13    2                  Associate's degree      Fair
793  551127_010     68 15    0                   Bachelor's degree      Good
794  550064_010     56 12    3                 High school diploma      Good
795  554652_010     52 12    0                                 GED Very Good
796  559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
797  557014_010     68 12    0                 High school diploma Very Good
798  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
799  559598_010     57 13    1                  Associate's degree Very Good
800  554740_010     58 12    5                 High school diploma      Good
801  559839_010     53 13    0                  Associate's degree      Fair
802  558552_020     63 12    0                 High school diploma Very Good
803  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
804  559748_010     63  9    1                                None      Good
805  553641_010     52 12    1                 High school diploma      Good
806  551808_020     66 12    0                                None Excellent
807  552395_010     86  6    0                                None      Good
808  556621_010     66  9    4                                 GED      Poor
809  555962_010     72 12    2                 High school diploma      Poor
810  552660_010     77 12    0                 High school diploma      Fair
811  555042_010     56  6    1                                None Excellent
812  553832_010     72 13    1                  Associate's degree      Poor
813  555663_020     52 12    0                 High school diploma Very Good
814  559001_010     69 12    4                 High school diploma      Poor
815  557141_010     53  9    0                 High school diploma      Fair
816  552753_010     53 15    0                  Associate's degree Very Good
817  551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
818  559567_020     59 12    3                 High school diploma      Poor
819  552618_020     71  8    8                                None      Good
820  559494_020     36 16    0                  Associate's degree Very Good
821  552789_010     63 14    1                  Associate's degree Very Good
822  552156_010     65 13    0                  Associate's degree Very Good
823  558404_020     63 12    0                                 GED Very Good
824  553503_020     50 12    4                                None      Poor
825  552154_020     49 11    5                                None      Fair
826  558155_010     58 12    0                 High school diploma      Fair
827  556125_010     80  9    0                                None      Fair
828  557344_010     58 12    3                 High school diploma      Poor
829  558366_020     53 15    2                  Associate's degree      Good
830  550941_010     75 14    1                   Bachelor's degree      Good
831  556475_010     71 15    1                  Associate's degree      Good
832  558765_010     62 12    3                 High school diploma Very Good
833  553610_010     54 12    1                 High school diploma Very Good
834  557690_010     60  6    2                                None      Poor
835  557630_020     49 12    0                 High school diploma      Good
836  559969_010     74 10    1                                None      Fair
837  554674_020     62 15    2                  Associate's degree      Good
838  554344_020     70 15    1                  Associate's degree      Good
839  552423_020     55 13    1                  Associate's degree Very Good
840  553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
841  553817_010     56 12    6                 High school diploma      Good
842  559494_020     40 17    0                  Associate's degree      Good
843  557882_010     52  9    0                 High school diploma      Good
844  557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
845  551878_010     59 10    3                                 GED Very Good
846  557633_010     66 12    6                 High school diploma      Poor
847  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
848  556038_010     64 15    2                  Associate's degree Very Good
849  552964_020     54 12   NA                 High school diploma Very Good
850  553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
851  557681_010     65 14    1                   Bachelor's degree      Fair
852  552874_020     66 12    4                 High school diploma      Fair
853  552454_010     64 12    0                                None Very Good
854  551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
855  554409_020     49  6    0                                None Excellent
856  551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
857  558266_010     56  1    2                 High school diploma      Fair
858  556549_010     72 12    1                 High school diploma      Fair
859  550851_020     47 12    1                                 GED      Good
860  553743_020     67 12    2                  Associate's degree      Good
861  550930_010     56 14    1                  Associate's degree      Fair
862  555053_020     78  3    3                                None      Fair
863  554899_020     41 13    5                  Associate's degree      Fair
864  555891_010     56 11    7                                None      Fair
865  552734_010     53  9    5                                None      Good
866  559785_020     56 11    1                                 GED      Fair
867  550428_010     59 12    1                 High school diploma      Good
868  554069_020     60 11    2                                None      Fair
869  552816_020     67  0    0                                None      Good
870  550605_010     65 12    0                 High school diploma      Good
871  557882_010     52  9    0                 High school diploma      Good
872  550143_010     75 10    0                                None Excellent
873  551712_010     72  2    0                                None      Fair
874  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
875  555777_010     54 NA    1                 High school diploma Excellent
876  556666_020     47 12    4                 High school diploma      Good
877  559044_020     60 12    1                 High school diploma      Fair
878  559315_010     53 14    3                  Associate's degree      Fair
879  556531_010     58 13    1                   Bachelor's degree      Good
880  552822_020     52 14    1                  Associate's degree      Fair
881  555103_010     54 14    8                  Associate's degree      Poor
882  552065_010     70 12    0                 High school diploma      Good
883  559567_020     59 12    3                 High school diploma      Poor
884  556921_010     73  5    0                                None      Good
885  559928_010     53 11    0                                 GED      Good
886  555349_010     57 12    0                 High school diploma      Good
887  551878_010     64 14    3                  Associate's degree Very Good
888  556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
889  555354_010     77 12    0                 High school diploma      Good
890  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
891  550736_010     82 16    0                  Associate's degree Excellent
892  557349_020     49  8    0                 High school diploma Very Good
893  557624_020     56 12    8                 High school diploma      Fair
894  555115_010     72 14    7                  Associate's degree      Poor
895  555441_020     60 12    1                                 GED Very Good
896  558737_010     70 12    0                                 GED      Fair
897  559603_020     65 13    0                  Associate's degree      Good
898  550155_010     53 12    1                                 GED Very Good
899  554026_010     57  9    8                                None      Fair
900  554413_010     65 10    1                                None      Fair
901  550093_020     63 13    1                  Associate's degree      Good
902  555286_010     87 14    4                  Associate's degree      Poor
903  550683_010     53 12    2                                None      Good
904  555463_020     84  6    0                                None      Poor
905  551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
906  557664_010     80 14    0                  Associate's degree      Good
907  552681_020     51 12    0                 High school diploma      Good
908  553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
909  556806_010     70 14    0                   Bachelor's degree      Good
910  551179_020     57  9    3                                None      Good
911  556606_010     55 11    5                                None      Good
912  557630_010     52  6    0                                None Very Good
913  557213_010     65 14    4                  Associate's degree Very Good
914  551512_010     65 NA    0                 High school diploma Excellent
915  558049_010     68 12    1                 High school diploma      Fair
916  556424_020     45 12    5                 High school diploma      Fair
917  556179_010     54 12    2                 High school diploma      Fair
918  557518_010     58 14    2                  Associate's degree Very Good
919  550514_020     51 12    2                 High school diploma      Fair
920  558602_010     61  6    0                                None      Fair
921  557557_010     53 14    2                   Bachelor's degree      Good
922  553765_010     54 12    8                                 GED      Fair
923  556135_010     53 12    1                 High school diploma      Fair
924  558935_010     66 12    0                 High school diploma      Good
925  555405_010     53 12    2                 High school diploma Excellent
926  554318_010     80 11    5                                None      Poor
927  550943_010     62 10    4                                 GED      Poor
928  559785_010     56 11    1                 High school diploma      Fair
929  550962_020     52 12    1                 High school diploma      Fair
930  555441_020     54 12    1                 High school diploma Very Good
931  553951_020     52 14   NA                 High school diploma      Good
932  559445_010     55 12    0                                None      Good
933  559484_020     53 14    1                  Associate's degree Very Good
934  551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
935  558664_010     57 14    1                   Bachelor's degree      Good
936  557802_010     67 14    1                   Bachelor's degree Very Good
937  554302_010     73  6    8                                None      Poor
938  556758_010     53 12    0                                 GED Very Good
939  559470_020     69 11    1                                 GED      Fair
940  553432_010     71 13    7                  Associate's degree      Good
941  555427_010     70 12    0                                 GED      Good
942  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
943  557785_010     52 14    3                   Bachelor's degree      Good
944  550038_010     53 12    2                 High school diploma      Fair
945  557269_010     58 13    7                  Associate's degree      Good
946  557699_010     51 12    3                 High school diploma      Fair
947  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
948  554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
949  557538_020     61 12    0                 High school diploma Very Good
950  558142_010     82  6    2                                None      Good
951  555339_010     54 12    1                 High school diploma      Good
952  554680_010     65 12    1                 High school diploma      Good
953  551025_020     58 12    1                 High school diploma Very Good
954  558039_010     63 13    6                  Associate's degree      Fair
955  555601_010     58 14    1                 High school diploma      Fair
956  555331_020     46 13    0                 High school diploma Very Good
957  550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
958  559616_010     53  9    0                                None      Fair
959  555176_010     65 13    1                  Associate's degree      Good
960  557139_010     70 12    3                 High school diploma      Fair
961  553623_020     64 12    0                                 GED Very Good
962  557269_010     58 13    7                  Associate's degree      Good
963  551529_010     82 12    0                 High school diploma      Good
964  550428_010     57 12    1                 High school diploma      Good
965  552748_020     64 12    1                 High school diploma Very Good
966  558693_010     52  6    0                                None      Fair
967  558039_010     63 13    6                  Associate's degree      Fair
968  552482_020     62 12    2                                 GED      Fair
969  551104_010     55 14    2                  Associate's degree      Fair
970  555115_010     72 14    7                  Associate's degree      Poor
971  554486_020     72 15    0                   Bachelor's degree      Good
972  559391_010     90  4    3                                None      Good
973  555844_010     53 11    1                                None      Fair
974  553790_020     55 14    0                   Bachelor's degree      Good
975  550962_010     53 14    1                  Associate's degree      Fair
976  550817_010     76 15    1                  Associate's degree Very Good
977  557885_020     62 12    3                 High school diploma      Fair
978  552822_010     52 13    1                  Associate's degree      Fair
979  559471_010     59 12    6                 High school diploma      Poor
980  552490_010     71 12    2                 High school diploma      Good
981  557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
982  555702_010     60 14    5                   Bachelor's degree      Fair
983  550362_010     55 12    8                                None      Poor
984  551335_020     50 12    0                 High school diploma      Good
985  556149_010     59 13    8                  Associate's degree      Poor
986  554252_020     48  3    1                                None      Good
987  559445_010     55 12    0                                None      Good
988  557226_010     77 14    2                  Associate's degree      Fair
989  552648_020     66 11   NA                                None      Fair
990  550421_010     75 14    2                   Bachelor's degree      Fair
991  552911_010     51 13    4                  Associate's degree Very Good
992  551863_020     62 16    0                  Associate's degree Very Good
993  551412_020     56 14    4                 High school diploma      Fair
994  553393_010     52 12    7                 High school diploma Very Good
995  553911_010     80 12    1                 High school diploma      Fair
996  551346_010     57  9    0                                None      Good
997  556686_020     69 NA    2                                 GED      Good
998  550880_010     55 12    0                 High school diploma      Fair
999  550609_010     55 12    0                  Associate's degree      Good
1000 551843_010     56 12    0                 High school diploma      Good
1001 559471_010     59 12    6                 High school diploma      Poor
1002 553925_010     82 11    1                                 GED Very Good
1003 550581_020     66  6    7                                None      Fair
1004 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1005 557595_010     69  7    0                                None      Good
1006 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1007 558286_010     57 11    3                 High school diploma      Fair
1008 555560_010     58 14    1                  Associate's degree Very Good
1009 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1010 550419_010     87 15    1                  Associate's degree      Fair
1011 552892_020     60 14    4                  Associate's degree      Fair
1012 550817_010     76 15    1                  Associate's degree Very Good
1013 557396_010     68 13    5                  Associate's degree      Fair
1014 554365_010     64  0    0                                None      Fair
1015 558552_010     65 12    1                 High school diploma      Fair
1016 555489_020     58 14    1                   Bachelor's degree Very Good
1017 559806_020     54  5    0                                None      Fair
1018 552292_010     57 14    4                   Bachelor's degree      Good
1019 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1020 555137_010     62 11    1                                 GED Very Good
1021 556471_010     65 12    5                                 GED      Good
1022 558103_010     51 14    1                  Associate's degree      Poor
1023 554885_010     65 14    2                  Associate's degree      Poor
1024 555962_010     72 12    2                 High school diploma      Poor
1025 556079_010     55 14    7                   Bachelor's degree      Fair
1026 550233_010     64 12    6                 High school diploma      Good
1027 554344_020     70 15    1                  Associate's degree      Good
1028 555765_010     54 12    5                                 GED      Fair
1029 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1030 554903_010     62 12    2                                 GED Very Good
1031 558316_010     70 12    0                                 GED      Good
1032 556833_010     54  9    0                                None Excellent
1033 557882_010     52  9    0                 High school diploma      Good
1034 555911_010     51 14    5                   Bachelor's degree      Fair
1035 556513_010     60 10    1                                None      Fair
1036 552693_010     54 16    6                  Associate's degree      Fair
1037 558543_020     64 11    0                 High school diploma Very Good
1038 552646_010     52 14    1                  Associate's degree      Fair
1039 553321_010     62 14    0                  Associate's degree      Poor
1040 552395_010     86  6    0                                None      Good
1041 556345_010     62 13    5                  Associate's degree      Poor
1042 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
1043 555844_010     53 11    1                                None      Fair
1044 557349_020     49  9    0                 High school diploma Very Good
1045 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1046 551143_020     50 11    8                 High school diploma      Fair
1047 555952_010     51 14    5                   Bachelor's degree      Good
1048 553699_010     63  9    6                                None Very Good
1049 557710_010     87 14    0                  Associate's degree Very Good
1050 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1051 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1052 558837_010     67  4    0                                None      Fair
1053 552648_010     64 12   NA                 High school diploma      Good
1054 555209_010     52 NA    0                 High school diploma      Good
1055 553761_010     54 15    6                   Bachelor's degree      Poor
1056 558155_010     58 14    0                 High school diploma      Good
1057 558646_010     64 11    2                                None      Good
1058 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1059 553280_010     54  5    0                                None Very Good
1060 553327_010     51 12    5                 High school diploma      Good
1061 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1062 555780_010     68 12    3                 High school diploma Excellent
1063 554398_010     53  6    0                                None      Good
1064 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
1065 554481_010     63  3    0                 High school diploma Excellent
1066 551279_010     54 12    1                 High school diploma      Good
1067 552059_010     61 14    0                   Bachelor's degree      Fair
1068 557882_010     52  9    0                 High school diploma      Good
1069 555603_020     44 13    4                  Associate's degree      Fair
1070 556668_020     78  9    1                                None      Good
1071 553280_020     40  3    7                                None Very Good
1072 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
1073 550698_020     67 14    0                  Associate's degree      Good
1074 553413_020     64 12    3                 High school diploma      Fair
1075 550015_020     49  9    1                 High school diploma      Good
1076 551080_010     69 12    1                 High school diploma      Good
1077 556057_010     66 14    0                  Associate's degree      Good
1078 552613_010     51 13    1                  Associate's degree      Good
1079 555071_020     48 12    3                                 GED      Good
1080 558693_020     54  6    0                                None      Fair
1081 553881_010     59 13    0                  Associate's degree Very Good
1082 551123_010     74  2    1                                None      Fair
1083 550524_010     69 15    1                   Bachelor's degree      Good
1084 557061_010     53 13    1                  Associate's degree      Good
1085 558849_010     54 14    0                   Bachelor's degree Very Good
1086 551126_010     52 12    0                 High school diploma Excellent
1087 558419_010     67 12    4                 High school diploma      Fair
1088 552963_010     53 12    5                 High school diploma      Good
1089 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1090 550156_020     51 12    5                                None      Good
1091 552837_010     51 13    0                  Associate's degree Excellent
1092 554880_010     59 12    1                                None      Good
1093 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
1094 557624_010     55 12    4                 High school diploma      Fair
1095 553060_020     52 14    3                  Associate's degree      Good
1096 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1097 552892_020     60 15    6                  Associate's degree      Fair
1098 557858_010     52 NA    7                                 GED      Poor
1099 550385_010     65 14    0                  Associate's degree Very Good
1100 551191_010     82 13    3                  Associate's degree      Fair
1101 554842_010     69 13    3                  Associate's degree      Good
1102 556090_010     50 12    0                 High school diploma Very Good
1103 559487_010     74 13    5                  Associate's degree      Fair
1104 550043_010     75 12    0                 High school diploma Very Good
1105 556493_010     59 14    4                  Associate's degree      Fair
1106 554627_010     62 13    3                  Associate's degree      Good
1107 554092_010     74 11    0                 High school diploma      Good
1108 556394_010     57 17    3                  Associate's degree      Good
1109 558103_010     51 14    1                  Associate's degree      Poor
1110 557842_020     51  8    2                                None      Good
1111 556499_010     62 12    4                 High school diploma      Good
1112 556137_010     60 15    1                  Associate's degree      Good
1113 553351_010     53 12    4                 High school diploma      Good
1114 555441_010     54 12    0                                 GED      Fair
1115 554301_020     49 12    0                 High school diploma Very Good
1116 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1117 555071_020     48 12    3                                 GED      Good
1118 559598_010     57 13    1                  Associate's degree Very Good
1119 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1120 552753_010     53 15    0                  Associate's degree Very Good
1121 558897_010     51 12    4                 High school diploma      Fair
1122 550047_010     54 12    0                 High school diploma Excellent
1123 553793_010     55 14    1                  Associate's degree      Fair
1124 556833_010     54  9    0                                None Excellent
1125 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
1126 555603_020     43 13    4                  Associate's degree      Poor
1127 559121_010     56 11    6                                None      Poor
1128 556143_010     58 14    0                   Bachelor's degree Very Good
1129 554238_020     75 14    0                 High school diploma Very Good
1130 550362_010     55 12    8                                 GED      Poor
1131 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1132 554793_010     64 12    1                 High school diploma      Good
1133 550233_010     66 13    1                  Associate's degree      Good
1134 554740_010     58 12    5                 High school diploma      Good
1135 553570_020     40 12    2                 High school diploma      Fair
1136 553166_020     82  7    0                                None      Good
1137 555244_010     60  2    3                                None      Fair
1138 553055_010     63 13    1                  Associate's degree      Fair
1139 557391_010     73 11    2                                None Very Good
1140 555545_020     60 10    2                                None Very Good
1141 550686_010     58 11    2                 High school diploma      Good
1142 555310_010     76 12    2                                 GED      Fair
1143 555545_010     60 11    1                                None Excellent
1144 556073_010     65 11    5                 High school diploma Very Good
1145 553890_010     54 12    0                 High school diploma Very Good
1146 559315_010     53 14    3                  Associate's degree      Fair
1147 556873_010     70  6    1                                None Very Good
1148 552633_010     61 12    0                 High school diploma      Good
1149 559893_010     62 11    4                 High school diploma      Fair
1150 555515_010     52 12    1                                 GED      Fair
1151 554548_010     61 14    6                   Bachelor's degree      Poor
1152 550356_010     54 11    7                                 GED      Fair
1153 554724_020     68 12    1                 High school diploma      Good
1154 551203_010     56 NA    0                   Bachelor's degree Excellent
1155 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
1156 556266_010     57 17    3                  Associate's degree      Fair
1157 553482_010     57 12    6                 High school diploma      Poor
1158 556445_010     58 12    5                 High school diploma      Fair
1159 558237_010     55 12    5                 High school diploma      Fair
1160 551505_010     74 13    0                  Associate's degree      Good
1161 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1162 557690_010     60  6    2                                None      Poor
1163 555441_010     54 12    0                 High school diploma      Fair
1164 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
1165 557795_010     82 12    4                 High school diploma      Fair
1166 558951_020     54 16    5                   Bachelor's degree      Fair
1167 556179_020     45 12    1                 High school diploma      Fair
1168 559346_010     73 12    0                                None      Good
1169 557710_010     87 14    0                  Associate's degree Very Good
1170 551746_010     52 10    1                                None      Good
1171 557126_020     50 14    2                 High school diploma Very Good
1172 553086_010     67 14    1                   Bachelor's degree Very Good
1173 553826_020     59 14    0                   Bachelor's degree Excellent
1174 555241_010     52 12    7                 High school diploma      Fair
1175 554624_010     91  7    0                                None      Fair
1176 559691_010     50 14    1                  Associate's degree      Good
1177 557882_010     52  9    0                 High school diploma      Good
1178 556260_020     57 15    0                   Bachelor's degree Very Good
1179 557141_010     53  9    0                 High school diploma      Fair
1180 557198_010     55 12    1                 High school diploma      Good
1181 556240_020     51 12    3                 High school diploma      Good
1182 551057_010     77  5    0                                None      Fair
1183 551450_010     56 14    0                   Bachelor's degree      Good
1184 556869_010     73 12    4                 High school diploma      Good
1185 556138_010     59 13    6                  Associate's degree      Fair
1186 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1187 550873_010     52 12    3                 High school diploma      Good
1188 554238_020     75 14    1                 High school diploma      Good
1189 552482_010     63 10    2                                None      Fair
1190 555336_010     65 12    1                 High school diploma      Good
1191 553435_010     75  2    3                 High school diploma Very Good
1192 551723_010     64  6    1                                None      Good
1193 551238_010     53 14    4                  Associate's degree      Good
1194 557198_010     55 12    1                 High school diploma      Good
1195 551483_010     66  4    1                                None      Fair
1196 559387_010     53 11    1                                 GED      Good
1197 558602_020     63  6    0                                None      Fair
1198 558069_010     67 15    2                   Bachelor's degree      Fair
1199 557754_010     64 12    6                                None      Fair
1200 558266_010     56  3    2                 High school diploma      Fair
1201 556545_010     52 14    0                   Bachelor's degree      Good
1202 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1203 558693_010     52  6    0                                None      Fair
1204 553248_010     69 14    0                  Associate's degree Very Good
1205 557721_020     53 14    0                  Associate's degree Very Good
1206 557131_020     69 12    0                 High school diploma      Good
1207 550759_010     69 12    2                 High school diploma      Good
1208 552050_010     57 12    4                 High school diploma      Fair
1209 555216_020     70 11    0                                None      Fair
1210 557842_010     52 12    1                                None      Good
1211 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1212 556549_010     72 12    1                 High school diploma      Fair
1213 559649_010     60 13    3                   Bachelor's degree      Good
1214 552949_010     54 12    5                                 GED      Fair
1215 558837_020     67  4    0                                None      Fair
1216 556477_010     53 NA    5                                None      Poor
1217 558082_010     82 12    1                 High school diploma      Good
1218 551110_010     68 11    0                                 GED      Good
1219 557721_020     53 14    0                  Associate's degree Very Good
1220 557407_010     53 13    4                  Associate's degree      Poor
1221 558284_010     81 14    0                  Associate's degree      Good
1222 557253_010     74 12    0                 High school diploma      Good
1223 558991_010     52 17    4                  Associate's degree      Fair
1224 557126_020     50 14    2                 High school diploma Very Good
1225 556509_010     80 12    2                 High school diploma      Good
1226 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1227 559484_020     52 14    1                  Associate's degree Very Good
1228 558004_010     53 12    2                 High school diploma      Good
1229 551024_010     79 14    1                  Associate's degree      Good
1230 550783_010     84 10    0                                None      Fair
1231 559691_010     50 14    1                  Associate's degree      Good
1232 552745_010     52 14    1                  Associate's degree      Good
1233 557785_020     52 14    3                   Bachelor's degree      Good
1234 559786_020     52  9    1                                None      Poor
1235 558380_010     63 10    0                                None      Fair
1236 554256_020     55 10    2                                 GED      Fair
1237 559470_010     61 11    1                                 GED      Good
1238 553267_010     71  9    0                 High school diploma Very Good
1239 552156_010     65 13    0                  Associate's degree Very Good
1240 551286_020     67  8    2                                None      Fair
1241 558927_010     54 14    1                   Bachelor's degree Excellent
1242 557385_020     64 14    1                  Associate's degree      Good
1243 555911_010     51 14    5                   Bachelor's degree      Fair
1244 558541_010     69 13    2                  Associate's degree      Good
1245 552048_010     79 13    7                  Associate's degree      Fair
1246 557223_010     70 14    1                  Associate's degree      Fair
1247 557034_010     68  7    0                                None      Fair
1248 550794_020     55 15    0                 High school diploma      Good
1249 556654_010     51 14    1                   Bachelor's degree Very Good
1250 551761_010     68 12    1                 High school diploma Excellent
1251 553948_020     66 16    1                 High school diploma      Good
1252 552690_010     60 12    4                 High school diploma      Fair
1253 554939_010     59 12    1                 High school diploma      Fair
1254 557425_010     54 12    0                 High school diploma Very Good
1255 553393_010     52 12    5                 High school diploma Very Good
1256 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1257 551305_010     54 12    0                 High school diploma Very Good
1258 558826_010     73 14    1                   Bachelor's degree      Good
1259 559806_010     64  3    1                                None      Fair
1260 551564_010     54 12    2                                 GED      Fair
1261 554069_020     60 11    2                                None      Fair
1262 551767_010     53 14    3                  Associate's degree Excellent
1263 556484_010     57 15    0                   Bachelor's degree Very Good
1264 556367_010     55 12    1                 High school diploma Excellent
1265 556141_020     74 14    2                  Associate's degree      Fair
1266 553715_010     61 12    2                 High school diploma      Fair
1267 551261_010     54 15    0                  Associate's degree Very Good
1268 555872_010     56 14    0                   Bachelor's degree Very Good
1269 555473_010     64 11    3                                None      Fair
1270 551057_010     77  9    0                                None      Fair
1271 557386_010     88  2    1                                None      Fair
1272 559512_010    100 14    2                  Associate's degree      Good
1273 550822_010     54 13    1                  Associate's degree      Fair
1274 554831_010     70 12    1                 High school diploma      Good
1275 558926_010     56 12    0                 High school diploma Very Good
1276 559512_010     96 14    2                  Associate's degree      Good
1277 550278_010     68 15    1                   Bachelor's degree      Good
1278 556545_010     52 14    0                   Bachelor's degree      Good
1279 553206_010     54 14    0                  Associate's degree      Fair
1280 559704_010     60 15    1                   Bachelor's degree Excellent
1281 557721_020     53 14    0                  Associate's degree Very Good
1282 553393_010     52 12    5                 High school diploma Very Good
1283 553826_020     58 14    0                  Associate's degree Excellent
1284 550295_010     52  6    3                                None      Fair
1285 551026_010     78 12    0                 High school diploma      Good
1286 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
1287 557876_010     72 12    0                                 GED      Good
1288 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1289 557721_010     53 14    0                  Associate's degree Excellent
1290 558131_010     55 12    1                 High school diploma      Fair
1291 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1292 557093_010     62 11    0                                None      Fair
1293 558266_010     56  0    2                 High school diploma      Fair
1294 554917_010     66 14    1                  Associate's degree Excellent
1295 555245_010     52 12    1                 High school diploma      Good
1296 557773_010     56 15    3                  Associate's degree Very Good
1297 557038_010     68 14    0                  Associate's degree      Good
1298 551087_010     58 12    0                 High school diploma      Good
1299 555050_010     53 14    0                   Bachelor's degree      Good
1300 553327_010     51 12    5                 High school diploma      Good
1301 555053_010     81  1    1                                None      Good
1302 552053_010     57 15    2                  Associate's degree      Good
1303 557673_010     64 13    4                  Associate's degree      Good
1304 551225_010     55  6    2                                None      Fair
1305 550143_010     76 10    0                                None Excellent
1306 554354_010     60 13    0                  Associate's degree      Good
1307 557073_020     65  6    0                                None      Fair
1308 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1309 557223_010     73 14    1                  Associate's degree      Fair
1310 554578_010     55 13    1                   Bachelor's degree      Good
1311 551783_010     65 12    2                 High school diploma Very Good
1312 550317_010     51 13    0                  Associate's degree Very Good
1313 556668_020     74 13    1                  Associate's degree      Good
1314 552776_010     53 12    4                 High school diploma      Good
1315 550105_010     71 13    1                  Associate's degree      Good
1316 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1317 558974_010     55 13    2                  Associate's degree      Good
1318 555780_010     68 12    4                 High school diploma      Good
1319 555053_020     77  1    3                                None      Fair
1320 550356_010     54 11    7                                 GED      Fair
1321 559660_010     62 11    1                                None      Fair
1322 557924_010     54 14    3                   Bachelor's degree      Good
1323 554146_010     62 13    3                  Associate's degree Excellent
1324 556475_010     71 15    1                  Associate's degree      Good
1325 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1326 559758_010     67 13    1                  Associate's degree      Fair
1327 550240_020     70 12    4                 High school diploma      Fair
1328 553262_010     52 12    5                 High school diploma      Good
1329 557680_010     67 12    0                 High school diploma Excellent
1330 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
1331 557063_020     52 12    7                 High school diploma      Fair
1332 551207_010     53 12    6                                 GED      Good
1333 558859_010     54 14    3                   Bachelor's degree Very Good
1334 550228_010     64 12    2                 High school diploma      Good
1335 554069_010     67 13    1                 High school diploma      Good
1336 557842_010     52 14    1                  Associate's degree      Good
1337 554255_010     56  6    0                                None      Good
1338 555891_020     55 10    6                                None      Fair
1339 559806_020     50  2    0                                None      Fair
1340 555171_010     79  7    1                                None Very Good
1341 556533_020     41 12    1                 High school diploma      Good
1342 558185_010     55 14    8                   Bachelor's degree      Fair
1343 556857_010     51 12    2                 High school diploma Very Good
1344 554363_010     56 11    1                                None      Good
1345 558693_020     53  6    0                                None      Fair
1346 552648_010     64 12   NA                 High school diploma Very Good
1347 552906_010     51 12    2                 High school diploma      Good
1348 559186_020     47  3    0                                 GED Very Good
1349 553623_010     59 13    2                 High school diploma Very Good
1350 555853_010     72  0    6                                None      Fair
1351 555053_010     84  1    1                                None      Good
1352 553180_010     87  0    6                                None      Good
1353 557510_020     47 12    0                 High school diploma Excellent
1354 554075_010     64 11    0                 High school diploma      Good
1355 559814_010     55 15    0                  Associate's degree      Good
1356 556976_020     47 12    0                                None      Good
1357 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1358 559653_010     68 14    0                   Bachelor's degree Excellent
1359 559921_010     53 16    2                  Associate's degree      Poor
1360 557667_010     55 14    8                   Bachelor's degree      Poor
1361 551080_020     69 12    1                 High school diploma      Good
1362 556224_010     67 15    0                  Associate's degree      Good
1363 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1364 550964_020     56 12    3                 High school diploma Very Good
1365 554724_020     68 12    0                 High school diploma      Good
1366 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1367 554445_010     74 14    1                   Bachelor's degree      Good
1368 558015_010     64 13    2                  Associate's degree      Good
1369 559369_010     69 15    0                   Bachelor's degree      Good
1370 556144_020     63 16    0                  Associate's degree Very Good
1371 553921_010     92 12    1                 High school diploma      Poor
1372 550385_010     64 11    0                 High school diploma Very Good
1373 552779_010     91 14    4                   Bachelor's degree      Poor
1374 554392_010     65 14    1                  Associate's degree      Good
1375 557885_020     54 12    2                 High school diploma      Fair
1376 557349_020     49  6    0                 High school diploma Very Good
1377 559470_010     65 14    1                   Bachelor's degree      Good
1378 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1379 551214_010     66  0    3                                None      Fair
1380 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1381 555706_020     54 13    2                  Associate's degree      Fair
1382 550295_010     52  6    2                                None      Fair
1383 550967_020     63 14    2                 High school diploma      Good
1384 550962_010     53 14    1                  Associate's degree      Fair
1385 559144_010     84 10    2                                None      Good
1386 558974_010     55 13    2                  Associate's degree      Good
1387 559223_020     49 13    4                  Associate's degree      Fair
1388 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1389 556402_010     52 13    1                  Associate's degree Very Good
1390 550291_010     54  9    1                                None      Good
1391 550043_010     75 12    0                 High school diploma Very Good
1392 554228_020     69 12    7                                None      Fair
1393 553325_010     70 13    1                  Associate's degree      Good
1394 559649_010     60 13    3                   Bachelor's degree      Good
1395 552301_010     77 13    0                  Associate's degree Excellent
1396 554899_010     51 14    2                  Associate's degree      Fair
1397 550015_020     49 11    0                 High school diploma      Good
1398 558936_010     63 11    5                 High school diploma      Fair
1399 554369_010     65 10    4                                None      Fair
1400 553793_010     55 14    1                  Associate's degree      Fair
1401 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1402 557433_010     65 12    3                                 GED      Good
1403 554494_020     51 12    1                 High school diploma      Poor
1404 554875_020     50 12    1                 High school diploma Very Good
1405 559270_010     52 NA    0                   Bachelor's degree Very Good
1406 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1407 553994_020     51  5    8                                None      Poor
1408 555338_010     74  0    0                                None      Fair
1409 551286_020     67  4    2                                None      Fair
1410 555351_010     53 14    1                  Associate's degree Excellent
1411 559011_010     54 13    3                  Associate's degree      Fair
1412 551085_010     55 12    1                 High school diploma Excellent
1413 552629_010     78  6    2                                None      Fair
1414 554463_010     56 11    5                                 GED      Fair
1415 551026_010     78 12    0                 High school diploma      Good
1416 556943_020     54 12    1                 High school diploma      Good
1417 558646_010     64 11    2                                None      Good
1418 556827_010     69 11    3                                None      Fair
1419 550964_010     53 12    1                 High school diploma Very Good
1420 552053_010     57 15    2                  Associate's degree      Good
1421 559839_020     45 13    0                  Associate's degree      Fair
1422 550015_010     56 12    2                 High school diploma Very Good
1423 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1424 553995_010     62 12    0                 High school diploma      Poor
1425 557795_010     82 12    4                 High school diploma      Fair
1426 556779_020     51 13    0                   Bachelor's degree      Good
1427 550522_010     56  9    1                                None      Fair
1428 555441_010     54 12    0                 High school diploma      Fair
1429 551737_020     51 16    1                   Bachelor's degree Excellent
1430 558652_020     50 15    1                  Associate's degree      Good
1431 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1432 557908_010     56 14    0                  Associate's degree      Good
1433 557784_010     54 13    4                  Associate's degree      Fair
1434 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1435 559440_010     55 12    7                 High school diploma      Good
1436 551228_010     57 12    6                                None      Fair
1437 552383_010     70 11    2                                None      Good
1438 559132_010     59 14    0                   Bachelor's degree Very Good
1439 554655_010     53 12    8                 High school diploma      Fair
1440 551686_020     53 15    0                  Associate's degree Very Good
1441 557571_010     68 12    2                 High school diploma Very Good
1442 552499_020     62 NA    0                   Bachelor's degree      Fair
1443 559593_010     51 16    0                  Associate's degree      Fair
1444 559199_020     46  8    7                                None      Good
1445 558938_010     53 15    3                   Bachelor's degree Very Good
1446 555071_010     51 12    3                                 GED      Good
1447 557647_010     53 12    2                 High school diploma      Poor
1448 553826_010     60 14    0                  Associate's degree Excellent
1449 553522_010     56 14    1                   Bachelor's degree      Fair
1450 556976_010     52 14    0                   Bachelor's degree      Good
1451 559272_010     51 13    0                  Associate's degree      Good
1452 552332_020     64 12    2                                 GED      Fair
1453 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1454 556390_010     52 15    0                  Associate's degree      Good
1455 555944_010     57 11    0                                None Very Good
1456 556456_010     52 14    1                   Bachelor's degree Excellent
1457 552646_010     52 14    1                  Associate's degree      Fair
1458 553552_010     76 NA    0                 High school diploma Very Good
1459 553413_010     64  6    2                                None      Fair
1460 551080_010     69 12    1                 High school diploma      Good
1461 550100_010     53 12    1                                None Very Good
1462 552448_010     75  0    1                                None Very Good
1463 557063_020     52 12    7                 High school diploma      Fair
1464 555716_020     56 12    5                 High school diploma Very Good
1465 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1466 556413_020     55 12    1                 High school diploma      Good
1467 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1468 559346_010     75 12    1                                None      Good
1469 556646_020     60 15    0                  Associate's degree Very Good
1470 550822_020     55 12    1                                None      Fair
1471 553641_010     52 12    1                 High school diploma      Good
1472 554463_010     56 11    5                                 GED      Fair
1473 551628_010     59 11    0                 High school diploma Very Good
1474 557375_010     51  6    1                                None      Fair
1475 555338_020     82  1    0                                None      Fair
1476 557940_010     56 12    8                 High school diploma      Fair
1477 557353_010     67 14    0                  Associate's degree Excellent
1478 553998_010     53 13    0                  Associate's degree      Poor
1479 559001_010     69 12    4                 High school diploma      Poor
1480 554420_010     85 13    1                  Associate's degree      Good
1481 555706_020     54 12    2                 High school diploma      Fair
1482 552964_010     54 12   NA                 High school diploma      Good
1483 556484_010     57 15    0                   Bachelor's degree Very Good
1484 556038_010     64 15    2                  Associate's degree Very Good
1485 550233_020     64 12    1                 High school diploma      Fair
1486 550375_010     63 12    6                 High school diploma      Good
1487 550583_010     54 14    3                   Bachelor's degree      Fair
1488 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1489 557855_010     59 14    6                  Associate's degree      Good
1490 550147_010     59 12    0                 High school diploma      Fair
1491 550581_020     62  7    1                                None Very Good
1492 554445_010     73 14    1                   Bachelor's degree      Good
1493 559472_010     89 13    0                   Bachelor's degree      Good
1494 555663_010     56  6    1                                None      Fair
1495 555216_010     71 14    6                  Associate's degree      Good
1496 552454_010     59 13    0                  Associate's degree Very Good
1497 552633_010     61 12    0                 High school diploma      Good
1498 553564_020     46 10    0                                None      Fair
1499 557510_010     58 14    1                  Associate's degree      Good
1500 558330_020     68 14    0                   Bachelor's degree      Good
1501 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
1502 557456_020     65  6    4                                None      Good
1503 557699_010     51 12    3                 High school diploma      Fair
1504 551310_010     66 14    4                  Associate's degree      Fair
1505 556073_010     65 11    5                 High school diploma Very Good
1506 556141_020     71 14    2                  Associate's degree      Fair
1507 553775_020     45  6    0                                None      Fair
1508 551762_010     52 12    2                 High school diploma      Good
1509 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1510 559660_010     62 11    1                                None      Fair
1511 558281_010     91  4    2                                None      Fair
1512 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1513 551140_010     67 12    2                 High school diploma Very Good
1514 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1515 556484_010     57 15    0                   Bachelor's degree Very Good
1516 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1517 559660_010     62 11    1                                None      Fair
1518 559346_020     76  9    1                                None      Good
1519 551761_020     63 12    0                 High school diploma Very Good
1520 557102_010     53 12    2                                 GED      Good
1521 550535_010     55 12    0                                None      Fair
1522 559909_010     54 13    4                  Associate's degree      Good
1523 555607_010     63 10    0                 High school diploma Excellent
1524 554630_010     68 14    1                   Bachelor's degree      Good
1525 559269_020     51 12    6                 High school diploma      Fair
1526 551517_010     55 12    1                 High school diploma      Good
1527 556089_020     59 12    0                 High school diploma      Poor
1528 558216_010     53 13    2                   Bachelor's degree      Good
1529 552482_020     69 12    1                                 GED      Fair
1530 551337_020     74 14    1                  Associate's degree      Fair
1531 556350_010     53  9    5                                None      Fair
1532 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1533 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1534 558446_010     54  9    3                                None      Fair
1535 557802_010     67 14    1                   Bachelor's degree Very Good
1536 553030_010     52 12    1                 High school diploma      Fair
1537 555395_020     56 15    0                   Bachelor's degree Very Good
1538 555053_020     74  3    3                                None      Fair
1539 555258_010     54 14    5                   Bachelor's degree      Good
1540 554603_010     52 15    8                  Associate's degree Excellent
1541 552332_010     60 12    2                 High school diploma      Fair
1542 550653_010     81  6    6                                None      Fair
1543 555050_010     53 14    0                   Bachelor's degree      Good
1544 550626_010     66 13    1                  Associate's degree      Fair
1545 556384_010     66  3    7                                None      Fair
1546 557351_010     69 10    5                                None      Fair
1547 554369_010     65 10    4                                None      Fair
1548 559842_010     52 14    1                  Associate's degree      Fair
1549 554933_010     55 NA    1                 High school diploma Very Good
1550 555578_010     66 12    0                 High school diploma      Good
1551 550830_010     56 16    0                  Associate's degree      Good
1552 551547_010     68 13    2                  Associate's degree      Good
1553 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
1554 555192_010     87 13    0                  Associate's degree      Good
1555 554845_020     67 14    0                  Associate's degree Very Good
1556 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1557 558765_010     62 12    3                 High school diploma Very Good
1558 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1559 553262_010     52 12    5                 High school diploma      Good
1560 557788_010     77  6    1                                None      Fair
1561 556758_010     53 12    0                                 GED Very Good
1562 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1563 557417_010     67  3    1                                None      Fair
1564 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1565 557518_010     58 14    2                  Associate's degree Very Good
1566 558062_010     59 12    2                 High school diploma      Fair
1567 558055_010     78 12    1                 High school diploma      Fair
1568 556921_010     73  5    0                                None      Good
1569 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1570 555232_010     73 16    1                 High school diploma      Fair
1571 551645_010     76 13    0                  Associate's degree Very Good
1572 557538_020     55 12    0                 High school diploma Very Good
1573 557223_020     64 11    1                                None      Good
1574 552490_010     73 12    2                 High school diploma      Good
1575 550862_020     63 10    1                                None      Good
1576 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1577 557131_010     64 13    7                  Associate's degree      Good
1578 550270_010     52 12    6                 High school diploma      Fair
1579 559565_010     74 12    0                 High school diploma      Fair
1580 550851_020     47 12    1                                 GED      Fair
1581 551372_010     56 12    1                                 GED      Fair
1582 554951_010     54 13    0                  Associate's degree Very Good
1583 550404_010     57 11    2                                None      Good
1584 553994_010     51  9    8                                None      Poor
1585 557557_010     53 14    2                   Bachelor's degree      Good
1586 551973_010     56 12    2                 High school diploma      Fair
1587 554488_020     55 14    0                   Bachelor's degree Very Good
1588 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1589 557723_010     61 13    5                  Associate's degree      Fair
1590 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1591 559470_020     66 11    1                                 GED      Poor
1592 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1593 551878_020     54 11    3                                 GED      Good
1594 551346_010     59  4    0                                None      Good
1595 555171_010     79  7    1                                None Very Good
1596 551808_010     74 10    0                                None Very Good
1597 557125_010     58 10    7                                None      Poor
1598 551228_010     57 12    6                                None      Fair
1599 551030_010     54 11    7                 High school diploma      Fair
1600 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1601 552499_010     74  6    2                                None      Fair
1602 559622_010     97 13    0                  Associate's degree      Good
1603 559133_010     81 12    0                 High school diploma Very Good
1604 553721_010     55 12    1                 High school diploma      Good
1605 556077_020     63 13    1                  Associate's degree      Fair
1606 558158_010     57 13    0                  Associate's degree      Good
1607 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1608 557226_010     77 14    2                  Associate's degree      Fair
1609 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1610 553771_010     54 12    6                 High school diploma      Poor
1611 551461_020     52 NA    1                 High school diploma Very Good
1612 559741_010     62 11    1                                None      Good
1613 559646_010     53 14    5                  Associate's degree      Poor
1614 557476_010     52 15    1                  Associate's degree      Good
1615 559121_010     56 11    6                                None      Poor
1616 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
1617 557721_010     53 14    0                  Associate's degree Excellent
1618 556985_010     53 15    0                  Associate's degree Very Good
1619 556008_020     47 11    1                                None      Good
1620 553623_020     59 14    0                 High school diploma Very Good
1621 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
1622 552163_010     67 12    0                 High school diploma      Good
1623 556720_020     84 11    0                                None      Good
1624 552383_010     70 11    2                                None      Good
1625 557351_010     69 10    4                                 GED      Fair
1626 558355_010     69 11    2                                None      Fair
1627 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1628 556758_010     53 12    0                                 GED Very Good
1629 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
1630 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1631 559984_010     75  6    0                                None      Fair
1632 557034_010     68  7    0                                None      Fair
1633 552693_010     55 16    6                  Associate's degree      Fair
1634 558004_020     55 12    1                 High school diploma      Good
1635 551140_010     67 12    2                 High school diploma Very Good
1636 555946_010     64 12    0                 High school diploma Very Good
1637 558935_010     66 12    0                 High school diploma      Good
1638 553948_010     65 11    5                                None      Fair
1639 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
1640 552104_010     51 NA    6                                 GED      Poor
1641 555087_010     51 12    1                 High school diploma      Good
1642 558568_020     71 12    0                 High school diploma      Good
1643 553611_010     76 10    0                                None Very Good
1644 552919_010     57 12    1                 High school diploma Very Good
1645 554845_010     67 14    0                  Associate's degree      Fair
1646 559220_010     52 13    2                  Associate's degree Excellent
1647 554171_020     57  7    1                 High school diploma Very Good
1648 553448_010     61 11    3                                None      Fair
1649 551553_010     67 12    2                 High school diploma      Good
1650 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1651 551651_010     53 12    0                 High school diploma Very Good
1652 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
1653 555922_010     75  9    0                                None      Fair
1654 554630_010     68 14    1                   Bachelor's degree      Good
1655 550119_010     75 12    2                 High school diploma      Fair
1656 558344_010     54 NA    1                 High school diploma      Good
1657 557977_020     51  9    0                 High school diploma Excellent
1658 553768_010     79 15    5                   Bachelor's degree      Fair
1659 553206_010     54 14    0                  Associate's degree      Fair
1660 554344_010     71 13    0                  Associate's degree      Good
1661 559839_020     45 13    0                  Associate's degree Very Good
1662 557014_010     68 12    0                 High school diploma Very Good
1663 556402_010     52 13    1                  Associate's degree Very Good
1664 551723_020     66  6    1                                None      Poor
1665 559270_020     48 12    0                 High school diploma Excellent
1666 551553_020     70 12    2                 High school diploma      Good
1667 553832_010     72 13    1                  Associate's degree      Poor
1668 550583_010     54 14    3                   Bachelor's degree      Fair
1669 551140_010     67 12    2                 High school diploma Very Good
1670 558602_020     63  6    0                                None      Fair
1671 554953_010     53  6    0                                None Excellent
1672 553338_010     71 13    1                  Associate's degree      Good
1673 558087_010     54 11    3                                None      Fair
1674 556997_010     66 14    0                  Associate's degree      Good
1675 550747_010     53 13    5                  Associate's degree      Poor
1676 553043_010     73 12    2                 High school diploma      Fair
1677 552786_010     59 12    4                 High school diploma      Good
1678 559129_010     58 12    6                 High school diploma      Fair
1679 550859_010     56 15    0                  Associate's degree      Fair
1680 557924_010     54 14    4                   Bachelor's degree      Good
1681 555978_010     62 12    2                 High school diploma      Good
1682 557451_020     41  3    1                                None      Fair
1683 551602_010     71  0    0                                None      Fair
1684 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
1685 559986_010     54 16    1                   Bachelor's degree Very Good
1686 553532_010     58 12    0                 High school diploma      Fair
1687 559598_020     57 13    1                  Associate's degree Very Good
1688 557930_020     68 14    0                 High school diploma Very Good
1689 553400_010     63 12    4                 High school diploma      Poor
1690 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1691 553582_010     49 14    2                   Bachelor's degree      Fair
1692 558446_010     54  9    3                                None      Fair
1693 552861_010     77 12    0                 High school diploma      Fair
1694 559315_010     53 14    3                  Associate's degree      Fair
1695 555736_010     51 14    0                   Bachelor's degree Excellent
1696 556138_010     59 13    6                  Associate's degree      Fair
1697 553913_010     79 12    0                                 GED      Fair
1698 558985_010     54 13    7                   Bachelor's degree      Fair
1699 554413_010     65 10    1                                None      Fair
1700 550100_020     51 10    2                                None      Fair
1701 555441_010     54 12    0                 High school diploma      Fair
1702 550401_010     53 15    0                   Bachelor's degree      Good
1703 558131_020     56 14    1                 High school diploma      Good
1704 556266_020     50 11    2                                None      Fair
1705 556635_010     68 12    3                 High school diploma Very Good
1706 555697_020     54 12    6                                None      Fair
1707 551279_010     54 12    1                 High school diploma      Good
1708 550015_020     49  9    1                 High school diploma      Good
1709 556445_010     58 12    5                 High school diploma      Fair
1710 558764_010     56 14    2                   Bachelor's degree      Fair
1711 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1712 553765_020     51 14    6                  Associate's degree      Fair
1713 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1714 550233_020     64 12    1                 High school diploma      Fair
1715 552681_020     51 12    2                 High school diploma Very Good
1716 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1717 552323_010     70  5    3                                None      Fair
1718 552156_020     62 13    0                  Associate's degree Very Good
1719 557932_020     53 15    1                  Associate's degree      Good
1720 555134_020     55 12    1                 High school diploma      Fair
1721 552911_010     51 13    4                  Associate's degree Very Good
1722 559416_020     56 12    5                                 GED Excellent
1723 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1724 559083_010     69 12    1                 High school diploma      Fair
1725 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
1726 557088_010     71  9    2                                None      Good
1727 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1728 550384_010     60 10    6                                None      Poor
1729 557347_020     55  9    1                                None Very Good
1730 550514_020     50 13    3                  Associate's degree      Fair
1731 559456_010     76 13    3                  Associate's degree      Fair
1732 556148_020     76 12    0                 High school diploma      Good
1733 550661_010     54  7    7                                None      Poor
1734 551292_010     56  9    3                                None      Poor
1735 556698_010     55 12    2                                None Very Good
1736 551564_010     54 12    2                                 GED      Fair
1737 550962_010     53 14    1                  Associate's degree      Fair
1738 551238_010     53 14    4                  Associate's degree      Good
1739 550783_010     84 10    0                                None      Fair
1740 550238_010     64 13    2                  Associate's degree Very Good
1741 558951_020     54 16    5                   Bachelor's degree      Fair
1742 555915_020     54 12    1                 High school diploma Very Good
1743 558001_010     53 11    1                                 GED Very Good
1744 557326_010     71 12    7                                 GED      Poor
1745 554601_010     51  6    2                                None      Poor
1746 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1747 555706_020     54 12    2                 High school diploma      Fair
1748 557433_010     65 12    3                                 GED      Good
1749 551557_010     53 13    1                  Associate's degree      Good
1750 552156_020     62 13    0                  Associate's degree      Good
1751 558155_010     58 12    0                 High school diploma      Good
1752 555463_020     83  6    3                                None      <NA>
1753 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1754 558158_010     57 13    0                  Associate's degree      Good
1755 559766_010     67 15    1                  Associate's degree      Good
1756 552567_010     58 16    1                  Associate's degree      Good
1757 559893_010     62 11    4                                 GED      Fair
1758 559404_010     72 13    1                  Associate's degree Excellent
1759 552777_010     76  2    0                                None      Good
1760 556758_010     53 12    0                                 GED Very Good
1761 555103_010     54 14    8                  Associate's degree      Poor
1762 556341_010     61 NA    7                                 GED      Fair
1763 552816_010     67  3    0                                None      Fair
1764 558911_020     50 15    2                   Bachelor's degree      Good
1765 557855_010     59 14    6                  Associate's degree      Good
1766 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
1767 559487_010     72 13    5                  Associate's degree      Fair
1768 559353_010     51 12    0                 High school diploma      Good
1769 551991_020     50 12    2                                 GED      Good
1770 553775_020     45  7    1                                None      Fair
1771 550385_010     65 14    0                  Associate's degree Very Good

`filter_out()`: new companion to `filter()`

filter_out() requires {dplyr} 1.2.0 (or later version)
Allows us to filter out rows based on conditions we specify (in the columns)

hrs_data |>
  filter_out(degree == "Master's degree")

1: We filter out anyone whose degree is a Master’s degree. This is the same as using filter(degree != "Master's degree") but it keeps the NA values in the output.

             id age_yr ed cesd                              degree       srh
1    552754_010     55 NA    1                                <NA>      Fair
2    555339_020     56 12    6                 High school diploma      Good
3    559734_010     55 NA    0                                <NA> Very Good
4    551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
5    550516_010     62 11    1                                None Excellent
6    559093_010     51 13    2                  Associate's degree      Fair
7    550790_010     56 NA    1                                <NA>      Good
8    555294_010     53 NA    7                                <NA> Very Good
9    559170_010     54 NA    2                                <NA>      Good
10   551238_010     53 12    4                 High school diploma      Good
11   554874_010     60 12    0                                None      Fair
12   551179_010     57 12    0                                None Very Good
13   555511_010     50 NA    2                                <NA>      Poor
14   555578_020     55 10    1                                None Excellent
15   558441_010     53 NA    1                                <NA>      Fair
16   553087_020     66 NA    0                                <NA>      Fair
17   550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
18   552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
19   554670_020     75 12    4                                 GED      Fair
20   551973_010     56 12    2                 High school diploma      Fair
21   559990_010     54 NA    1                                <NA> Very Good
22   557680_020     67 12    0                 High school diploma Excellent
23   556364_010     79 14    0                  Associate's degree      Good
24   552323_010     71  5    1                                None      Poor
25   554006_010     74 13    1                  Associate's degree Very Good
26   551054_010     57 12    1                 High school diploma Very Good
27   557601_010     90 12    0                 High school diploma      Good
28   557595_020     63  7    0                                None Very Good
29   558004_010     53 12    2                 High school diploma      Good
30   553553_010     53  9    2                 High school diploma      Good
31   555463_010     84  6    3                                None      Poor
32   559646_010     53 16    5                  Associate's degree      Poor
33   559601_010     53 NA    3                                <NA>      Fair
34   551767_010     53 14    3                  Associate's degree Excellent
35   553534_010     54 NA    4                                <NA>      Fair
36   555324_010     54  7    1                                None Very Good
37   554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
38   557351_020     69 11    5                                 GED      Fair
39   556900_010     52 13    2                  Associate's degree      Poor
40   554807_010     68  4    1                                None      Good
41   551191_010     82 13    3                  Associate's degree      Fair
42   559148_010     60  6    0                                None      Good
43   557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
44   552306_020     50 NA    0                                <NA>      Fair
45   552766_010     74 14    0                  Associate's degree      Good
46   556979_010     53 NA    0                                 GED Very Good
47   554387_020     50 NA    0                                <NA> Very Good
48   558974_010     55 13    2                  Associate's degree      Good
49   551604_020     74 14    2                  Associate's degree Very Good
50   557139_010     71 12    3                 High school diploma      Fair
51   555071_020     48 12    3                                 GED Very Good
52   558128_010     51 NA    0                                <NA> Very Good
53   557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
54   557646_010     56 14    4                  Associate's degree      Fair
55   553817_010     56 12    6                 High school diploma      Good
56   553508_010     54 NA    0                                <NA>      Good
57   559346_010     74 12    0                                None      Good
58   553847_010     52 NA    0                                <NA>      Good
59   558935_010     66 12    0                 High school diploma      Good
60   551604_020     76 14    2                  Associate's degree Very Good
61   558588_010     62 14    2                  Associate's degree      Good
62   559292_010     56 11    6                                None      Fair
63   559479_010     53 NA    8                                <NA>      Good
64   551179_020     57  9    3                                None      Good
65   558926_020     56 13    1                   Bachelor's degree      Good
66   556712_010     58 13    2                  Associate's degree      Fair
67   557375_010     51  6    1                                None      Fair
68   554075_010     65 11    0                 High school diploma      Good
69   553124_020     48 NA    5                                <NA> Excellent
70   554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
71   554481_010     63  3    0                 High school diploma Excellent
72   559660_010     62 11    1                                None      Fair
73   552314_010     64 14    3                  Associate's degree      Fair
74   556207_010     77 12    0                                 GED      Fair
75   551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
76   552482_010     68 10    1                                None      Fair
77   556712_010     58 13    2                  Associate's degree      Fair
78   551116_020     37 NA    0                                <NA> Very Good
79   559170_010     54 NA    2                                <NA>      Good
80   554818_010     59 14    3                  Associate's degree Very Good
81   554186_010     54 11    0                                None      Poor
82   551833_010     53 NA    4                                <NA>      Good
83   559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
84   555215_020     51 NA    0                                <NA>      Good
85   550500_010     91  4    3                                None Very Good
86   554341_010     51 14    2                  Associate's degree Very Good
87   550964_010     53 12    1                 High school diploma Very Good
88   550920_020     55  9    3                                None      Fair
89   554344_020     67 15    1                  Associate's degree      Good
90   557446_010     55 15    1                   Bachelor's degree      Poor
91   558646_010     64 11    2                                None      Good
92   550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
93   556766_010     50 NA    1                                <NA> Very Good
94   553087_020     67 NA    0                                <NA>      Fair
95   555460_010     53 NA    6                                <NA>      Fair
96   552761_020     60 11    2                                None      Fair
97   559996_010     63 14    3                   Bachelor's degree      Fair
98   555467_010     52 NA    2                                <NA>      Fair
99   551602_010     71  0    0                                None      Fair
100  551597_020     52 NA    6                                <NA>      Good
101  556646_010     69 15    0                  Associate's degree Very Good
102  559573_010     65 12    1                 High school diploma      Fair
103  555495_010     57 12    1                 High school diploma Excellent
104  552423_020     56 14    1                  Associate's degree Very Good
105  554494_010     54 12    0                 High school diploma      Good
106  551026_010     78 12    0                 High school diploma      Good
107  554561_010     54 16    0                  Associate's degree      Good
108  552780_010     73 13    0                  Associate's degree Excellent
109  550345_010     72 12    0                 High school diploma      Fair
110  557516_010     96 12    5                                 GED      Fair
111  554228_020     69 16    7                  Associate's degree      Fair
112  554680_010     65 12    1                 High school diploma      Good
113  556870_010     67 13    0                  Associate's degree      Fair
114  553826_020     62 14    0                  Associate's degree Excellent
115  552941_010     52 12    7                 High school diploma      Good
116  553316_010     56 NA    3                                <NA>      Good
117  550931_010     54 NA    1                                <NA>      Good
118  556712_010     58 13    2                  Associate's degree      Fair
119  556668_010     84  8    3                                None      Poor
120  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
121  550240_010     73 12    6                                 GED Very Good
122  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
123  559227_010     53 12    2                 High school diploma      Poor
124  555209_010     52 NA    0                                 GED      Good
125  550859_010     56 15    0                  Associate's degree      Fair
126  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
127  555053_010     85  3    1                                None      Good
128  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
129  553881_010     59 13    0                  Associate's degree Very Good
130  555886_020     58 14    0                  Associate's degree      Good
131  558175_010     52 NA    0                                <NA> Very Good
132  553067_010     53 NA    0                                <NA> Very Good
133  554832_020     61 12    2                 High school diploma      Good
134  556394_020     68 12    3                 High school diploma      Good
135  551944_020     52 NA    2                                <NA>      Good
136  553435_010     76  2    3                 High school diploma Very Good
137  558774_020     56  3    0                                None      Fair
138  551225_010     55  6    2                                None      Fair
139  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
140  552034_010     69 15    1                  Associate's degree      Good
141  551143_020     50 10    8                                 GED      Fair
142  558360_010     64 12    3                                 GED Very Good
143  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
144  559885_010     52 14    3                  Associate's degree Very Good
145  551845_020     74 15    0                  Associate's degree Very Good
146  555737_020     41  3    0                                None      Good
147  556499_010     62 12    4                 High school diploma      Good
148  557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
149  556779_020     51 14    2                   Bachelor's degree      Good
150  552567_010     58 16    1                  Associate's degree      Good
151  556143_010     58 14    0                   Bachelor's degree Very Good
152  552892_020     62 16    6                  Associate's degree      Fair
153  554425_010     69 12    2                 High school diploma      Fair
154  558831_010     53 NA    1                                <NA>      Fair
155  558532_010     51 NA    1                                <NA> Very Good
156  555805_010     56 NA    1                                <NA>      Fair
157  550696_010     70  9    1                                 GED Very Good
158  555221_010     59  6    2                                None      Fair
159  554911_010     74 13    4                  Associate's degree      Good
160  555918_010     52 12    1                 High school diploma      Fair
161  556114_010     52 15    0                   Bachelor's degree      Good
162  553646_020     51 NA    0                                <NA> Very Good
163  559843_010     59 14    0                  Associate's degree      Fair
164  558974_010     55 13    2                  Associate's degree      Good
165  558837_020     67  0    3                                None      Fair
166  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
167  552279_010     69  6    0                                None      Fair
168  556859_010     53 NA    2                                <NA> Very Good
169  551238_020     52 14    4                  Associate's degree      Good
170  550753_020     54 15    0                   Bachelor's degree      Good
171  551007_020     66 10    7                                None      Good
172  559287_010     70 14    0                  Associate's degree Excellent
173  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
174  556390_010     52 15    0                  Associate's degree      Good
175  556989_010     77 14    3                  Associate's degree      Fair
176  552082_020     69 10    5                                None      Fair
177  558355_010     69 11    2                                None      Fair
178  553341_010     51 NA    1                                <NA>      Fair
179  559806_010     65  0    1                                None      Fair
180  552618_010     64 12    3                 High school diploma      Fair
181  555041_020     76 14    1                   Bachelor's degree      Good
182  550930_010     56 14    1                  Associate's degree      Fair
183  558039_010     63 13    6                  Associate's degree      Fair
184  553564_020     46 11    0                                None      Fair
185  550347_020     52 NA    5                                <NA>      Good
186  553294_010     53 NA    2                                <NA> Excellent
187  556836_010     52 10    4                                 GED      Poor
188  550962_020     52 12    1                 High school diploma      Fair
189  558741_010     78 12    6                                 GED      Fair
190  552681_020     51 12    2                 High school diploma      Fair
191  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
192  552323_020     68  4    6                                None      Poor
193  558403_020     49 12    0                 High school diploma      Fair
194  559470_010     66 14    0                   Bachelor's degree      Good
195  551944_010     51 NA    0                                <NA>      Good
196  556475_010     71 14    1                  Associate's degree      Good
197  557125_010     58 10    7                                None      Poor
198  556224_010     67 15    0                  Associate's degree      Good
199  550119_020     80 12    0                 High school diploma      Good
200  550462_010     56  9    0                                 GED      Fair
201  555545_010     60 11    1                                None Excellent
202  550437_010     64 12    2                 High school diploma      Good
203  553055_010     62 13    1                  Associate's degree      Fair
204  551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
205  550543_010     52 15    0                  Associate's degree      Good
206  557225_010     51 NA    7                                <NA>      Poor
207  556951_010     52 NA    2                                <NA> Excellent
208  554862_010     55 NA    4                                <NA>      Poor
209  558391_020     53 12    0                 High school diploma      Good
210  557031_010     52 14    1                  Associate's degree      Good
211  555473_010     64 11    3                                None      Fair
212  552279_020     59  6    0                                None      Fair
213  556558_010     53 NA    0                                <NA> Very Good
214  555085_020     56 NA    0                   Bachelor's degree Excellent
215  551878_020     50 11    2                                 GED Very Good
216  554913_010     51 NA    3                                <NA>      Fair
217  553280_020     40  4    6                                None Very Good
218  556531_010     58 13    1                   Bachelor's degree      Good
219  551557_010     53 13    1                  Associate's degree      Good
220  556944_010     59 13    1                  Associate's degree Excellent
221  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
222  556635_010     68 12    3                 High school diploma Very Good
223  556943_020     54 12    1                 High school diploma      Good
224  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
225  552819_020     56 NA    0                                <NA> Excellent
226  558281_010     88  4    2                                None      Fair
227  557269_010     58 13    7                  Associate's degree      Good
228  552383_010     71 11    2                                None      Good
229  554098_010     56 NA    7                                <NA>      Poor
230  554674_010     54 14    2                  Associate's degree      Good
231  559603_020     67 12    0                 High school diploma      Good
232  554203_020     55 NA    1                                <NA>      Good
233  557358_010     60 11    6                                 GED      Poor
234  553252_010     56  6    2                                None      Fair
235  556089_010     65 12    1                                 GED      Fair
236  559704_010     60 14    1                   Bachelor's degree Excellent
237  554370_010     73 14    1                  Associate's degree Very Good
238  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
239  551991_020     50 12    2                                 GED      Good
240  551505_010     74 12    0                 High school diploma      Good
241  554365_020     59  6    0                                None      Good
242  555115_010     72 14    7                  Associate's degree      Poor
243  554172_010     61 15    5                  Associate's degree      Fair
244  557061_010     53 13    1                  Associate's degree      Good
245  553961_020     56 14    0                   Bachelor's degree      Fair
246  551547_010     68 13    2                  Associate's degree      Good
247  551553_020     66 12    2                 High school diploma      Good
248  559839_010     53 13    0                  Associate's degree      Fair
249  556266_010     57 14    3                  Associate's degree      Fair
250  559734_020     50 NA    0                                <NA> Excellent
251  559487_010     72 13    5                  Associate's degree      Fair
252  555922_010     74  9    0                                None      Fair
253  559767_010     76 11    0                                None      Fair
254  558560_010     51 NA    1                                <NA>      Good
255  555064_020     50 11    1                                None      Fair
256  550233_020     64 12    1                 High school diploma      Fair
257  552986_010     90 12    1                 High school diploma      Fair
258  557977_010     57 12    0                 High school diploma Excellent
259  553646_020     51 NA    0                                <NA> Very Good
260  552110_010     53 NA    0                                <NA>      Poor
261  555314_010     82 12    0                                 GED      Fair
262  555872_010     56 14    0                   Bachelor's degree Very Good
263  550233_020     64 13    1                  Associate's degree      Fair
264  556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
265  558748_010     53 NA    7                                <NA>      Fair
266  553640_010     77 11    0                 High school diploma      Good
267  552320_010     63  6    2                                None      Fair
268  559984_010     75  6    0                                None      Fair
269  552159_010     57 14    4                  Associate's degree      Good
270  550516_010     62 11    1                                None Excellent
271  555239_010     94  9    1                                None Excellent
272  557667_010     54 14    8                   Bachelor's degree      Poor
273  558184_020     54  4    6                                None      Fair
274  550513_010     80 12    0                 High school diploma      Good
275  557795_010     82 12    4                 High school diploma      Fair
276  555301_010     53 NA    1                                <NA>      Good
277  554377_010     56 12    0                 High school diploma      Good
278  557337_020     48  6    6                                None      Fair
279  553715_020     57 12    1                 High school diploma      Fair
280  554345_010     50 NA    0                                <NA> Excellent
281  554076_010     53 14    0                   Bachelor's degree Very Good
282  557914_010     53 12    0                 High school diploma Very Good
283  551414_020     61  8    0                                None Very Good
284  552490_010     71 12    2                 High school diploma      Good
285  550581_020     62  5    2                                None Very Good
286  555332_010     55 NA    0                                <NA> Excellent
287  559484_020     53 12    1                 High school diploma Very Good
288  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
289  550822_020     54 12    4                                None      Fair
290  554628_010     53 NA    4                                <NA>      Good
291  553055_010     62 13    1                  Associate's degree      Fair
292  558837_010     67  7    0                                None      Fair
293  557244_010     57  7    8                                None Very Good
294  554443_010     64 11    2                                None      Fair
295  559342_020     60 12    0                 High school diploma      Fair
296  552498_010     67 NA    0                                None Very Good
297  558638_010     70  4    3                                None      Fair
298  554864_020     52 NA    1                                <NA>      Good
299  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
300  553060_020     52 15    1                  Associate's degree      Good
301  550147_010     59 12    0                 High school diploma      Fair
302  554486_010     69 14    1                   Bachelor's degree      Fair
303  554301_010     51 14    1                   Bachelor's degree Excellent
304  551299_010     59 14    6                   Bachelor's degree      Poor
305  555737_020     41  6    0                                None      Good
306  556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
307  552079_010     51 12    5                 High school diploma      Good
308  558252_010     51 10    7                                None      Fair
309  558917_010     52 NA    0                                <NA>      Poor
310  555848_010     64 14    1                  Associate's degree Excellent
311  558142_010     91  6    2                                None      Good
312  551723_020     66  6    1                                None      Poor
313  557456_020     60  6    4                                None Excellent
314  558837_010     67  7    0                                None      Fair
315  550832_020     53 NA    2                                <NA>      Fair
316  559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
317  552868_010     63 12    3                 High school diploma      Good
318  559055_010     80  8    2                                None      Good
319  556345_010     63 13    6                  Associate's degree      Poor
320  555900_010     55 12    0                 High school diploma Very Good
321  554594_010     58 14    1                   Bachelor's degree      Good
322  558410_010     51 NA    1                                <NA> Very Good
323  559170_010     54 NA    2                                <NA>      Good
324  550587_010     66 14    3                   Bachelor's degree Excellent
325  551579_010     57 10    7                                None      Poor
326  556859_010     54 NA    2                                <NA> Very Good
327  550698_010     65 14    0                  Associate's degree      Fair
328  552346_010     50 12    0                 High school diploma Very Good
329  557690_010     60  6    2                                None      Poor
330  559806_020     47  5    0                                None      Fair
331  553646_010     51 NA    0                                <NA> Very Good
332  557269_010     58 13    7                  Associate's degree      Good
333  556549_010     72 12    1                 High school diploma      Fair
334  559839_010     53 12    0                  Associate's degree      Good
335  558844_020     42 NA    0                                None Very Good
336  552722_020     50 NA    0                                <NA>      Fair
337  552418_010     66 12    6                 High school diploma      Poor
338  559213_010     63 14    4                   Bachelor's degree      Good
339  552949_010     53 14    5                  Associate's degree      Fair
340  556384_010     66  3    7                                None      Fair
341  558266_010     56  3    2                 High school diploma      Fair
342  554994_020     55 NA    0                                <NA>      Poor
343  554092_010     74 13    0                  Associate's degree      Good
344  551803_020     50 NA    0                                <NA> Very Good
345  554252_020     48  3    1                                None      Good
346  559949_010     63 12    7                                None      Fair
347  553651_010     77 12    3                                 GED      Good
348  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
349  558664_010     57 14    1                   Bachelor's degree      Good
350  558281_010     88  4    2                                None      Fair
351  551845_010     67 13    4                  Associate's degree      Good
352  559586_010     55 16    4                   Bachelor's degree      Good
353  557595_020     63  7    0                                None Excellent
354  556413_020     55 12    0                 High school diploma      Good
355  559506_010     55 NA    0                                <NA>      Good
356  558613_010     54 NA    4                                <NA>      Good
357  555071_010     50 12    4                                 GED      Good
358  556073_010     65 11    5                 High school diploma Very Good
359  556870_010     67 13    0                  Associate's degree      Fair
360  555767_010     57 11    2                                None Excellent
361  556793_010     53 11    4                                None      Fair
362  552989_020     49 12    0                 High school diploma Very Good
363  551087_020     61 12    0                 High school diploma      Good
364  557038_010     68 14    0                  Associate's degree      Good
365  552192_010     56 14    5                  Associate's degree      Fair
366  557031_010     52 14    1                  Associate's degree      Good
367  558099_010     68 12    1                 High school diploma      Fair
368  550516_010     62 11    1                                None Excellent
369  551054_010     57 12    1                 High school diploma Very Good
370  552544_010     56 12    1                 High school diploma Very Good
371  550753_020     53 15    0                   Bachelor's degree      Good
372  550832_020     53 NA    2                                <NA>      Fair
373  559342_020     69 16    0                  Associate's degree      Fair
374  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
375  552103_010     53 10    1                                None      Fair
376  557104_010     61 12    0                 High school diploma Very Good
377  551762_020     43 14    0                   Bachelor's degree Very Good
378  558246_010     55 11    4                                 GED Very Good
379  559819_010     51  6    6                                None      Fair
380  557025_010     62 12    1                 High school diploma      Fair
381  551179_020     57  9    3                                None Very Good
382  550581_020     70  5    8                                None      Fair
383  557470_020     55 14    0                  Associate's degree      Good
384  557889_010     62 12    1                 High school diploma Very Good
385  559587_020     83 14    0                 High school diploma      Good
386  555085_020     56 NA    0                                <NA> Excellent
387  551121_010     63 NA    1                 High school diploma      Fair
388  556453_020     64  6    2                                None      Good
389  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
390  555822_010     53 NA    1                                <NA>      Fair
391  555946_010     64 12    0                 High school diploma Very Good
392  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
393  550614_020     47 12    0                 High school diploma      Good
394  558703_010     54 NA    1                                <NA>      Fair
395  555176_010     65 13    1                  Associate's degree      Good
396  559683_010     57 15    6                  Associate's degree      Fair
397  553413_010     64  7    3                                None      Fair
398  559898_020     50 12    0                 High school diploma      Good
399  556709_010     69 12    7                 High school diploma      Poor
400  552741_010     55 13    2                  Associate's degree      Fair
401  551803_010     53 NA    1                                <NA> Very Good
402  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
403  553267_010     70  9    0                 High school diploma Very Good
404  556131_010     50 13    2                  Associate's degree      Good
405  555601_010     58 14    1                 High school diploma      Fair
406  559133_010     81 12    0                 High school diploma Very Good
407  554006_010     74 13    1                  Associate's degree Very Good
408  550173_010     52 14    1                  Associate's degree      Good
409  550299_020     50 NA    0                                <NA>      Good
410  553413_020     64 12    2                 High school diploma      Fair
411  558096_010     79  0    0                                None      Poor
412  556741_010     54 14    1                   Bachelor's degree Very Good
413  552868_010     63 12    3                 High school diploma      Good
414  551222_010     53 NA    0                                <NA>      Good
415  559235_020     52 NA    0                                <NA>      Good
416  550962_020     52 12    1                 High school diploma      Fair
417  559785_020     57 12    4                                 GED      Poor
418  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
419  555314_010     84 12    0                                 GED      Fair
420  557574_010     62  5    1                                None Very Good
421  559245_010     76 11    7                                None      Fair
422  554911_010     74 13    4                  Associate's degree      Good
423  556712_010     58 13    2                  Associate's degree      Fair
424  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
425  555515_010     52  9    1                                 GED      Fair
426  554149_010     52 NA    1                                <NA>      Fair
427  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
428  550239_020     48 10    1                 High school diploma Very Good
429  556090_010     50 12    0                 High school diploma Very Good
430  552590_010     62 NA    3                                None      Fair
431  559494_020     34 16    0                  Associate's degree Very Good
432  557263_020     46 15    1                   Bachelor's degree      Good
433  552346_010     50 12    0                 High school diploma Very Good
434  552613_010     51 14    1                  Associate's degree      Good
435  551944_020     52 NA    2                                <NA>      Good
436  553721_010     55 12    1                 High school diploma      Good
437  558917_010     52 NA    0                                <NA>      Poor
438  554994_020     55 NA    1                                <NA> Very Good
439  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
440  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
441  553654_010     54 NA    7                                <NA>      Fair
442  552766_010     74 14    0                  Associate's degree      Good
443  559734_020     50 NA    0                                <NA> Very Good
444  553393_010     52 12    5                 High school diploma Very Good
445  551991_010     53 12    4                                 GED      Good
446  557093_010     61 11    0                                None      Fair
447  555249_010     53 NA    1                                <NA>      Fair
448  556428_010     66 14    1                  Associate's degree      Good
449  553849_010     77 NA    6                                <NA>      Fair
450  552989_010     57  6    0                 High school diploma      Fair
451  552734_010     53  9    5                                None      Good
452  559843_020     56 14    0                  Associate's degree      Good
453  551279_010     54 12    1                 High school diploma      Good
454  551444_010     65 12    1                 High school diploma      Fair
455  554819_010     52 16    3                  Associate's degree      Good
456  551372_010     56 12    1                                 GED      Fair
457  551548_010     61 14    6                  Associate's degree      Fair
458  554003_010     57 12    6                 High school diploma      Poor
459  554852_010     50 NA    1                                <NA>      Good
460  555663_010     56  6    1                                None      Fair
461  551188_010     56  6    3                                None      Poor
462  558391_020     53 12    0                 High school diploma      Good
463  559170_010     54 NA    2                                <NA>      Good
464  553699_010     63  9    6                                None Very Good
465  554655_010     53 12    8                 High school diploma      Fair
466  553237_010     56 12    0                 High school diploma Excellent
467  558191_010     58 NA    1                                <NA>      Fair
468  550902_010     51 12    7                 High school diploma      Good
469  552777_010     76  2    0                                None      Good
470  556394_020     59 13    3                  Associate's degree      Good
471  556499_010     62 12    4                 High school diploma      Good
472  550240_020     72 12    4                 High school diploma      Fair
473  559093_020     47 14    2                  Associate's degree      Good
474  552741_010     56 13    2                  Associate's degree      Fair
475  557856_010     61 13    2                  Associate's degree      Fair
476  553341_010     51 NA    1                                <NA>      Fair
477  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
478  557391_020     65  9    2                                None      Fair
479  552423_020     55 13    1                  Associate's degree Very Good
480  551305_010     54 12    0                 High school diploma Very Good
481  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
482  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
483  554146_010     62 13    3                  Associate's degree Excellent
484  550753_010     58 13    1                  Associate's degree Very Good
485  552034_010     69 15    1                  Associate's degree      Good
486  552418_010     66 12    6                 High school diploma      Poor
487  551156_020     43 NA    1                                <NA> Excellent
488  551761_020     63 12    0                 High school diploma Very Good
489  554247_020     73 10    1                 High school diploma      Fair
490  559551_010     56 11    2                                None      Fair
491  556398_010     67 12    0                 High school diploma      Fair
492  557061_010     53 13    1                  Associate's degree      Good
493  553904_010     54 NA    6                                <NA>      Fair
494  556260_010     53 14    0                   Bachelor's degree      Good
495  558082_010     82 12    1                 High school diploma      Good
496  552874_010     63 12    4                 High school diploma      Fair
497  553118_020     51 NA    0                                <NA>      Poor
498  555653_010     51 NA    0                                <NA> Excellent
499  552748_020     63 12    1                 High school diploma Very Good
500  558844_020     42 NA    0                                None Very Good
501  554818_010     59 14    3                  Associate's degree Very Good
502  552104_020     51 16    4                   Bachelor's degree      Poor
503  550920_020     59 10    5                                None      Fair
504  552065_010     70 12    0                 High school diploma      Good
505  553776_010     54 NA    3                                <NA>      Good
506  557767_010     68 14    4                   Bachelor's degree Excellent
507  550661_010     54  7    7                                None      Poor
508  557104_010     61 12    0                 High school diploma Very Good
509  552193_010     57 NA    0                                None Very Good
510  556433_010     55 NA    8                                <NA>      Fair
511  551789_010     55 NA    2                                <NA>      Fair
512  558938_010     53 15    3                   Bachelor's degree Very Good
513  554847_010     52 NA    2                                <NA>      Good
514  555877_010     53 16    6                  Associate's degree      Poor
515  559269_010     54 10    1                 High school diploma      Fair
516  551414_020     61  8    0                                None Very Good
517  559223_010     49 12    4                  Associate's degree      Fair
518  553055_020     55 13    0                  Associate's degree      Good
519  558264_010     58 11    0                                None      Fair
520  556516_010     56 12    0                 High school diploma      Fair
521  552154_020     49  9    5                                None      Fair
522  550147_010     59 12    0                 High school diploma      Fair
523  557407_010     52 13    4                  Associate's degree      Poor
524  556741_010     54 14    1                   Bachelor's degree Very Good
525  556833_010     54  9    0                                None Excellent
526  555405_020     53 12    2                 High school diploma Excellent
527  550661_010     53  7    7                                None      Poor
528  556088_010     88 10    6                                None      Fair
529  554154_020     56  8    0                                None      Fair
530  551645_010     72 13    0                  Associate's degree Very Good
531  552544_010     56 12    1                 High school diploma Very Good
532  555800_010     72 14    0                   Bachelor's degree Very Good
533  550698_010     61 14    0                  Associate's degree      Fair
534  558187_020     50  9    2                                 GED      Poor
535  557649_010     60 14    2                   Bachelor's degree Very Good
536  556886_020     54 NA    1                                <NA> Very Good
537  558543_020     64 13    0                  Associate's degree Very Good
538  555915_020     54 12    1                 High school diploma Very Good
539  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
540  554953_010     53  6    0                                None Excellent
541  558859_010     54 14    3                   Bachelor's degree Very Good
542  557802_010     67 14    1                   Bachelor's degree Very Good
543  554624_010     90  7    0                                None      Fair
544  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
545  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
546  554344_010     70 15    0                  Associate's degree      Good
547  552192_010     56 14    5                  Associate's degree      Fair
548  551132_020     56 14    1                   Bachelor's degree Very Good
549  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
550  556453_020     65  8    2                                None      Good
551  559907_010     57  8    0                                None Very Good
552  558158_010     57 13    0                  Associate's degree      Good
553  558626_010     55 NA    0                                <NA>      Good
554  556779_010     57 14    0                   Bachelor's degree      Good
555  554003_010     57 12    6                 High school diploma      Poor
556  554793_010     64 12    1                 High school diploma      Good
557  556149_010     59 13    8                  Associate's degree      Poor
558  552504_010     55 10    3                                None Very Good
559  555586_010     54 NA    0                                <NA>      Fair
560  558069_010     67 15    2                   Bachelor's degree      Fair
561  556675_010     57 14    1                  Associate's degree Very Good
562  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
563  550516_010     62 11    1                                None Excellent
564  553262_010     52 12    5                 High school diploma      Good
565  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
566  558380_010     63 10    0                                None      Fair
567  550827_010     65 13    1                  Associate's degree      Fair
568  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
569  556570_010     59 14    0                  Associate's degree Excellent
570  558316_010     67 12    0                                 GED      Good
571  555241_010     52 12    7                 High school diploma      Fair
572  557111_020     79 12    2                                None Very Good
573  555545_010     60 11    1                                None Excellent
574  551214_010     66  0    3                                None      Fair
575  556943_020     53 12    1                 High school diploma      Good
576  558511_010     50 NA    2                                <NA> Excellent
577  553826_010     63 14    0                  Associate's degree Excellent
578  557351_020     67 11    5                                 GED      Fair
579  550156_020     51 11    0                                None      Good
580  554874_010     60 12    0                                None      Fair
581  557721_020     53 14    0                  Associate's degree Very Good
582  558985_010     54 13    7                   Bachelor's degree      Fair
583  551944_010     51 NA    0                                <NA> Very Good
584  552329_010     55 13    0                  Associate's degree      Fair
585  553815_020     34 NA    0                                <NA> Excellent
586  559840_010     54 NA    2                                <NA>      Good
587  556088_010     88  6    6                                None      Fair
588  550503_010     79  8    0                                None      Fair
589  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
590  557375_010     51  6    1                                None      Fair
591  556717_020     55 NA    0                                <NA>      Good
592  556760_010     50 NA    0                                <NA> Excellent
593  557571_010     68 12    2                 High school diploma Very Good
594  559644_010     61 12    2                                None      Poor
595  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
596  555952_020     51 11    5                 High school diploma      Good
597  557804_020     59 13    4                   Bachelor's degree      Poor
598  556431_020     52 NA    0                                <NA>      Good
599  551054_010     57 12    1                 High school diploma Very Good
600  558001_010     53 11    1                                 GED Very Good
601  558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
602  550887_010     55 NA    1                                <NA>      Good
603  552780_020     71 NA    0                 High school diploma Very Good
604  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
605  551761_010     73 12    0                 High school diploma Excellent
606  554961_010     54 NA    0                                <NA>      Fair
607  555679_010     57 NA    2                                <NA>      Fair
608  551461_020     52 NA    1                 High school diploma Very Good
609  554098_010     56 NA    7                                <NA>      Poor
610  551808_020     70 12    0                                None Very Good
611  553206_010     54 14    0                  Associate's degree      Fair
612  557983_010     68 12    0                 High school diploma      Fair
613  559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
614  555797_010     51 NA    1                                <NA> Excellent
615  556175_010     54 12    1                 High school diploma      Good
616  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
617  555578_010     60 12    1                 High school diploma Very Good
618  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
619  555955_010     89  8    1                                None      Fair
620  557461_010     55 14    0                   Bachelor's degree      Good
621  557966_010     54 NA    6                                <NA>      Fair
622  556008_020     47 11    1                                None      Good
623  559587_020     71 14    0                 High school diploma      Good
624  556541_010     57 12    1                 High school diploma Very Good
625  550183_010     73 16    0                   Bachelor's degree Very Good
626  557225_010     51 NA    7                                <NA>      Poor
627  559515_020     67 14    0                   Bachelor's degree      Good
628  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
629  552775_020     48 NA    0                                <NA>      Good
630  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
631  552638_020     43 NA    0                                <NA> Very Good
632  555037_010     51 NA    2                                <NA> Very Good
633  557963_010     57 NA    2                                <NA>      Fair
634  553446_010     50 NA    4                                <NA>      Fair
635  556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
636  558156_010     75 10    0                                None      Fair
637  551646_010     56 NA    0                                <NA> Very Good
638  559373_010     52 NA    5                                <NA>      Fair
639  552339_010     55 12    4                                 GED      Poor
640  557384_010     71 14    2                  Associate's degree      Good
641  555086_010     54 NA    7                                <NA>      Poor
642  556424_010     51 12    1                 High school diploma      Good
643  557253_010     74 12    1                 High school diploma      Good
644  553852_010     52 12    0                 High school diploma      Good
645  551110_010     68 12    0                                 GED      Good
646  556873_010     70  4    1                                None Very Good
647  559812_010     57 12    6                 High school diploma      Fair
648  557223_020     64 11    1                                None      Good
649  559283_010     53 NA    0                                <NA>      Good
650  559353_010     51 12    0                 High school diploma      Good
651  557141_010     53  9    0                 High school diploma      Fair
652  555578_020     58 10    1                                None Very Good
653  558115_010     56 NA    1                                <NA>      Fair
654  558052_010     56 10    4                                None      Fair
655  552681_010     52 12    0                 High school diploma Very Good
656  559379_010     51 NA    1                                <NA>      Good
657  558867_010     68 13    3                  Associate's degree      Fair
658  559229_020     47 12    0                 High school diploma Very Good
659  555785_020     41 NA    3                                <NA>      Fair
660  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
661  554154_020     56  8    0                                None      Fair
662  552192_010     56 14    5                  Associate's degree      Fair
663  552949_020     54 12    1                                 GED      Fair
664  557892_020     81 15    0                  Associate's degree      Poor
665  553280_020     40  3    6                                None      Good
666  554604_020     51 NA    0                                <NA> Very Good
667  555209_010     52 NA    0                                 GED      Good
668  559785_010     56 11    1                 High school diploma      Fair
669  550299_010     55 NA    1                                <NA>      Good
670  554772_010     87 14    1                  Associate's degree      Good
671  552874_020     65 12    4                 High school diploma      Fair
672  556768_020     72 13    5                  Associate's degree      Good
673  559010_010     67 14    0                  Associate's degree Excellent
674  559928_010     53 11    0                                 GED      Good
675  553413_020     64 12    3                 High school diploma      Fair
676  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
677  559734_010     55 NA    0                                <NA> Very Good
678  552780_020     70 NA    0                 High school diploma Very Good
679  554655_010     53 12    8                 High school diploma      Fair
680  559984_010     75  6    0                                None      Poor
681  556983_020     51 NA    0                                <NA> Excellent
682  552184_010     53 NA    0                                <NA>      Fair
683  559573_010     64 12    1                 High school diploma      Fair
684  552314_010     64 14    3                  Associate's degree      Fair
685  554301_020     49 14    0                  Associate's degree Very Good
686  552154_020     49  9    5                                None      Fair
687  555210_010     68 NA    3                 High school diploma      Fair
688  555336_010     66 12    1                 High school diploma      Good
689  559691_010     50 12    1                 High school diploma      Good
690  556796_010     50 12    0                 High school diploma Excellent
691  550316_010     66  2    8                                None      Fair
692  558191_010     55 NA    1                                <NA>      Fair
693  556666_020     47 11    4                 High school diploma      Good
694  552812_010     54 14    1                  Associate's degree      Good
695  552786_010     59 12    4                 High school diploma      Good
696  555506_010     50 NA    6                                <NA>      Poor
697  558939_020     61  9    0                 High school diploma      Good
698  554006_010     74 13    1                  Associate's degree Very Good
699  553707_010     84 12    3                                 GED      Good
700  559567_010     68 12    3                 High school diploma      Fair
701  554144_010     55 NA    0                                <NA>      Poor
702  550688_010     51 12    7                 High school diploma      Fair
703  557480_010     51  0    0                                None      Fair
704  553914_020     51 NA    0                                <NA>      Good
705  552660_020     77 11    0                                None      Fair
706  556148_020     76 12    0                 High school diploma      Good
707  554069_010     67 12    1                 High school diploma      Good
708  552681_010     52 12    0                 High school diploma Excellent
709  557118_010     52 12    2                 High school diploma      Good
710  557320_020     47 12    1                 High school diploma      Good
711  553775_010     54 12    0                 High school diploma      Good
712  555663_010     56  7    1                                None      Fair
713  551833_010     53 NA    4                                <NA>      Good
714  553994_020     51  8    8                                None      Poor
715  555797_010     51 NA    1                                <NA> Excellent
716  558281_010     89  4    2                                None      Fair
717  550683_010     52 12    2                                None      <NA>
718  554972_020     46  1    4                                None      Fair
719  555294_010     53 NA    7                                <NA> Very Good
720  558441_010     53 NA    1                                <NA>      Fair
721  554330_020     56 16    1                   Bachelor's degree      Fair
722  553534_010     54 NA    4                                <NA>      Fair
723  552332_020     64 12    2                                 GED      Fair
724  556579_010     72 14    2                  Associate's degree      Good
725  554256_020     55 10    2                                 GED      Fair
726  556453_020     64  8    2                                None      Good
727  555601_020     61 14    2                 High school diploma      Fair
728  554899_020     41 13    5                  Associate's degree      Fair
729  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
730  553771_010     54 12    6                 High school diploma      Poor
731  556878_020     47 12    0                 High school diploma      Fair
732  556185_010     64 12    2                 High school diploma Very Good
733  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
734  550790_020     47 NA    0                                <NA>      Good
735  550967_020     63 15    2                                 GED      Good
736  555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
737  556069_010     74 12    0                 High school diploma      Good
738  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
739  558252_010     51 10    7                                 GED      Fair
740  556495_020     50 NA    2                                <NA> Very Good
741  556995_010     54 NA    0                                <NA> Very Good
742  554851_010     80  0    1                                None      Fair
743  550686_010     58 12    2                 High school diploma      Good
744  552118_020     62 11    1                                None      Fair
745  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
746  554172_010     61 15    5                  Associate's degree      Fair
747  556437_020     53 NA    7                                <NA>      Fair
748  554864_020     52 NA    1                                <NA>      Good
749  556050_010     53 14    1                  Associate's degree Very Good
750  559416_010     56 12    6                                 GED Excellent
751  559071_010     58 12    0                 High school diploma      Good
752  556634_010     50 NA    4                                <NA>      Good
753  558252_010     51 10    7                                 GED      Fair
754  552721_010     74 13    7                   Bachelor's degree      Fair
755  553948_020     65 11    1                                None      Good
756  558546_010     60 15    0                  Associate's degree Very Good
757  557855_010     59 14    6                  Associate's degree      Good
758  552819_010     56 NA    0                                <NA> Very Good
759  557538_020     55 12    0                 High school diploma Very Good
760  559600_020     55 NA    1                                <NA> Very Good
761  556424_020     45 12    5                                 GED      Fair
762  552228_010     55 NA    4                                <NA>      Fair
763  555650_010     55 13    4                  Associate's degree      Fair
764  557014_010     82 12    0                 High school diploma Very Good
765  558897_010     51 12    4                 High school diploma      Fair
766  559269_020     51 16    6                   Bachelor's degree      Fair
767  559292_010     56 11    6                                None      Fair
768  555163_010     54 14    1                  Associate's degree      Good
769  558155_010     58 12    2                 High school diploma      Fair
770  559691_010     50 14    1                  Associate's degree      Good
771  551092_010     56 NA    0                                <NA>      Good
772  558671_020     75 12    2                                None      Fair
773  555351_010     53 14    1                  Associate's degree Excellent
774  551512_010     64 NA    0                 High school diploma Excellent
775  556666_020     47 13    4                  Associate's degree      Good
776  552816_020     63  1    0                                None      Good
777  553227_010     56 12    1                 High school diploma Excellent
778  556240_010     57 12    3                 High school diploma      Poor
779  555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
780  551660_010     71 13    2                  Associate's degree      Poor
781  555192_020     87 17    5                  Associate's degree      Fair
782  558532_020     55 NA    1                                <NA>      Good
783  552490_010     71 12    2                 High school diploma      Good
784  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
785  551144_010     77 13    0                  Associate's degree      Good
786  552971_010     67 12    2                 High school diploma      Poor
787  556869_010     73 12    4                 High school diploma      Good
788  556541_010     56 12    1                 High school diploma Very Good
789  553114_010     52 NA    3                                <NA>      Good
790  552179_010     52 NA    7                                <NA>      Good
791  559408_010     71 12    0                 High school diploma      Good
792  559842_010     52 14    1                  Associate's degree      Fair
793  551442_010     58 14    0                   Bachelor's degree      Good
794  550661_010     54  7    7                                None      Poor
795  556121_010     55 NA    3                                <NA>      Fair
796  551940_010     56 12    7                 High school diploma      Fair
797  552510_010     52 12    0                 High school diploma Excellent
798  553319_010     52 NA    0                                <NA>      Good
799  558344_010     54 NA    1                                <NA>      Good
800  553315_020     61  1    2                 High school diploma      Fair
801  555578_010     60 12    1                 High school diploma Excellent
802  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
803  550920_010     59 12    3                 High school diploma      Fair
804  550428_010     59 14    1                  Associate's degree      Good
805  559129_010     58 12    6                 High school diploma      Fair
806  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
807  554569_010     74 14    1                  Associate's degree Very Good
808  552976_020     48 NA    2                                <NA> Very Good
809  559707_010     53 NA    4                                <NA>      Good
810  557446_010     55 14    1                   Bachelor's degree      Poor
811  551944_020     52 NA    2                                <NA>      Good
812  550156_010     51 12    0                                None      Good
813  554069_010     68 12    1                 High school diploma      Good
814  555697_020     54 12    7                                None      Fair
815  551110_010     68 12    0                                 GED      Good
816  557786_010     61 12    0                 High school diploma      Good
817  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
818  550295_010     52  6    2                                None      Fair
819  559586_010     55 16    4                  Associate's degree      Good
820  552231_010     52 NA    0                                <NA>      Good
821  559649_010     61 13    3                   Bachelor's degree      Good
822  554247_020     81 10    1                 High school diploma      Fair
823  558568_020     67 12    0                 High school diploma      Good
824  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
825  553948_020     65 11    1                                None      Good
826  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
827  557630_020     49 12    0                 High school diploma      Fair
828  556390_010     52 15    0                  Associate's degree      Good
829  556869_010     73 12    4                 High school diploma      Good
830  557320_020     47 12    1                 High school diploma      Good
831  555004_010     51 10    8                                None      Poor
832  550239_010     53 11    3                 High school diploma      Good
833  557889_010     62 12    1                 High school diploma Very Good
834  559973_010     54 17    2                  Associate's degree      Fair
835  556300_020     53 NA    0                                <NA> Very Good
836  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
837  552118_020     55  8    2                                None      Fair
838  551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
839  559603_020     67 13    1                  Associate's degree      Good
840  556717_020     53 NA    0                                <NA>      Good
841  553879_010     61  6    1                                None      Poor
842  556431_010     51 NA    0                                <NA>      Fair
843  550683_010     52 12    2                                None      <NA>
844  559698_010     51 NA    0                                <NA> Very Good
845  559010_010     67 14    0                  Associate's degree Excellent
846  555065_010     55 NA    2                                <NA> Very Good
847  553112_010     65 12    0                 High school diploma      Good
848  555405_010     53 12    2                 High school diploma Excellent
849  550882_010     53 11    1                                None      Fair
850  553961_020     56 14    0                   Bachelor's degree      Fair
851  559624_010     55 NA    0                                <NA>      Good
852  555578_010     63 12    0                 High school diploma      Good
853  557856_010     60 13    2                  Associate's degree      Fair
854  552741_010     55 13    2                  Associate's degree      Fair
855  559093_020     47 13    1                  Associate's degree      Good
856  559764_010     61 16    2                  Associate's degree      Fair
857  554161_010     51 14    0                  Associate's degree Excellent
858  556225_020     42 NA    8                                <NA>      Fair
859  554017_010     72 11    0                                None Excellent
860  558175_010     52 NA    0                                <NA> Very Good
861  550015_010     56 12    0                 High school diploma Very Good
862  554006_010     74 13    1                  Associate's degree Very Good
863  557424_010     51 14    1                   Bachelor's degree      Good
864  554069_020     61 11    2                                None      Fair
865  559269_010     54 16    1                   Bachelor's degree      Fair
866  555464_010     53 12    0                 High school diploma Very Good
867  552320_010     63  6    2                                None      Fair
868  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
869  556979_010     53 NA    0                                 GED Very Good
870  556621_010     66  9    4                                 GED      Poor
871  551057_010     77  6    0                                None      Fair
872  557680_020     71 12    0                 High school diploma Excellent
873  554443_010     64  8    2                                None      Fair
874  557446_010     55 14    1                   Bachelor's degree      Poor
875  557510_020     47 14    0                  Associate's degree Excellent
876  558380_010     63 10    0                                None      Fair
877  555137_010     57 10    1                                 GED Very Good
878  553715_010     61 12    2                 High school diploma      Fair
879  558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
880  550637_020     52 NA    0                                <NA> Excellent
881  555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
882  552840_010     52 NA    7                                <NA>      Fair
883  552874_020     63 14    2                 High school diploma      Fair
884  552976_020     48 NA    2                                <NA>      Good
885  552741_010     56 13    2                  Associate's degree      Fair
886  552104_010     50 NA    6                                 GED      Poor
887  553014_010     72 11    1                                None      Poor
888  552154_010     55 12    1                 High school diploma      Good
889  556428_010     66 14    1                  Associate's degree      Good
890  552629_010     78  5    2                                None      Fair
891  553055_020     61 13    1                  Associate's degree      Good
892  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
893  550964_010     52 12    1                 High school diploma Very Good
894  550516_010     62 11    1                                None Excellent
895  554256_010     55 11    2                                 GED      Fair
896  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
897  550410_010     50 NA    0                                <NA> Very Good
898  551529_010     82 12    0                 High school diploma      Good
899  552301_010     77 13    0                  Associate's degree Excellent
900  551928_010     53 12    5                                 GED      Fair
901  556668_020     83  8    1                                None      Fair
902  558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
903  552395_010     86  6    0                                None      Good
904  554154_020     56 11    0                 High school diploma      Fair
905  559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
906  555216_010     75 17    6                  Associate's degree      Good
907  559178_020     61 14    3                  Associate's degree      Good
908  556325_020     47 NA    0                                <NA> Very Good
909  556939_010     52 NA    3                                <NA>      Poor
910  559969_020     77  7    2                                None      Good
911  552306_020     50 NA    1                                <NA>      Fair
912  550461_010     63  8    1                                None Very Good
913  558082_010     82 12    1                 High school diploma      Good
914  557811_020     53 14    0                   Bachelor's degree Very Good
915  553879_010     61  6    1                                None      Poor
916  550583_010     54 14    3                   Bachelor's degree      Fair
917  559917_010     55 10    3                 High school diploma      Good
918  558594_010     55 NA    0                                <NA>      Fair
919  556793_010     53 11    4                                None      Fair
920  557811_020     54 14    0                   Bachelor's degree      Good
921  558576_010     57 14    2                   Bachelor's degree      Good
922  557529_010     51 NA    1                                <NA>      Good
923  550645_010     66 12    0                 High school diploma Very Good
924  553534_010     54 NA    4                                <NA>      Fair
925  553948_010     65 10    5                                None      Fair
926  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
927  552775_020     48 NA    0                                <NA>      Good
928  550759_010     69 12    2                 High school diploma      Good
929  556666_020     47 13    4                  Associate's degree      Good
930  552079_010     51 12    5                 High school diploma      Good
931  558540_010     63 12    5                 High school diploma      Fair
932  550110_010     56 12    4                 High school diploma      Poor
933  550931_010     54 NA    1                                <NA>      Good
934  555503_020     56 14    4                  Associate's degree      Fair
935  550920_010     65 12    5                 High school diploma      Fair
936  559818_010     54 NA    0                                <NA> Excellent
937  552766_010     74 14    0                  Associate's degree      Good
938  557510_020     47 12    0                 High school diploma Excellent
939  557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
940  552721_010     74 13    7                   Bachelor's degree      Fair
941  558532_010     51 NA    1                                <NA> Very Good
942  556241_010     52 13    2                  Associate's degree Very Good
943  550064_010     56 11    1                 High school diploma      Good
944  559905_010     49 NA    0                                <NA>      Good
945  554280_010     52 NA    0                                <NA>      Good
946  557391_020     72  9    2                                None      Fair
947  556493_010     59 13    4                  Associate's degree      Fair
948  552154_010     55 12    1                 High school diploma Very Good
949  555178_010     68 12    0                 High school diploma      Good
950  554486_010     69 14    1                   Bachelor's degree      Fair
951  552886_010     72 14    1                  Associate's degree      Poor
952  555978_010     62 12    2                 High school diploma      Good
953  555113_020     49 NA    1                                <NA> Very Good
954  558552_020     63 12    0                 High school diploma Very Good
955  557131_010     64 13    7                  Associate's degree      Good
956  554330_020     56 16    1                   Bachelor's degree      Fair
957  557213_010     65 14    4                  Associate's degree Very Good
958  558543_020     64 13    0                  Associate's degree Very Good
959  557538_020     55 16    0                 High school diploma Very Good
960  553030_010     52 12    1                 High school diploma      Fair
961  557283_010     55 13    6                  Associate's degree      Fair
962  555311_020     47 NA    4                                <NA> Excellent
963  554387_010     55 NA    0                                <NA> Excellent
964  552812_010     54 14    1                  Associate's degree      Good
965  550066_010     80 15    2                  Associate's degree      Fair
966  556266_010     57 15    3                  Associate's degree      Fair
967  550614_010     53 12    4                 High school diploma      Fair
968  553430_010     55  3    0                 High school diploma Excellent
969  559600_020     55 NA    4                                <NA>      Fair
970  552819_010     55 NA    0                                <NA> Very Good
971  550458_010     56 NA    0                                <NA> Excellent
972  558198_010     53 NA    8                 High school diploma      Fair
973  558403_020     49 12    0                 High school diploma      Fair
974  557721_020     53 14    0                  Associate's degree Very Good
975  555331_010     55 15    0                 High school diploma Very Good
976  553294_010     53 NA    4                                <NA> Very Good
977  553280_010     53  5    0                                None Very Good
978  555578_020     59 10    1                                None Very Good
979  556493_020     68 12    1                 High school diploma      Fair
980  555169_010     55 13    4                  Associate's degree Excellent
981  555848_010     64 14    1                  Associate's degree Excellent
982  551514_010     54 NA    4                                <NA>      Poor
983  559353_010     51 12    0                 High school diploma      Good
984  559834_010     74 14    1                  Associate's degree      Fair
985  555307_010     63 13    2                  Associate's degree      Fair
986  551127_010     68 15    0                   Bachelor's degree      Good
987  556300_010     52 NA    0                                <NA> Very Good
988  551975_010     53 NA    0                                <NA>      Good
989  550064_010     56 12    3                 High school diploma      Good
990  557258_010     55 NA    0                                <NA> Very Good
991  554652_010     52 12    0                                 GED Very Good
992  559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
993  557014_010     68 12    0                 High school diploma Very Good
994  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
995  556495_020     50 NA    3                                <NA> Very Good
996  559598_010     57 13    1                  Associate's degree Very Good
997  554740_010     58 12    5                 High school diploma      Good
998  559839_010     53 13    0                  Associate's degree      Fair
999  558552_020     63 12    0                 High school diploma Very Good
1000 559234_010     51 NA    0                                <NA>      Good
1001 554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
1002 559235_010     52 NA    0                                <NA>      Fair
1003 552238_010     56 NA    1                                <NA>      Good
1004 559748_010     63  9    1                                None      Good
1005 553641_010     52 12    1                 High school diploma      Good
1006 551808_020     66 12    0                                None Excellent
1007 552395_010     86  6    0                                None      Good
1008 556621_010     66  9    4                                 GED      Poor
1009 555962_010     72 12    2                 High school diploma      Poor
1010 552660_010     77 12    0                 High school diploma      Fair
1011 555042_010     56  6    1                                None Excellent
1012 553832_010     72 13    1                  Associate's degree      Poor
1013 555663_020     52 12    0                 High school diploma Very Good
1014 559001_010     69 12    4                 High school diploma      Poor
1015 551222_010     53 NA    0                                <NA>      Good
1016 557141_010     53  9    0                 High school diploma      Fair
1017 552753_010     53 15    0                  Associate's degree Very Good
1018 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1019 559567_020     59 12    3                 High school diploma      Poor
1020 552618_020     71  8    8                                None      Good
1021 559494_020     36 16    0                  Associate's degree Very Good
1022 552789_010     63 14    1                  Associate's degree Very Good
1023 552156_010     65 13    0                  Associate's degree Very Good
1024 558404_020     63 12    0                                 GED Very Good
1025 559235_010     52 NA    0                                <NA>      Fair
1026 553503_020     50 12    4                                None      Poor
1027 552154_020     49 11    5                                None      Fair
1028 554687_010     53 NA    0                                <NA> Very Good
1029 558155_010     58 12    0                 High school diploma      Fair
1030 551064_010     56 NA    0                                <NA> Excellent
1031 556125_010     80  9    0                                None      Fair
1032 557344_010     58 12    3                 High school diploma      Poor
1033 558366_020     53 15    2                  Associate's degree      Good
1034 550941_010     75 14    1                   Bachelor's degree      Good
1035 556475_010     71 15    1                  Associate's degree      Good
1036 557619_010     55 NA    0                                <NA> Very Good
1037 558765_010     62 12    3                 High school diploma Very Good
1038 553067_010     53 NA    0                                <NA> Very Good
1039 553610_010     54 12    1                 High school diploma Very Good
1040 557690_010     60  6    2                                None      Poor
1041 557630_020     49 12    0                 High school diploma      Good
1042 558950_010     55 NA    1                                <NA> Very Good
1043 556495_020     50 NA    3                                <NA> Very Good
1044 559969_010     74 10    1                                None      Fair
1045 554674_020     62 15    2                  Associate's degree      Good
1046 554344_020     70 15    1                  Associate's degree      Good
1047 553646_010     51 NA    0                                <NA> Very Good
1048 555648_010     54 NA    2                                <NA>      Fair
1049 552423_020     55 13    1                  Associate's degree Very Good
1050 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1051 553817_010     56 12    6                 High school diploma      Good
1052 559494_020     40 17    0                  Associate's degree      Good
1053 557882_010     52  9    0                 High school diploma      Good
1054 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1055 559080_010     56 NA    0                                <NA>      Good
1056 553846_010     50 NA    7                                <NA>      Fair
1057 551878_010     59 10    3                                 GED Very Good
1058 557633_010     66 12    6                 High school diploma      Poor
1059 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1060 559234_020     56 NA    0                                <NA> Very Good
1061 556038_010     64 15    2                  Associate's degree Very Good
1062 552964_020     54 12   NA                 High school diploma Very Good
1063 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
1064 557681_010     65 14    1                   Bachelor's degree      Fair
1065 552874_020     66 12    4                 High school diploma      Fair
1066 552454_010     64 12    0                                None Very Good
1067 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1068 554409_020     49  6    0                                None Excellent
1069 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
1070 558266_010     56  1    2                 High school diploma      Fair
1071 556549_010     72 12    1                 High school diploma      Fair
1072 558703_010     53 NA    1                                <NA>      Fair
1073 555754_010     49 NA    0                                <NA> Very Good
1074 550851_020     47 12    1                                 GED      Good
1075 550418_010     53 NA    0                                <NA> Excellent
1076 553743_020     67 12    2                  Associate's degree      Good
1077 550930_010     56 14    1                  Associate's degree      Fair
1078 555053_020     78  3    3                                None      Fair
1079 554899_020     41 13    5                  Associate's degree      Fair
1080 555891_010     56 11    7                                None      Fair
1081 552734_010     53  9    5                                None      Good
1082 559785_020     56 11    1                                 GED      Fair
1083 550428_010     59 12    1                 High school diploma      Good
1084 554069_020     60 11    2                                None      Fair
1085 555215_010     51 NA    0                                <NA>      Good
1086 557997_010     54 NA    0                                <NA> Very Good
1087 552816_020     67  0    0                                None      Good
1088 550605_010     65 12    0                 High school diploma      Good
1089 557882_010     52  9    0                 High school diploma      Good
1090 550143_010     75 10    0                                None Excellent
1091 551712_010     72  2    0                                None      Fair
1092 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1093 555777_010     54 NA    1                 High school diploma Excellent
1094 556666_020     47 12    4                 High school diploma      Good
1095 554847_010     52 NA    2                                <NA>      Good
1096 557883_010     53 NA    0                                <NA>      Good
1097 559044_020     60 12    1                 High school diploma      Fair
1098 559315_010     53 14    3                  Associate's degree      Fair
1099 556531_010     58 13    1                   Bachelor's degree      Good
1100 552822_020     52 14    1                  Associate's degree      Fair
1101 555103_010     54 14    8                  Associate's degree      Poor
1102 553627_010     52 NA    2                                <NA>      Fair
1103 552065_010     70 12    0                 High school diploma      Good
1104 559567_020     59 12    3                 High school diploma      Poor
1105 555439_010     51 NA    0                                <NA>      Good
1106 556921_010     73  5    0                                None      Good
1107 559928_010     53 11    0                                 GED      Good
1108 555037_010     51 NA    2                                <NA> Very Good
1109 554550_010     50 NA   NA                                <NA>      Poor
1110 555349_010     57 12    0                 High school diploma      Good
1111 551878_010     64 14    3                  Associate's degree Very Good
1112 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1113 555354_010     77 12    0                 High school diploma      Good
1114 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
1115 550736_010     82 16    0                  Associate's degree Excellent
1116 557349_020     49  8    0                 High school diploma Very Good
1117 557624_020     56 12    8                 High school diploma      Fair
1118 555115_010     72 14    7                  Associate's degree      Poor
1119 555441_020     60 12    1                                 GED Very Good
1120 557140_010     51 NA    4                                <NA> Very Good
1121 558737_010     70 12    0                                 GED      Fair
1122 559603_020     65 13    0                  Associate's degree      Good
1123 551156_020     44 NA    1                                <NA> Excellent
1124 559600_010     54 NA    1                                <NA> Excellent
1125 550155_010     53 12    1                                 GED Very Good
1126 559080_020     48 NA    2                                <NA>      Fair
1127 554026_010     57  9    8                                None      Fair
1128 554413_010     65 10    1                                None      Fair
1129 550093_020     63 13    1                  Associate's degree      Good
1130 556433_010     55 NA    8                                <NA>      Fair
1131 550418_010     53 NA    0                                <NA> Excellent
1132 555286_010     87 14    4                  Associate's degree      Poor
1133 550683_010     53 12    2                                None      Good
1134 555463_020     84  6    0                                None      Poor
1135 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1136 555586_010     54 NA    0                                <NA>      Fair
1137 557664_010     80 14    0                  Associate's degree      Good
1138 552681_020     51 12    0                 High school diploma      Good
1139 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1140 556806_010     70 14    0                   Bachelor's degree      Good
1141 555332_010     55 NA    0                                <NA> Excellent
1142 558157_010     51 NA    0                                <NA>      Good
1143 551179_020     57  9    3                                None      Good
1144 556606_010     55 11    5                                None      Good
1145 557630_010     52  6    0                                None Very Good
1146 557213_010     65 14    4                  Associate's degree Very Good
1147 551512_010     65 NA    0                 High school diploma Excellent
1148 558049_010     68 12    1                 High school diploma      Fair
1149 556424_020     45 12    5                 High school diploma      Fair
1150 556179_010     54 12    2                 High school diploma      Fair
1151 557518_010     58 14    2                  Associate's degree Very Good
1152 550514_020     51 12    2                 High school diploma      Fair
1153 555460_010     53 NA    6                                <NA>      Fair
1154 553446_010     50 NA    4                                <NA>      Fair
1155 558602_010     61  6    0                                None      Fair
1156 557557_010     53 14    2                   Bachelor's degree      Good
1157 552306_020     50 NA    1                                <NA>      Fair
1158 550790_020     47 NA    0                                <NA> Very Good
1159 553765_010     54 12    8                                 GED      Fair
1160 556135_010     53 12    1                 High school diploma      Fair
1161 558935_010     66 12    0                 High school diploma      Good
1162 555405_010     53 12    2                 High school diploma Excellent
1163 554318_010     80 11    5                                None      Poor
1164 550943_010     62 10    4                                 GED      Poor
1165 559785_010     56 11    1                 High school diploma      Fair
1166 559283_020     51 NA    0                                <NA>      Good
1167 550962_020     52 12    1                 High school diploma      Fair
1168 555441_020     54 12    1                 High school diploma Very Good
1169 558679_020     52 NA    0                                <NA> Excellent
1170 553951_020     52 14   NA                 High school diploma      Good
1171 559445_010     55 12    0                                None      Good
1172 559484_020     53 14    1                  Associate's degree Very Good
1173 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1174 558664_010     57 14    1                   Bachelor's degree      Good
1175 557802_010     67 14    1                   Bachelor's degree Very Good
1176 554302_010     73  6    8                                None      Poor
1177 556758_010     53 12    0                                 GED Very Good
1178 559470_020     69 11    1                                 GED      Fair
1179 553432_010     71 13    7                  Associate's degree      Good
1180 555427_010     70 12    0                                 GED      Good
1181 559722_010     52 NA    1                                <NA>      Fair
1182 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1183 557785_010     52 14    3                   Bachelor's degree      Good
1184 550038_010     53 12    2                 High school diploma      Fair
1185 559793_010     54 NA    1                                <NA> Very Good
1186 551781_010     55 NA    0                                <NA> Very Good
1187 557036_010     51 NA    5                                <NA>      Fair
1188 557269_010     58 13    7                  Associate's degree      Good
1189 557699_010     51 12    3                 High school diploma      Fair
1190 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1191 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1192 557538_020     61 12    0                 High school diploma Very Good
1193 558142_010     82  6    2                                None      Good
1194 559420_010     47 NA    0                                <NA>      Good
1195 555339_010     54 12    1                 High school diploma      Good
1196 554680_010     65 12    1                 High school diploma      Good
1197 551025_020     58 12    1                 High school diploma Very Good
1198 553508_010     55 NA    0                                <NA>      Good
1199 558039_010     63 13    6                  Associate's degree      Fair
1200 555601_010     58 14    1                 High school diploma      Fair
1201 550745_010     51 NA    1                                <NA>      Good
1202 555331_020     46 13    0                 High school diploma Very Good
1203 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1204 559616_010     53  9    0                                None      Fair
1205 555176_010     65 13    1                  Associate's degree      Good
1206 558191_020     47 NA    3                                <NA>      Good
1207 557139_010     70 12    3                 High school diploma      Fair
1208 553623_020     64 12    0                                 GED Very Good
1209 553670_010     52 NA    0                                <NA>      Good
1210 557269_010     58 13    7                  Associate's degree      Good
1211 551529_010     82 12    0                 High school diploma      Good
1212 559283_010     53 NA    0                                <NA>      Good
1213 554540_010     56 NA    0                                <NA>      Good
1214 550428_010     57 12    1                 High school diploma      Good
1215 557097_010     52 NA    6                                <NA>      Fair
1216 552748_020     64 12    1                 High school diploma Very Good
1217 558693_010     52  6    0                                None      Fair
1218 553118_020     50 NA    0                                <NA>      Poor
1219 558039_010     63 13    6                  Associate's degree      Fair
1220 556325_010     54 NA    1                                <NA>      Good
1221 559818_010     54 NA    0                                <NA> Excellent
1222 552482_020     62 12    2                                 GED      Fair
1223 551104_010     55 14    2                  Associate's degree      Fair
1224 555115_010     72 14    7                  Associate's degree      Poor
1225 554486_020     72 15    0                   Bachelor's degree      Good
1226 554312_010     56 NA    4                                <NA>      Good
1227 558797_010     52 NA    0                                <NA>      Fair
1228 550889_010     52 NA    8                                <NA>      Poor
1229 558532_010     51 NA    1                                <NA> Very Good
1230 559391_010     90  4    3                                None      Good
1231 555844_010     53 11    1                                None      Fair
1232 553790_020     55 14    0                   Bachelor's degree      Good
1233 550962_010     53 14    1                  Associate's degree      Fair
1234 550817_010     76 15    1                  Associate's degree Very Good
1235 557885_020     62 12    3                 High school diploma      Fair
1236 552822_010     52 13    1                  Associate's degree      Fair
1237 553512_010     55 NA    1                                <NA> Very Good
1238 559471_010     59 12    6                 High school diploma      Poor
1239 552490_010     71 12    2                 High school diploma      Good
1240 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
1241 555702_010     60 14    5                   Bachelor's degree      Fair
1242 550362_010     55 12    8                                None      Poor
1243 551335_020     50 12    0                 High school diploma      Good
1244 556964_010     56 NA    6                                <NA>      Fair
1245 556149_010     59 13    8                  Associate's degree      Poor
1246 558594_010     55 NA    0                                <NA>      Fair
1247 554252_020     48  3    1                                None      Good
1248 559445_010     55 12    0                                None      Good
1249 557226_010     77 14    2                  Associate's degree      Fair
1250 552648_020     66 11   NA                                None      Fair
1251 550421_010     75 14    2                   Bachelor's degree      Fair
1252 553114_020     52 NA    0                                <NA>      Good
1253 552911_010     51 13    4                  Associate's degree Very Good
1254 551863_020     62 16    0                  Associate's degree Very Good
1255 551412_020     56 14    4                 High school diploma      Fair
1256 553393_010     52 12    7                 High school diploma Very Good
1257 553911_010     80 12    1                 High school diploma      Fair
1258 551155_010     45 NA    0                                <NA> Very Good
1259 551346_010     57  9    0                                None      Good
1260 557484_020     52 NA    1                                <NA>      Good
1261 556686_020     69 NA    2                                 GED      Good
1262 550880_010     55 12    0                 High school diploma      Fair
1263 550609_010     55 12    0                  Associate's degree      Good
1264 551843_010     56 12    0                 High school diploma      Good
1265 559471_010     59 12    6                 High school diploma      Poor
1266 553925_010     82 11    1                                 GED Very Good
1267 550581_020     66  6    7                                None      Fair
1268 554408_010     54 NA    2                                <NA> Very Good
1269 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1270 557595_010     69  7    0                                None      Good
1271 557551_010     53 NA    0                                <NA>      Fair
1272 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1273 555785_020     41 NA    3                                <NA>      Fair
1274 557615_010     52 NA    0                                <NA> Very Good
1275 558286_010     57 11    3                 High school diploma      Fair
1276 555560_010     58 14    1                  Associate's degree Very Good
1277 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1278 550419_010     87 15    1                  Associate's degree      Fair
1279 552892_020     60 14    4                  Associate's degree      Fair
1280 550817_010     76 15    1                  Associate's degree Very Good
1281 557396_010     68 13    5                  Associate's degree      Fair
1282 554365_010     64  0    0                                None      Fair
1283 558552_010     65 12    1                 High school diploma      Fair
1284 555489_020     58 14    1                   Bachelor's degree Very Good
1285 559806_020     54  5    0                                None      Fair
1286 552292_010     57 14    4                   Bachelor's degree      Good
1287 552819_010     55 NA    0                                <NA> Very Good
1288 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1289 553884_010     50 NA    5                                <NA>      Good
1290 554604_010     51 NA    2                                <NA> Very Good
1291 555137_010     62 11    1                                 GED Very Good
1292 556471_010     65 12    5                                 GED      Good
1293 554604_020     51 NA    1                                <NA> Very Good
1294 558103_010     51 14    1                  Associate's degree      Poor
1295 554885_010     65 14    2                  Associate's degree      Poor
1296 555962_010     72 12    2                 High school diploma      Poor
1297 556079_010     55 14    7                   Bachelor's degree      Fair
1298 550233_010     64 12    6                 High school diploma      Good
1299 550554_010     52 NA    1                                <NA>      Good
1300 554344_020     70 15    1                  Associate's degree      Good
1301 555765_010     54 12    5                                 GED      Fair
1302 559990_010     54 NA    1                                <NA> Very Good
1303 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1304 554903_010     62 12    2                                 GED Very Good
1305 558316_010     70 12    0                                 GED      Good
1306 556833_010     54  9    0                                None Excellent
1307 557882_010     52  9    0                 High school diploma      Good
1308 555911_010     51 14    5                   Bachelor's degree      Fair
1309 556513_010     60 10    1                                None      Fair
1310 552693_010     54 16    6                  Associate's degree      Fair
1311 558543_020     64 11    0                 High school diploma Very Good
1312 552646_010     52 14    1                  Associate's degree      Fair
1313 553321_010     62 14    0                  Associate's degree      Poor
1314 559698_010     51 NA    0                                <NA> Very Good
1315 552395_010     86  6    0                                None      Good
1316 556345_010     62 13    5                  Associate's degree      Poor
1317 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
1318 555844_010     53 11    1                                None      Fair
1319 557349_020     49  9    0                 High school diploma Very Good
1320 555215_020     51 NA    0                                <NA>      Good
1321 559506_010     55 NA    0                                <NA>      Good
1322 558441_010     53 NA    1                                <NA>      Fair
1323 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1324 553114_020     50 NA    0                                <NA>      Good
1325 551143_020     50 11    8                 High school diploma      Fair
1326 551048_010     54 NA    0                                <NA> Very Good
1327 555952_010     51 14    5                   Bachelor's degree      Good
1328 559270_010     52 NA    0                                <NA> Very Good
1329 553699_010     63  9    6                                None Very Good
1330 557710_010     87 14    0                  Associate's degree Very Good
1331 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1332 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1333 558837_010     67  4    0                                None      Fair
1334 552648_010     64 12   NA                 High school diploma      Good
1335 555209_010     52 NA    0                 High school diploma      Good
1336 553761_010     54 15    6                   Bachelor's degree      Poor
1337 555797_010     51 NA    1                                <NA> Excellent
1338 558155_010     58 14    0                 High school diploma      Good
1339 558646_010     64 11    2                                None      Good
1340 555215_010     51 NA    0                                <NA>      Good
1341 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1342 555065_010     54 NA    2                                <NA> Very Good
1343 553280_010     54  5    0                                None Very Good
1344 553327_010     51 12    5                 High school diploma      Good
1345 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1346 555780_010     68 12    3                 High school diploma Excellent
1347 555166_010     54 NA    3                                <NA>      Good
1348 554398_010     53  6    0                                None      Good
1349 551944_020     52 NA    2                                <NA>      Good
1350 555553_010     57 NA    3                                <NA>      Good
1351 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
1352 554481_010     63  3    0                 High school diploma Excellent
1353 558953_010     54 NA    5                                <NA>      Poor
1354 551279_010     54 12    1                 High school diploma      Good
1355 552059_010     61 14    0                   Bachelor's degree      Fair
1356 557544_010     56 NA    0                                <NA>      Fair
1357 557882_010     52  9    0                 High school diploma      Good
1358 555603_020     44 13    4                  Associate's degree      Fair
1359 556668_020     78  9    1                                None      Good
1360 559023_010     53 NA    3                                <NA>      Fair
1361 553280_020     40  3    7                                None Very Good
1362 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
1363 550698_020     67 14    0                  Associate's degree      Good
1364 553413_020     64 12    3                 High school diploma      Fair
1365 558410_010     51 NA    1                                <NA> Very Good
1366 550015_020     49  9    1                 High school diploma      Good
1367 551975_020     51 NA    0                                <NA> Very Good
1368 551080_010     69 12    1                 High school diploma      Good
1369 551803_010     53 NA    1                                <NA> Very Good
1370 556057_010     66 14    0                  Associate's degree      Good
1371 552306_020     50 NA    1                                <NA>      Fair
1372 552613_010     51 13    1                  Associate's degree      Good
1373 555071_020     48 12    3                                 GED      Good
1374 558693_020     54  6    0                                None      Fair
1375 555506_010     50 NA    6                                <NA>      Poor
1376 553881_010     59 13    0                  Associate's degree Very Good
1377 553920_010     53 NA    1                                <NA>      Good
1378 559734_010     55 NA    0                                <NA> Very Good
1379 551123_010     74  2    1                                None      Fair
1380 558344_010     54 NA    1                                <NA>      Good
1381 550524_010     69 15    1                   Bachelor's degree      Good
1382 552692_010     52 NA    0                                <NA> Very Good
1383 557061_010     53 13    1                  Associate's degree      Good
1384 558849_010     54 14    0                   Bachelor's degree Very Good
1385 551126_010     52 12    0                 High school diploma Excellent
1386 559321_010     53 NA    6                                <NA>      Fair
1387 558419_010     67 12    4                 High school diploma      Fair
1388 552963_010     53 12    5                 High school diploma      Good
1389 556276_020     52 NA    1                                <NA>      Good
1390 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1391 550156_020     51 12    5                                None      Good
1392 556760_010     50 NA    0                                <NA> Excellent
1393 559479_010     53 NA    8                                <NA>      Good
1394 552837_010     51 13    0                  Associate's degree Excellent
1395 554880_010     59 12    1                                None      Good
1396 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
1397 557624_010     55 12    4                 High school diploma      Fair
1398 553060_020     52 14    3                  Associate's degree      Good
1399 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1400 552892_020     60 15    6                  Associate's degree      Fair
1401 557858_010     52 NA    7                                 GED      Poor
1402 550385_010     65 14    0                  Associate's degree Very Good
1403 551191_010     82 13    3                  Associate's degree      Fair
1404 554842_010     69 13    3                  Associate's degree      Good
1405 556090_010     50 12    0                 High school diploma Very Good
1406 559487_010     74 13    5                  Associate's degree      Fair
1407 550043_010     75 12    0                 High school diploma Very Good
1408 556493_010     59 14    4                  Associate's degree      Fair
1409 554627_010     62 13    3                  Associate's degree      Good
1410 554092_010     74 11    0                 High school diploma      Good
1411 556394_010     57 17    3                  Associate's degree      Good
1412 558103_010     51 14    1                  Associate's degree      Poor
1413 557842_020     51  8    2                                None      Good
1414 556499_010     62 12    4                 High school diploma      Good
1415 556137_010     60 15    1                  Associate's degree      Good
1416 553351_010     53 12    4                 High school diploma      Good
1417 555441_010     54 12    0                                 GED      Fair
1418 554301_020     49 12    0                 High school diploma Very Good
1419 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1420 555071_020     48 12    3                                 GED      Good
1421 556845_010     54 NA    0                                <NA>      Good
1422 559598_010     57 13    1                  Associate's degree Very Good
1423 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1424 552753_010     53 15    0                  Associate's degree Very Good
1425 558897_010     51 12    4                 High school diploma      Fair
1426 550047_010     54 12    0                 High school diploma Excellent
1427 553793_010     55 14    1                  Associate's degree      Fair
1428 556833_010     54  9    0                                None Excellent
1429 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
1430 555603_020     43 13    4                  Associate's degree      Poor
1431 554862_010     55 NA    4                                <NA>      Poor
1432 559121_010     56 11    6                                None      Poor
1433 550410_010     50 NA    0                                <NA> Very Good
1434 556143_010     58 14    0                   Bachelor's degree Very Good
1435 554238_020     75 14    0                 High school diploma Very Good
1436 550362_010     55 12    8                                 GED      Poor
1437 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1438 554793_010     64 12    1                 High school diploma      Good
1439 550233_010     66 13    1                  Associate's degree      Good
1440 554740_010     58 12    5                 High school diploma      Good
1441 553570_020     40 12    2                 High school diploma      Fair
1442 553166_020     82  7    0                                None      Good
1443 555244_010     60  2    3                                None      Fair
1444 553055_010     63 13    1                  Associate's degree      Fair
1445 550254_010     56 NA    6                                <NA> Very Good
1446 557391_010     73 11    2                                None Very Good
1447 555545_020     60 10    2                                None Very Good
1448 550686_010     58 11    2                 High school diploma      Good
1449 555310_010     76 12    2                                 GED      Fair
1450 555545_010     60 11    1                                None Excellent
1451 556073_010     65 11    5                 High school diploma Very Good
1452 553890_010     54 12    0                 High school diploma Very Good
1453 550254_010     56 NA    6                                <NA> Very Good
1454 559315_010     53 14    3                  Associate's degree      Fair
1455 556873_010     70  6    1                                None Very Good
1456 552633_010     61 12    0                 High school diploma      Good
1457 559893_010     62 11    4                 High school diploma      Fair
1458 555515_010     52 12    1                                 GED      Fair
1459 554548_010     61 14    6                   Bachelor's degree      Poor
1460 550356_010     54 11    7                                 GED      Fair
1461 554724_020     68 12    1                 High school diploma      Good
1462 551203_010     56 NA    0                   Bachelor's degree Excellent
1463 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
1464 556266_010     57 17    3                  Associate's degree      Fair
1465 553482_010     57 12    6                 High school diploma      Poor
1466 556445_010     58 12    5                 High school diploma      Fair
1467 552840_010     52 NA    7                                <NA>      Fair
1468 558237_010     55 12    5                 High school diploma      Fair
1469 551505_010     74 13    0                  Associate's degree      Good
1470 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1471 559023_010     53 NA    3                                <NA>      Fair
1472 557690_010     60  6    2                                None      Poor
1473 558532_010     51 NA    1                                <NA> Very Good
1474 555441_010     54 12    0                 High school diploma      Fair
1475 558668_010     53 NA    8                                <NA>      Fair
1476 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
1477 557795_010     82 12    4                 High school diploma      Fair
1478 558951_020     54 16    5                   Bachelor's degree      Fair
1479 556179_020     45 12    1                 High school diploma      Fair
1480 559346_010     73 12    0                                None      Good
1481 557710_010     87 14    0                  Associate's degree Very Good
1482 551746_010     52 10    1                                None      Good
1483 558413_020     51 NA    0                                <NA> Very Good
1484 557126_020     50 14    2                 High school diploma Very Good
1485 559301_010     50 NA    5                                <NA> Very Good
1486 553086_010     67 14    1                   Bachelor's degree Very Good
1487 553826_020     59 14    0                   Bachelor's degree Excellent
1488 555241_010     52 12    7                 High school diploma      Fair
1489 555749_010     55 NA    0                                <NA>      Poor
1490 554624_010     91  7    0                                None      Fair
1491 559691_010     50 14    1                  Associate's degree      Good
1492 557882_010     52  9    0                 High school diploma      Good
1493 556260_020     57 15    0                   Bachelor's degree Very Good
1494 557141_010     53  9    0                 High school diploma      Fair
1495 554203_010     54 NA    0                                <NA> Very Good
1496 557219_010     52 NA    0                                <NA> Excellent
1497 557198_010     55 12    1                 High school diploma      Good
1498 556240_020     51 12    3                 High school diploma      Good
1499 550554_010     52 NA    1                                <NA>      Good
1500 551057_010     77  5    0                                None      Fair
1501 551450_010     56 14    0                   Bachelor's degree      Good
1502 553294_020     44 NA    8                                <NA>      Good
1503 556869_010     73 12    4                 High school diploma      Good
1504 559861_020     55 NA    0                                <NA> Very Good
1505 556138_010     59 13    6                  Associate's degree      Fair
1506 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1507 550873_010     52 12    3                 High school diploma      Good
1508 554238_020     75 14    1                 High school diploma      Good
1509 552482_010     63 10    2                                None      Fair
1510 555336_010     65 12    1                 High school diploma      Good
1511 553435_010     75  2    3                 High school diploma Very Good
1512 551723_010     64  6    1                                None      Good
1513 551238_010     53 14    4                  Associate's degree      Good
1514 559968_010     54 NA    1                                <NA>      Good
1515 552228_020     54 NA    3                                <NA>      Fair
1516 557198_010     55 12    1                 High school diploma      Good
1517 559301_020     43 NA    5                                <NA>      Good
1518 551483_010     66  4    1                                None      Fair
1519 559387_010     53 11    1                                 GED      Good
1520 558602_020     63  6    0                                None      Fair
1521 558069_010     67 15    2                   Bachelor's degree      Fair
1522 557754_010     64 12    6                                None      Fair
1523 558266_010     56  3    2                 High school diploma      Fair
1524 556545_010     52 14    0                   Bachelor's degree      Good
1525 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1526 558268_010     52 NA    0                                <NA> Excellent
1527 558693_010     52  6    0                                None      Fair
1528 553248_010     69 14    0                  Associate's degree Very Good
1529 557721_020     53 14    0                  Associate's degree Very Good
1530 557131_020     69 12    0                 High school diploma      Good
1531 550759_010     69 12    2                 High school diploma      Good
1532 552050_010     57 12    4                 High school diploma      Fair
1533 555216_020     70 11    0                                None      Fair
1534 555785_020     41 NA    3                                <NA>      Fair
1535 557842_010     52 12    1                                None      Good
1536 552231_020     54 NA    0                                <NA>      Fair
1537 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1538 556549_010     72 12    1                 High school diploma      Fair
1539 559649_010     60 13    3                   Bachelor's degree      Good
1540 559793_010     54 NA    1                                <NA> Very Good
1541 553241_020     47 NA    0                                <NA> Very Good
1542 552949_010     54 12    5                                 GED      Fair
1543 558837_020     67  4    0                                None      Fair
1544 556477_010     53 NA    5                                None      Poor
1545 558082_010     82 12    1                 High school diploma      Good
1546 551110_010     68 11    0                                 GED      Good
1547 557721_020     53 14    0                  Associate's degree Very Good
1548 557407_010     53 13    4                  Associate's degree      Poor
1549 553424_010     53 NA    3                                <NA>      Good
1550 558284_010     81 14    0                  Associate's degree      Good
1551 557253_010     74 12    0                 High school diploma      Good
1552 558991_010     52 17    4                  Associate's degree      Fair
1553 557126_020     50 14    2                 High school diploma Very Good
1554 556509_010     80 12    2                 High school diploma      Good
1555 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1556 559484_020     52 14    1                  Associate's degree Very Good
1557 558004_010     53 12    2                 High school diploma      Good
1558 551024_010     79 14    1                  Associate's degree      Good
1559 550783_010     84 10    0                                None      Fair
1560 559691_010     50 14    1                  Associate's degree      Good
1561 552745_010     52 14    1                  Associate's degree      Good
1562 557785_020     52 14    3                   Bachelor's degree      Good
1563 556126_010     51 NA    3                                <NA> Very Good
1564 559786_020     52  9    1                                None      Poor
1565 558380_010     63 10    0                                None      Fair
1566 554256_020     55 10    2                                 GED      Fair
1567 559470_010     61 11    1                                 GED      Good
1568 554314_010     55 NA    1                                <NA> Very Good
1569 553267_010     71  9    0                 High school diploma Very Good
1570 552156_010     65 13    0                  Associate's degree Very Good
1571 551286_020     67  8    2                                None      Fair
1572 558927_010     54 14    1                   Bachelor's degree Excellent
1573 556433_010     55 NA    8                                <NA>      Fair
1574 550347_020     50 NA    5                                <NA>      Good
1575 557385_020     64 14    1                  Associate's degree      Good
1576 555911_010     51 14    5                   Bachelor's degree      Fair
1577 558541_010     69 13    2                  Associate's degree      Good
1578 557484_020     54 NA    1                                <NA>      Good
1579 552048_010     79 13    7                  Associate's degree      Fair
1580 557223_010     70 14    1                  Associate's degree      Fair
1581 557034_010     68  7    0                                None      Fair
1582 550794_020     55 15    0                 High school diploma      Good
1583 556433_010     55 NA    8                                <NA>      Fair
1584 556654_010     51 14    1                   Bachelor's degree Very Good
1585 551514_010     54 NA    4                                <NA>      Poor
1586 551761_010     68 12    1                 High school diploma Excellent
1587 553948_020     66 16    1                 High school diploma      Good
1588 552690_010     60 12    4                 High school diploma      Fair
1589 554939_010     59 12    1                 High school diploma      Fair
1590 555311_020     47 NA    4                                <NA> Excellent
1591 557425_010     54 12    0                 High school diploma Very Good
1592 553393_010     52 12    5                 High school diploma Very Good
1593 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1594 551305_010     54 12    0                 High school diploma Very Good
1595 559905_010     50 NA    0                                <NA>      Good
1596 558826_010     73 14    1                   Bachelor's degree      Good
1597 550790_020     47 NA    0                                <NA>      Good
1598 554628_010     53 NA    4                                <NA>      Good
1599 559806_010     64  3    1                                None      Fair
1600 551564_010     54 12    2                                 GED      Fair
1601 554069_020     60 11    2                                None      Fair
1602 551767_010     53 14    3                  Associate's degree Excellent
1603 556484_010     57 15    0                   Bachelor's degree Very Good
1604 556367_010     55 12    1                 High school diploma Excellent
1605 556141_020     74 14    2                  Associate's degree      Fair
1606 553715_010     61 12    2                 High school diploma      Fair
1607 551261_010     54 15    0                  Associate's degree Very Good
1608 555872_010     56 14    0                   Bachelor's degree Very Good
1609 555473_010     64 11    3                                None      Fair
1610 551057_010     77  9    0                                None      Fair
1611 557386_010     88  2    1                                None      Fair
1612 559512_010    100 14    2                  Associate's degree      Good
1613 555311_010     51 NA    2                                <NA> Excellent
1614 550822_010     54 13    1                  Associate's degree      Fair
1615 554831_010     70 12    1                 High school diploma      Good
1616 558926_010     56 12    0                 High school diploma Very Good
1617 559512_010     96 14    2                  Associate's degree      Good
1618 550278_010     68 15    1                   Bachelor's degree      Good
1619 556545_010     52 14    0                   Bachelor's degree      Good
1620 553206_010     54 14    0                  Associate's degree      Fair
1621 559704_010     60 15    1                   Bachelor's degree Excellent
1622 557721_020     53 14    0                  Associate's degree Very Good
1623 553393_010     52 12    5                 High school diploma Very Good
1624 551514_010     54 NA    4                                <NA>      Poor
1625 553826_020     58 14    0                  Associate's degree Excellent
1626 550295_010     52  6    3                                None      Fair
1627 551026_010     78 12    0                 High school diploma      Good
1628 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
1629 557876_010     72 12    0                                 GED      Good
1630 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1631 557721_010     53 14    0                  Associate's degree Excellent
1632 558131_010     55 12    1                 High school diploma      Fair
1633 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1634 557093_010     62 11    0                                None      Fair
1635 558266_010     56  0    2                 High school diploma      Fair
1636 554917_010     66 14    1                  Associate's degree Excellent
1637 555245_010     52 12    1                 High school diploma      Good
1638 554345_020     50 NA    0                                <NA> Excellent
1639 558626_020     47 NA    0                                <NA> Very Good
1640 557773_010     56 15    3                  Associate's degree Very Good
1641 557038_010     68 14    0                  Associate's degree      Good
1642 551087_010     58 12    0                 High school diploma      Good
1643 555050_010     53 14    0                   Bachelor's degree      Good
1644 550418_010     53 NA    0                                <NA> Excellent
1645 553327_010     51 12    5                 High school diploma      Good
1646 555053_010     81  1    1                                None      Good
1647 552053_010     57 15    2                  Associate's degree      Good
1648 557673_010     64 13    4                  Associate's degree      Good
1649 551225_010     55  6    2                                None      Fair
1650 550143_010     76 10    0                                None Excellent
1651 554354_010     60 13    0                  Associate's degree      Good
1652 557073_020     65  6    0                                None      Fair
1653 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1654 557223_010     73 14    1                  Associate's degree      Fair
1655 554578_010     55 13    1                   Bachelor's degree      Good
1656 551783_010     65 12    2                 High school diploma Very Good
1657 556411_010     51 NA    2                                <NA>      Good
1658 550317_010     51 13    0                  Associate's degree Very Good
1659 556668_020     74 13    1                  Associate's degree      Good
1660 552776_010     53 12    4                 High school diploma      Good
1661 550105_010     71 13    1                  Associate's degree      Good
1662 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1663 558974_010     55 13    2                  Associate's degree      Good
1664 555805_010     56 NA    1                                <NA>      Fair
1665 554312_020     56 NA    3                                <NA>      Fair
1666 555780_010     68 12    4                 High school diploma      Good
1667 555053_020     77  1    3                                None      Fair
1668 550356_010     54 11    7                                 GED      Fair
1669 559660_010     62 11    1                                None      Fair
1670 553815_020     38 NA    0                                <NA> Excellent
1671 557924_010     54 14    3                   Bachelor's degree      Good
1672 554146_010     62 13    3                  Associate's degree Excellent
1673 556475_010     71 15    1                  Associate's degree      Good
1674 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1675 559758_010     67 13    1                  Associate's degree      Fair
1676 550240_020     70 12    4                 High school diploma      Fair
1677 553262_010     52 12    5                 High school diploma      Good
1678 557680_010     67 12    0                 High school diploma Excellent
1679 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
1680 557063_020     52 12    7                 High school diploma      Fair
1681 551207_010     53 12    6                                 GED      Good
1682 558859_010     54 14    3                   Bachelor's degree Very Good
1683 550228_010     64 12    2                 High school diploma      Good
1684 554069_010     67 13    1                 High school diploma      Good
1685 557842_010     52 14    1                  Associate's degree      Good
1686 559283_010     53 NA    0                                <NA>      Good
1687 554255_010     56  6    0                                None      Good
1688 555891_020     55 10    6                                None      Fair
1689 559806_020     50  2    0                                None      Fair
1690 555171_010     79  7    1                                None Very Good
1691 556533_020     41 12    1                 High school diploma      Good
1692 558185_010     55 14    8                   Bachelor's degree      Fair
1693 557966_010     54 NA    6                                <NA>      Fair
1694 552638_020     43 NA    0                                <NA> Very Good
1695 551316_010     55 NA    7                                <NA>      Good
1696 556857_010     51 12    2                 High school diploma Very Good
1697 554363_010     56 11    1                                None      Good
1698 558693_020     53  6    0                                None      Fair
1699 552648_010     64 12   NA                 High school diploma Very Good
1700 552906_010     51 12    2                 High school diploma      Good
1701 559186_020     47  3    0                                 GED Very Good
1702 553623_010     59 13    2                 High school diploma Very Good
1703 555853_010     72  0    6                                None      Fair
1704 555053_010     84  1    1                                None      Good
1705 553180_010     87  0    6                                None      Good
1706 557510_020     47 12    0                 High school diploma Excellent
1707 554075_010     64 11    0                 High school diploma      Good
1708 559814_010     55 15    0                  Associate's degree      Good
1709 557544_020     50 NA    0                                <NA> Very Good
1710 556976_020     47 12    0                                None      Good
1711 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1712 559653_010     68 14    0                   Bachelor's degree Excellent
1713 559921_010     53 16    2                  Associate's degree      Poor
1714 551833_010     53 NA    4                                <NA>      Good
1715 557667_010     55 14    8                   Bachelor's degree      Poor
1716 551080_020     69 12    1                 High school diploma      Good
1717 556224_010     67 15    0                  Associate's degree      Good
1718 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1719 550964_020     56 12    3                 High school diploma Very Good
1720 554724_020     68 12    0                 High school diploma      Good
1721 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1722 554445_010     74 14    1                   Bachelor's degree      Good
1723 555653_010     52 NA    0                                <NA> Excellent
1724 555037_020     36 NA    2                                <NA>      Good
1725 558015_010     64 13    2                  Associate's degree      Good
1726 559369_010     69 15    0                   Bachelor's degree      Good
1727 556144_020     63 16    0                  Associate's degree Very Good
1728 554345_010     50 NA    0                                <NA> Excellent
1729 553921_010     92 12    1                 High school diploma      Poor
1730 556766_010     50 NA    1                                <NA> Very Good
1731 550385_010     64 11    0                 High school diploma Very Good
1732 552779_010     91 14    4                   Bachelor's degree      Poor
1733 554392_010     65 14    1                  Associate's degree      Good
1734 557885_020     54 12    2                 High school diploma      Fair
1735 557349_020     49  6    0                 High school diploma Very Good
1736 559470_010     65 14    1                   Bachelor's degree      Good
1737 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1738 551214_010     66  0    3                                None      Fair
1739 552578_020     54 NA    0                                <NA>      Good
1740 553167_020     51 NA    3                                <NA>      Poor
1741 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1742 554314_010     55 NA    1                                <NA> Very Good
1743 555706_020     54 13    2                  Associate's degree      Fair
1744 550295_010     52  6    2                                None      Fair
1745 550967_020     63 14    2                 High school diploma      Good
1746 550962_010     53 14    1                  Associate's degree      Fair
1747 559144_010     84 10    2                                None      Good
1748 555113_020     49 NA    1                                <NA> Very Good
1749 558974_010     55 13    2                  Associate's degree      Good
1750 559223_020     49 13    4                  Associate's degree      Fair
1751 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1752 556402_010     52 13    1                  Associate's degree Very Good
1753 550291_010     54  9    1                                None      Good
1754 550043_010     75 12    0                 High school diploma Very Good
1755 554228_020     69 12    7                                None      Fair
1756 553325_010     70 13    1                  Associate's degree      Good
1757 559649_010     60 13    3                   Bachelor's degree      Good
1758 552301_010     77 13    0                  Associate's degree Excellent
1759 554899_010     51 14    2                  Associate's degree      Fair
1760 550015_020     49 11    0                 High school diploma      Good
1761 558936_010     63 11    5                 High school diploma      Fair
1762 553798_020     42 NA    1                                <NA>      Good
1763 554369_010     65 10    4                                None      Fair
1764 553793_010     55 14    1                  Associate's degree      Fair
1765 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1766 557433_010     65 12    3                                 GED      Good
1767 554494_020     51 12    1                 High school diploma      Poor
1768 554875_020     50 12    1                 High school diploma Very Good
1769 559270_010     52 NA    0                   Bachelor's degree Very Good
1770 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1771 553994_020     51  5    8                                None      Poor
1772 555338_010     74  0    0                                None      Fair
1773 551286_020     67  4    2                                None      Fair
1774 555351_010     53 14    1                  Associate's degree Excellent
1775 559011_010     54 13    3                  Associate's degree      Fair
1776 551085_010     55 12    1                 High school diploma Excellent
1777 552629_010     78  6    2                                None      Fair
1778 554463_010     56 11    5                                 GED      Fair
1779 552302_010     52 NA    6                                <NA>      Fair
1780 553424_010     53 NA    3                                <NA>      Good
1781 551026_010     78 12    0                 High school diploma      Good
1782 556943_020     54 12    1                 High school diploma      Good
1783 558646_010     64 11    2                                None      Good
1784 556827_010     69 11    3                                None      Fair
1785 550964_010     53 12    1                 High school diploma Very Good
1786 552053_010     57 15    2                  Associate's degree      Good
1787 559839_020     45 13    0                  Associate's degree      Fair
1788 550015_010     56 12    2                 High school diploma Very Good
1789 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1790 553995_010     62 12    0                 High school diploma      Poor
1791 557795_010     82 12    4                 High school diploma      Fair
1792 556779_020     51 13    0                   Bachelor's degree      Good
1793 550522_010     56  9    1                                None      Fair
1794 555441_010     54 12    0                 High school diploma      Fair
1795 551737_020     51 16    1                   Bachelor's degree Excellent
1796 558652_020     50 15    1                  Associate's degree      Good
1797 555653_020     51 NA    0                                <NA> Very Good
1798 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1799 551031_010     53 NA    0                                <NA> Very Good
1800 559734_010     55 NA    0                                <NA> Very Good
1801 557908_010     56 14    0                  Associate's degree      Good
1802 557529_020     45 NA    0                                <NA>      Good
1803 557784_010     54 13    4                  Associate's degree      Fair
1804 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1805 559440_010     55 12    7                 High school diploma      Good
1806 559990_010     54 NA    1                                <NA> Very Good
1807 551228_010     57 12    6                                None      Fair
1808 552383_010     70 11    2                                None      Good
1809 559132_010     59 14    0                   Bachelor's degree Very Good
1810 554655_010     53 12    8                 High school diploma      Fair
1811 557898_010     55 NA    3                                <NA>      Good
1812 551686_020     53 15    0                  Associate's degree Very Good
1813 557571_010     68 12    2                 High school diploma Very Good
1814 552499_020     62 NA    0                   Bachelor's degree      Fair
1815 559593_010     51 16    0                  Associate's degree      Fair
1816 552019_010     51 NA    0                                <NA> Very Good
1817 556431_010     51 NA    0                                <NA>      Fair
1818 559199_020     46  8    7                                None      Good
1819 558938_010     53 15    3                   Bachelor's degree Very Good
1820 552238_010     56 NA    1                                <NA>      Good
1821 555071_010     51 12    3                                 GED      Good
1822 557647_010     53 12    2                 High school diploma      Poor
1823 555511_010     50 NA    2                                <NA>      Poor
1824 553826_010     60 14    0                  Associate's degree Excellent
1825 559234_020     56 NA    0                                <NA> Very Good
1826 558703_010     53 NA    1                                <NA>      Poor
1827 553522_010     56 14    1                   Bachelor's degree      Fair
1828 556976_010     52 14    0                   Bachelor's degree      Good
1829 550551_010     54 NA    1                                <NA> Very Good
1830 559272_010     51 13    0                  Associate's degree      Good
1831 552332_020     64 12    2                                 GED      Fair
1832 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1833 556390_010     52 15    0                  Associate's degree      Good
1834 555944_010     57 11    0                                None Very Good
1835 556456_010     52 14    1                   Bachelor's degree Excellent
1836 556431_020     52 NA    0                                <NA>      Good
1837 552646_010     52 14    1                  Associate's degree      Fair
1838 553552_010     76 NA    0                 High school diploma Very Good
1839 553413_010     64  6    2                                None      Fair
1840 558511_020     50 NA    2                                <NA> Excellent
1841 551080_010     69 12    1                 High school diploma      Good
1842 550100_010     53 12    1                                None Very Good
1843 556717_020     53 NA    0                                <NA>      Good
1844 552448_010     75  0    1                                None Very Good
1845 557063_020     52 12    7                 High school diploma      Fair
1846 555716_020     56 12    5                 High school diploma Very Good
1847 555037_010     51 NA    2                                <NA> Very Good
1848 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1849 556413_020     55 12    1                 High school diploma      Good
1850 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1851 559346_010     75 12    1                                None      Good
1852 556646_020     60 15    0                  Associate's degree Very Good
1853 550822_020     55 12    1                                None      Fair
1854 553641_010     52 12    1                 High school diploma      Good
1855 554463_010     56 11    5                                 GED      Fair
1856 551628_010     59 11    0                 High school diploma Very Good
1857 557375_010     51  6    1                                None      Fair
1858 555338_020     82  1    0                                None      Fair
1859 557940_010     56 12    8                 High school diploma      Fair
1860 555037_020     35 NA    2                                <NA> Very Good
1861 557353_010     67 14    0                  Associate's degree Excellent
1862 553998_010     53 13    0                  Associate's degree      Poor
1863 559001_010     69 12    4                 High school diploma      Poor
1864 552306_020     50 NA    1                                <NA>      Fair
1865 554420_010     85 13    1                  Associate's degree      Good
1866 555706_020     54 12    2                 High school diploma      Fair
1867 552964_010     54 12   NA                 High school diploma      Good
1868 556484_010     57 15    0                   Bachelor's degree Very Good
1869 556038_010     64 15    2                  Associate's degree Very Good
1870 550233_020     64 12    1                 High school diploma      Fair
1871 550375_010     63 12    6                 High school diploma      Good
1872 550583_010     54 14    3                   Bachelor's degree      Fair
1873 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1874 557855_010     59 14    6                  Associate's degree      Good
1875 550147_010     59 12    0                 High school diploma      Fair
1876 551597_020     52 NA    6                                <NA>      Good
1877 550581_020     62  7    1                                None Very Good
1878 554445_010     73 14    1                   Bachelor's degree      Good
1879 559472_010     89 13    0                   Bachelor's degree      Good
1880 555663_010     56  6    1                                None      Fair
1881 555216_010     71 14    6                  Associate's degree      Good
1882 552454_010     59 13    0                  Associate's degree Very Good
1883 552633_010     61 12    0                 High school diploma      Good
1884 553564_020     46 10    0                                None      Fair
1885 557510_010     58 14    1                  Associate's degree      Good
1886 558330_020     68 14    0                   Bachelor's degree      Good
1887 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
1888 557456_020     65  6    4                                None      Good
1889 557699_010     51 12    3                 High school diploma      Fair
1890 552578_010     54 NA    1                                <NA>      Good
1891 559023_010     53 NA    3                                <NA>      Fair
1892 558198_010     60 NA    8                                <NA>      Fair
1893 556205_010     52 NA    4                                <NA> Very Good
1894 559355_010     54 NA    2                                <NA> Very Good
1895 551310_010     66 14    4                  Associate's degree      Fair
1896 556205_010     52 NA    4                                <NA> Very Good
1897 556073_010     65 11    5                 High school diploma Very Good
1898 551116_010     51 NA    1                                <NA> Very Good
1899 556141_020     71 14    2                  Associate's degree      Fair
1900 551223_010     53 NA    0                                <NA> Excellent
1901 553775_020     45  6    0                                None      Fair
1902 551762_010     52 12    2                 High school diploma      Good
1903 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1904 559660_010     62 11    1                                None      Fair
1905 558281_010     91  4    2                                None      Fair
1906 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1907 551140_010     67 12    2                 High school diploma Very Good
1908 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1909 554280_010     52 NA    0                                <NA>      Good
1910 556484_010     57 15    0                   Bachelor's degree Very Good
1911 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1912 557484_020     54 NA    1                                <NA>      Good
1913 559660_010     62 11    1                                None      Fair
1914 558128_010     51 NA    0                                <NA> Very Good
1915 559346_020     76  9    1                                None      Good
1916 551761_020     63 12    0                 High school diploma Very Good
1917 557102_010     53 12    2                                 GED      Good
1918 550535_010     55 12    0                                None      Fair
1919 559909_010     54 13    4                  Associate's degree      Good
1920 555607_010     63 10    0                 High school diploma Excellent
1921 555636_010     50 NA    0                                <NA> Very Good
1922 554630_010     68 14    1                   Bachelor's degree      Good
1923 559269_020     51 12    6                 High school diploma      Fair
1924 551517_010     55 12    1                 High school diploma      Good
1925 556089_020     59 12    0                 High school diploma      Poor
1926 558216_010     53 13    2                   Bachelor's degree      Good
1927 552482_020     69 12    1                                 GED      Fair
1928 551337_020     74 14    1                  Associate's degree      Fair
1929 556350_010     53  9    5                                None      Fair
1930 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1931 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1932 558446_010     54  9    3                                None      Fair
1933 558175_020     51 NA    0                                <NA> Very Good
1934 552578_020     54 NA    0                                <NA>      Good
1935 557619_010     55 NA    0                                <NA> Very Good
1936 557802_010     67 14    1                   Bachelor's degree Very Good
1937 553030_010     52 12    1                 High school diploma      Fair
1938 555395_020     56 15    0                   Bachelor's degree Very Good
1939 554864_010     52 NA    0                                <NA> Excellent
1940 559492_020     52 NA    2                                <NA>      Fair
1941 555053_020     74  3    3                                None      Fair
1942 555258_010     54 14    5                   Bachelor's degree      Good
1943 554603_010     52 15    8                  Associate's degree Excellent
1944 552332_010     60 12    2                 High school diploma      Fair
1945 550653_010     81  6    6                                None      Fair
1946 555050_010     53 14    0                   Bachelor's degree      Good
1947 556276_020     52 NA    1                                <NA>      Good
1948 550626_010     66 13    1                  Associate's degree      Fair
1949 556384_010     66  3    7                                None      Fair
1950 557351_010     69 10    5                                None      Fair
1951 555721_010     55 NA    4                                <NA>      Good
1952 550637_020     52 NA    0                                <NA> Excellent
1953 554369_010     65 10    4                                None      Fair
1954 559842_010     52 14    1                  Associate's degree      Fair
1955 554933_010     55 NA    1                 High school diploma Very Good
1956 555578_010     66 12    0                 High school diploma      Good
1957 550830_010     56 16    0                  Associate's degree      Good
1958 559734_020     50 NA    3                                <NA>      Fair
1959 550041_020     51 NA    0                                <NA> Very Good
1960 551547_010     68 13    2                  Associate's degree      Good
1961 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
1962 551646_010     56 NA    0                                <NA> Very Good
1963 554961_010     54 NA    0                                <NA>      Fair
1964 555192_010     87 13    0                  Associate's degree      Good
1965 550041_010     51 NA    5                                <NA> Very Good
1966 559722_010     53 NA    1                                <NA>      Fair
1967 554845_020     67 14    0                  Associate's degree Very Good
1968 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1969 558765_010     62 12    3                 High school diploma Very Good
1970 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1971 553262_010     52 12    5                 High school diploma      Good
1972 557788_010     77  6    1                                None      Fair
1973 556758_010     53 12    0                                 GED Very Good
1974 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1975 555439_010     51 NA    0                                <NA>      Good
1976 557417_010     67  3    1                                None      Fair
1977 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1978 557518_010     58 14    2                  Associate's degree Very Good
1979 558062_010     59 12    2                 High school diploma      Fair
1980 554864_020     52 NA    1                                <NA>      Good
1981 558398_010     53 NA    2                                <NA> Very Good
1982 558055_010     78 12    1                 High school diploma      Fair
1983 556921_010     73  5    0                                None      Good
1984 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1985 555232_010     73 16    1                 High school diploma      Fair
1986 551645_010     76 13    0                  Associate's degree Very Good
1987 557538_020     55 12    0                 High school diploma Very Good
1988 557223_020     64 11    1                                None      Good
1989 552490_010     73 12    2                 High school diploma      Good
1990 551064_010     56 NA    0                                <NA> Excellent
1991 550862_020     63 10    1                                None      Good
1992 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1993 557131_010     64 13    7                  Associate's degree      Good
1994 559968_010     54 NA    1                                <NA>      Fair
1995 550270_010     52 12    6                 High school diploma      Fair
1996 559565_010     74 12    0                 High school diploma      Fair
1997 550851_020     47 12    1                                 GED      Fair
1998 551372_010     56 12    1                                 GED      Fair
1999 554951_010     54 13    0                  Associate's degree Very Good
2000 550404_010     57 11    2                                None      Good
2001 553994_010     51  9    8                                None      Poor
2002 557557_010     53 14    2                   Bachelor's degree      Good
2003 551973_010     56 12    2                 High school diploma      Fair
2004 554488_020     55 14    0                   Bachelor's degree Very Good
2005 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
2006 557723_010     61 13    5                  Associate's degree      Fair
2007 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2008 559470_020     66 11    1                                 GED      Poor
2009 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2010 551878_020     54 11    3                                 GED      Good
2011 551346_010     59  4    0                                None      Good
2012 555171_010     79  7    1                                None Very Good
2013 556225_020     42 NA    4                                <NA>      Fair
2014 551808_010     74 10    0                                None Very Good
2015 550458_020     56 NA    0                                <NA> Very Good
2016 557125_010     58 10    7                                None      Poor
2017 551228_010     57 12    6                                None      Fair
2018 551030_010     54 11    7                 High school diploma      Fair
2019 550490_010     50 NA    1                                <NA> Very Good
2020 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2021 552499_010     74  6    2                                None      Fair
2022 559622_010     97 13    0                  Associate's degree      Good
2023 559133_010     81 12    0                 High school diploma Very Good
2024 553721_010     55 12    1                 High school diploma      Good
2025 557151_010     80 NA    1                                <NA>      Good
2026 556077_020     63 13    1                  Associate's degree      Fair
2027 558158_010     57 13    0                  Associate's degree      Good
2028 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2029 555085_010     56 NA    0                                <NA> Excellent
2030 554687_010     53 NA    0                                <NA> Very Good
2031 557226_010     77 14    2                  Associate's degree      Fair
2032 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2033 553771_010     54 12    6                 High school diploma      Poor
2034 559887_010     54 NA    1                                <NA>      Good
2035 551461_020     52 NA    1                 High school diploma Very Good
2036 559741_010     62 11    1                                None      Good
2037 559646_010     53 14    5                  Associate's degree      Poor
2038 557476_010     52 15    1                  Associate's degree      Good
2039 559121_010     56 11    6                                None      Poor
2040 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2041 557721_010     53 14    0                  Associate's degree Excellent
2042 555294_010     53 NA    7                                <NA> Very Good
2043 556985_010     53 15    0                  Associate's degree Very Good
2044 553670_010     52 NA    0                                <NA>      Good
2045 556008_020     47 11    1                                None      Good
2046 553623_020     59 14    0                 High school diploma Very Good
2047 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
2048 552163_010     67 12    0                 High school diploma      Good
2049 556720_020     84 11    0                                None      Good
2050 552383_010     70 11    2                                None      Good
2051 557351_010     69 10    4                                 GED      Fair
2052 558355_010     69 11    2                                None      Fair
2053 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2054 556758_010     53 12    0                                 GED Very Good
2055 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
2056 555479_010     55 NA    0                                <NA>      Good
2057 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2058 558748_010     52 NA    7                                <NA>      Fair
2059 559984_010     75  6    0                                None      Fair
2060 555113_010     56 NA    1                                <NA>      Fair
2061 554387_020     50 NA    0                                <NA>      Good
2062 557034_010     68  7    0                                None      Fair
2063 556121_010     55 NA    3                                <NA>      Fair
2064 552693_010     55 16    6                  Associate's degree      Fair
2065 558004_020     55 12    1                 High school diploma      Good
2066 551140_010     67 12    2                 High school diploma Very Good
2067 555946_010     64 12    0                 High school diploma Very Good
2068 556845_010     54 NA    0                                <NA>      Good
2069 558935_010     66 12    0                 High school diploma      Good
2070 553948_010     65 11    5                                None      Fair
2071 551781_010     55 NA    0                                <NA> Very Good
2072 556344_010     50 NA    2                                <NA>      Good
2073 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
2074 552104_010     51 NA    6                                 GED      Poor
2075 555648_010     54 NA    2                                <NA>      Fair
2076 555087_010     51 12    1                 High school diploma      Good
2077 558568_020     71 12    0                 High school diploma      Good
2078 555710_010     52 NA    0                                <NA>      Good
2079 553167_020     50 NA    3                                <NA>      Poor
2080 553611_010     76 10    0                                None Very Good
2081 552919_010     57 12    1                 High school diploma Very Good
2082 554845_010     67 14    0                  Associate's degree      Fair
2083 559220_010     52 13    2                  Associate's degree Excellent
2084 552179_010     52 NA    7                                <NA>      Good
2085 555721_020     47 NA    3                                <NA> Very Good
2086 554171_020     57  7    1                 High school diploma Very Good
2087 553448_010     61 11    3                                None      Fair
2088 551553_010     67 12    2                 High school diploma      Good
2089 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2090 551651_010     53 12    0                 High school diploma Very Good
2091 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2092 555922_010     75  9    0                                None      Fair
2093 554630_010     68 14    1                   Bachelor's degree      Good
2094 550119_010     75 12    2                 High school diploma      Fair
2095 559023_010     53 NA    3                                <NA>      Fair
2096 558344_010     54 NA    1                 High school diploma      Good
2097 557977_020     51  9    0                 High school diploma Excellent
2098 553768_010     79 15    5                   Bachelor's degree      Fair
2099 553206_010     54 14    0                  Associate's degree      Fair
2100 554344_010     71 13    0                  Associate's degree      Good
2101 559839_020     45 13    0                  Associate's degree Very Good
2102 557014_010     68 12    0                 High school diploma Very Good
2103 552110_010     53 NA    0                                <NA>      Poor
2104 556402_010     52 13    1                  Associate's degree Very Good
2105 551723_020     66  6    1                                None      Poor
2106 550745_010     51 NA    1                                <NA>      Good
2107 559270_020     48 12    0                 High school diploma Excellent
2108 551553_020     70 12    2                 High school diploma      Good
2109 553832_010     72 13    1                  Associate's degree      Poor
2110 550583_010     54 14    3                   Bachelor's degree      Fair
2111 551140_010     67 12    2                 High school diploma Very Good
2112 558602_020     63  6    0                                None      Fair
2113 554953_010     53  6    0                                None Excellent
2114 553338_010     71 13    1                  Associate's degree      Good
2115 558087_010     54 11    3                                None      Fair
2116 556997_010     66 14    0                  Associate's degree      Good
2117 550747_010     53 13    5                  Associate's degree      Poor
2118 553043_010     73 12    2                 High school diploma      Fair
2119 554345_020     50 NA    0                                <NA> Excellent
2120 552786_010     59 12    4                 High school diploma      Good
2121 559129_010     58 12    6                 High school diploma      Fair
2122 550859_010     56 15    0                  Associate's degree      Fair
2123 557924_010     54 14    4                   Bachelor's degree      Good
2124 555978_010     62 12    2                 High school diploma      Good
2125 552808_010     51 NA    2                                <NA>      Good
2126 557451_020     41  3    1                                None      Fair
2127 551602_010     71  0    0                                None      Fair
2128 550790_020     47 NA    0                                <NA> Very Good
2129 551064_010     56 NA    0                                <NA> Excellent
2130 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2131 559986_010     54 16    1                   Bachelor's degree Very Good
2132 553532_010     58 12    0                 High school diploma      Fair
2133 559598_020     57 13    1                  Associate's degree Very Good
2134 559624_010     56 NA    1                                <NA> Very Good
2135 557930_020     68 14    0                 High school diploma Very Good
2136 553400_010     63 12    4                 High school diploma      Poor
2137 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2138 553582_010     49 14    2                   Bachelor's degree      Fair
2139 558446_010     54  9    3                                None      Fair
2140 552861_010     77 12    0                 High school diploma      Fair
2141 559315_010     53 14    3                  Associate's degree      Fair
2142 558441_010     53 NA    1                                <NA>      Fair
2143 553815_020     35 NA    0                                <NA> Excellent
2144 555736_010     51 14    0                   Bachelor's degree Excellent
2145 556138_010     59 13    6                  Associate's degree      Fair
2146 553913_010     79 12    0                                 GED      Fair
2147 558985_010     54 13    7                   Bachelor's degree      Fair
2148 554413_010     65 10    1                                None      Fair
2149 557544_010     56 NA    0                                <NA>      Fair
2150 550100_020     51 10    2                                None      Fair
2151 555198_010     45 NA    0                                <NA> Excellent
2152 555441_010     54 12    0                 High school diploma      Fair
2153 552231_020     54 NA    0                                <NA> Very Good
2154 550401_010     53 15    0                   Bachelor's degree      Good
2155 558131_020     56 14    1                 High school diploma      Good
2156 556266_020     50 11    2                                None      Fair
2157 556635_010     68 12    3                 High school diploma Very Good
2158 555697_020     54 12    6                                None      Fair
2159 551279_010     54 12    1                 High school diploma      Good
2160 559283_020     53 NA    0                                <NA>      Good
2161 550015_020     49  9    1                 High school diploma      Good
2162 556445_010     58 12    5                 High school diploma      Fair
2163 558764_010     56 14    2                   Bachelor's degree      Fair
2164 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2165 553765_020     51 14    6                  Associate's degree      Fair
2166 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2167 550233_020     64 12    1                 High school diploma      Fair
2168 552681_020     51 12    2                 High school diploma Very Good
2169 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2170 552323_010     70  5    3                                None      Fair
2171 550637_020     52 NA    0                                <NA> Excellent
2172 552156_020     62 13    0                  Associate's degree Very Good
2173 557932_020     53 15    1                  Associate's degree      Good
2174 555134_020     55 12    1                 High school diploma      Fair
2175 552911_010     51 13    4                  Associate's degree Very Good
2176 559416_020     56 12    5                                 GED Excellent
2177 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2178 559083_010     69 12    1                 High school diploma      Fair
2179 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2180 557088_010     71  9    2                                None      Good
2181 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2182 550384_010     60 10    6                                None      Poor
2183 557347_020     55  9    1                                None Very Good
2184 550514_020     50 13    3                  Associate's degree      Fair
2185 559456_010     76 13    3                  Associate's degree      Fair
2186 555460_010     53 NA    6                                <NA>      Fair
2187 556148_020     76 12    0                 High school diploma      Good
2188 559355_010     54 NA    2                                <NA> Very Good
2189 550661_010     54  7    7                                None      Poor
2190 551292_010     56  9    3                                None      Poor
2191 556698_010     55 12    2                                None Very Good
2192 551564_010     54 12    2                                 GED      Fair
2193 550962_010     53 14    1                  Associate's degree      Fair
2194 551238_010     53 14    4                  Associate's degree      Good
2195 550783_010     84 10    0                                None      Fair
2196 556435_010     50 NA    0                                <NA> Very Good
2197 550238_010     64 13    2                  Associate's degree Very Good
2198 556710_010     50 NA    0                                <NA>      Fair
2199 558951_020     54 16    5                   Bachelor's degree      Fair
2200 555915_020     54 12    1                 High school diploma Very Good
2201 558001_010     53 11    1                                 GED Very Good
2202 557326_010     71 12    7                                 GED      Poor
2203 554601_010     51  6    2                                None      Poor
2204 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2205 555706_020     54 12    2                 High school diploma      Fair
2206 557433_010     65 12    3                                 GED      Good
2207 554604_010     51 NA    1                                <NA> Very Good
2208 551557_010     53 13    1                  Associate's degree      Good
2209 552156_020     62 13    0                  Associate's degree      Good
2210 558155_010     58 12    0                 High school diploma      Good
2211 553275_010     55 NA    2                                <NA> Very Good
2212 555463_020     83  6    3                                None      <NA>
2213 551223_010     53 NA    0                                <NA> Excellent
2214 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2215 558158_010     57 13    0                  Associate's degree      Good
2216 559766_010     67 15    1                  Associate's degree      Good
2217 555439_020     46 NA    1                                <NA>      Good
2218 552567_010     58 16    1                  Associate's degree      Good
2219 559893_010     62 11    4                                 GED      Fair
2220 556710_010     50 NA    0                                <NA>      Fair
2221 559404_010     72 13    1                  Associate's degree Excellent
2222 552777_010     76  2    0                                None      Good
2223 555635_010     51 NA    0                                <NA>      Good
2224 551524_020     66 NA    0                                <NA>      Fair
2225 556758_010     53 12    0                                 GED Very Good
2226 555103_010     54 14    8                  Associate's degree      Poor
2227 556341_010     61 NA    7                                 GED      Fair
2228 550410_010     50 NA    0                                <NA> Very Good
2229 552816_010     67  3    0                                None      Fair
2230 555198_010     45 NA    0                                <NA> Excellent
2231 558911_020     50 15    2                   Bachelor's degree      Good
2232 557855_010     59 14    6                  Associate's degree      Good
2233 551116_020     38 NA    0                                <NA> Very Good
2234 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2235 559487_010     72 13    5                  Associate's degree      Fair
2236 559353_010     51 12    0                 High school diploma      Good
2237 551991_020     50 12    2                                 GED      Good
2238 553775_020     45  7    1                                None      Fair
2239 558095_010     54 NA    7                                <NA>      Fair
2240 550385_010     65 14    0                  Associate's degree Very Good
2241 558095_010     54 NA    7                                <NA>      Fair

WAIT! Did those two operations have different rows?

It’s always good to check your output!

I did not notice that filter_out() and filter() with != had different outputs until I checked the number of rows in each output

filter_out() keeps the NA values, while filter() with != does not keep the NA values (because NA is not equal to anything, including itself)

When using !=, I suggest using filter_out()

Filtering out missing values using `drop_na()`

We may want to remove rows that have missing data, which are coded as NA.
If we want to remove rows with missing data in ANY of the columns
- AKA, we are only keeping complete observations

hrs_data |> drop_na()

             id age_yr ed cesd                              degree       srh
1    555339_020     56 12    6                 High school diploma      Good
2    558143_020     50 16    1                     Master's degree Excellent
3    554789_020     71 16    3                     Master's degree      Good
4    551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
5    550516_010     62 11    1                                None Excellent
6    559093_010     51 13    2                  Associate's degree      Fair
7    556288_020     70 16    1                     Master's degree Very Good
8    551238_010     53 12    4                 High school diploma      Good
9    554874_010     60 12    0                                None      Fair
10   551179_010     57 12    0                                None Very Good
11   551108_020     51 13    4                     Master's degree      Good
12   556018_020     53 16    1                     Master's degree      Fair
13   555578_020     55 10    1                                None Excellent
14   559002_010     54 17    7                     Master's degree      Good
15   557423_010     56 16    0                     Master's degree      Fair
16   550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
17   552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
18   553480_010     54 16    8                     Master's degree      Fair
19   553443_020     62 17    5                     Master's degree      Good
20   554670_020     75 12    4                                 GED      Fair
21   551973_010     56 12    2                 High school diploma      Fair
22   557680_020     67 12    0                 High school diploma Excellent
23   556364_010     79 14    0                  Associate's degree      Good
24   552323_010     71  5    1                                None      Poor
25   554006_010     74 13    1                  Associate's degree Very Good
26   551054_010     57 12    1                 High school diploma Very Good
27   557601_010     90 12    0                 High school diploma      Good
28   557595_020     63  7    0                                None Very Good
29   556536_010     53 16    0                     Master's degree      Fair
30   558004_010     53 12    2                 High school diploma      Good
31   556675_020     47 16    0                     Master's degree Excellent
32   556381_010     54 16    0                     Master's degree Excellent
33   553553_010     53  9    2                 High school diploma      Good
34   553780_020     56 17    5                     Master's degree Very Good
35   555022_010     52 17    0                     Master's degree      Fair
36   555463_010     84  6    3                                None      Poor
37   559646_010     53 16    5                  Associate's degree      Poor
38   551767_010     53 14    3                  Associate's degree Excellent
39   555324_010     54  7    1                                None Very Good
40   554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
41   557351_020     69 11    5                                 GED      Fair
42   556900_010     52 13    2                  Associate's degree      Poor
43   554807_010     68  4    1                                None      Good
44   551191_010     82 13    3                  Associate's degree      Fair
45   559148_010     60  6    0                                None      Good
46   557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
47   552766_010     74 14    0                  Associate's degree      Good
48   559300_010     56 16    0                     Master's degree Very Good
49   559820_010     52 17    0                     Master's degree      Good
50   558974_010     55 13    2                  Associate's degree      Good
51   556223_010     59 16    1                     Master's degree      Good
52   555951_010     68 16    2                     Master's degree      Fair
53   559375_010     53 16    2                     Master's degree      Good
54   551604_020     74 14    2                  Associate's degree Very Good
55   557139_010     71 12    3                 High school diploma      Fair
56   555071_020     48 12    3                                 GED Very Good
57   553738_010     76 16    6                     Master's degree      Fair
58   557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
59   557646_010     56 14    4                  Associate's degree      Fair
60   554690_020     49 15    1                     Master's degree      Good
61   552939_010     55 16    0                     Master's degree      Good
62   558663_010     56 16    4                     Master's degree      Fair
63   553817_010     56 12    6                 High school diploma      Good
64   559346_010     74 12    0                                None      Good
65   558935_010     66 12    0                 High school diploma      Good
66   551604_020     76 14    2                  Associate's degree Very Good
67   558588_010     62 14    2                  Associate's degree      Good
68   559292_010     56 11    6                                None      Fair
69   551179_020     57  9    3                                None      Good
70   558926_020     56 13    1                   Bachelor's degree      Good
71   556712_010     58 13    2                  Associate's degree      Fair
72   557375_010     51  6    1                                None      Fair
73   554075_010     65 11    0                 High school diploma      Good
74   554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
75   554481_010     63  3    0                 High school diploma Excellent
76   556291_010     58 16    1                     Master's degree Excellent
77   559660_010     62 11    1                                None      Fair
78   552314_010     64 14    3                  Associate's degree      Fair
79   556207_010     77 12    0                                 GED      Fair
80   551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
81   552482_010     68 10    1                                None      Fair
82   556712_010     58 13    2                  Associate's degree      Fair
83   554479_010     55 14    1                     Master's degree Very Good
84   554818_010     59 14    3                  Associate's degree Very Good
85   554186_010     54 11    0                                None      Poor
86   559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
87   553211_010     73 16    0                     Master's degree Very Good
88   550500_010     91  4    3                                None Very Good
89   554341_010     51 14    2                  Associate's degree Very Good
90   550964_010     53 12    1                 High school diploma Very Good
91   550920_020     55  9    3                                None      Fair
92   554344_020     67 15    1                  Associate's degree      Good
93   557446_010     55 15    1                   Bachelor's degree      Poor
94   558646_010     64 11    2                                None      Good
95   550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
96   554591_020     48 17    6                     Master's degree      Good
97   555788_010     67 16    0                     Master's degree      Good
98   552761_020     60 11    2                                None      Fair
99   559996_010     63 14    3                   Bachelor's degree      Fair
100  551602_010     71  0    0                                None      Fair
101  556646_010     69 15    0                  Associate's degree Very Good
102  559573_010     65 12    1                 High school diploma      Fair
103  558651_010     53 16    0                     Master's degree      Good
104  555495_010     57 12    1                 High school diploma Excellent
105  552423_020     56 14    1                  Associate's degree Very Good
106  550164_020     69 17    0                     Master's degree Very Good
107  554494_010     54 12    0                 High school diploma      Good
108  551026_010     78 12    0                 High school diploma      Good
109  554561_010     54 16    0                  Associate's degree      Good
110  552780_010     73 13    0                  Associate's degree Excellent
111  557152_020     52 17    0                     Master's degree Very Good
112  556050_020     54 16    0                     Master's degree Very Good
113  550345_010     72 12    0                 High school diploma      Fair
114  557516_010     96 12    5                                 GED      Fair
115  554228_020     69 16    7                  Associate's degree      Fair
116  554680_010     65 12    1                 High school diploma      Good
117  556870_010     67 13    0                  Associate's degree      Fair
118  553826_020     62 14    0                  Associate's degree Excellent
119  552941_010     52 12    7                 High school diploma      Good
120  551334_010     66 16    0                     Master's degree Excellent
121  556712_010     58 13    2                  Associate's degree      Fair
122  557413_010     51 17    4                     Master's degree      Fair
123  556668_010     84  8    3                                None      Poor
124  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
125  553031_010     53 16    0                     Master's degree      Good
126  553970_010     55 16    0                     Master's degree Very Good
127  550240_010     73 12    6                                 GED Very Good
128  558629_010     69 16    1                     Master's degree Excellent
129  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
130  554764_010     58 17    1                     Master's degree      Good
131  559227_010     53 12    2                 High school diploma      Poor
132  556732_010     64 17    5                     Master's degree      Fair
133  551412_010     56 16    0                     Master's degree      Poor
134  550859_010     56 15    0                  Associate's degree      Fair
135  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
136  555053_010     85  3    1                                None      Good
137  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
138  553881_010     59 13    0                  Associate's degree Very Good
139  555886_020     58 14    0                  Associate's degree      Good
140  550201_020     40 17    2                     Master's degree Excellent
141  554832_020     61 12    2                 High school diploma      Good
142  556394_020     68 12    3                 High school diploma      Good
143  553435_010     76  2    3                 High school diploma Very Good
144  558774_020     56  3    0                                None      Fair
145  551225_010     55  6    2                                None      Fair
146  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
147  552034_010     69 15    1                  Associate's degree      Good
148  551143_020     50 10    8                                 GED      Fair
149  559902_010     72 16    7                     Master's degree      Fair
150  558360_010     64 12    3                                 GED Very Good
151  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
152  559885_010     52 14    3                  Associate's degree Very Good
153  551845_020     74 15    0                  Associate's degree Very Good
154  555737_020     41  3    0                                None      Good
155  556499_010     62 12    4                 High school diploma      Good
156  557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
157  556779_020     51 14    2                   Bachelor's degree      Good
158  555445_020     76 16    1                     Master's degree      Good
159  552567_010     58 16    1                  Associate's degree      Good
160  556143_010     58 14    0                   Bachelor's degree Very Good
161  556868_010     82 16    2                     Master's degree      Fair
162  552892_020     62 16    6                  Associate's degree      Fair
163  554425_010     69 12    2                 High school diploma      Fair
164  552025_020     41 16    0                     Master's degree      Good
165  550696_010     70  9    1                                 GED Very Good
166  552828_010     53 16    0                     Master's degree      Good
167  555221_010     59  6    2                                None      Fair
168  554911_010     74 13    4                  Associate's degree      Good
169  555918_010     52 12    1                 High school diploma      Fair
170  556114_010     52 15    0                   Bachelor's degree      Good
171  559843_010     59 14    0                  Associate's degree      Fair
172  556291_010     58 16    1                     Master's degree Excellent
173  558974_010     55 13    2                  Associate's degree      Good
174  558837_020     67  0    3                                None      Fair
175  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
176  553273_010     55 16    5                     Master's degree      Good
177  552279_010     69  6    0                                None      Fair
178  551238_020     52 14    4                  Associate's degree      Good
179  550753_020     54 15    0                   Bachelor's degree      Good
180  551007_020     66 10    7                                None      Good
181  559287_010     70 14    0                  Associate's degree Excellent
182  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
183  556390_010     52 15    0                  Associate's degree      Good
184  556734_010     55 17    8                     Master's degree      Good
185  556989_010     77 14    3                  Associate's degree      Fair
186  559963_010     54 16    3                     Master's degree      Good
187  552082_020     69 10    5                                None      Fair
188  558355_010     69 11    2                                None      Fair
189  555375_010     59 16    0                     Master's degree      Fair
190  559806_010     65  0    1                                None      Fair
191  552618_010     64 12    3                 High school diploma      Fair
192  555041_020     76 14    1                   Bachelor's degree      Good
193  550930_010     56 14    1                  Associate's degree      Fair
194  558039_010     63 13    6                  Associate's degree      Fair
195  553564_020     46 11    0                                None      Fair
196  554233_020     49 17    0                     Master's degree      Good
197  551468_010     51 16    2                     Master's degree      Good
198  556836_010     52 10    4                                 GED      Poor
199  550962_020     52 12    1                 High school diploma      Fair
200  558741_010     78 12    6                                 GED      Fair
201  552681_020     51 12    2                 High school diploma      Fair
202  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
203  558174_010     79 17    1                     Master's degree      Good
204  552323_020     68  4    6                                None      Poor
205  558403_020     49 12    0                 High school diploma      Fair
206  559470_010     66 14    0                   Bachelor's degree      Good
207  557383_010     66 16    2                     Master's degree      Poor
208  556475_010     71 14    1                  Associate's degree      Good
209  557125_010     58 10    7                                None      Poor
210  556224_010     67 15    0                  Associate's degree      Good
211  550119_020     80 12    0                 High school diploma      Good
212  550462_010     56  9    0                                 GED      Fair
213  555545_010     60 11    1                                None Excellent
214  550437_010     64 12    2                 High school diploma      Good
215  556732_010     64 17    5                     Master's degree      Fair
216  552479_020     40 16    0                     Master's degree Excellent
217  553055_010     62 13    1                  Associate's degree      Fair
218  551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
219  553768_010     78 16    5                     Master's degree      Fair
220  558133_010     56 17    3                     Master's degree Very Good
221  550543_010     52 15    0                  Associate's degree      Good
222  558391_020     53 12    0                 High school diploma      Good
223  557031_010     52 14    1                  Associate's degree      Good
224  550186_010     52 16    2                     Master's degree Very Good
225  555473_010     64 11    3                                None      Fair
226  552279_020     59  6    0                                None      Fair
227  552554_010     51 16    0                     Master's degree Very Good
228  557423_010     56 16    0                     Master's degree      Fair
229  551878_020     50 11    2                                 GED Very Good
230  553280_020     40  4    6                                None Very Good
231  556531_010     58 13    1                   Bachelor's degree      Good
232  551557_010     53 13    1                  Associate's degree      Good
233  556944_010     59 13    1                  Associate's degree Excellent
234  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
235  556635_010     68 12    3                 High school diploma Very Good
236  556943_020     54 12    1                 High school diploma      Good
237  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
238  551892_010     52 17    3                     Master's degree      Good
239  558281_010     88  4    2                                None      Fair
240  557269_010     58 13    7                  Associate's degree      Good
241  552383_010     71 11    2                                None      Good
242  554674_010     54 14    2                  Associate's degree      Good
243  559603_020     67 12    0                 High school diploma      Good
244  557358_010     60 11    6                                 GED      Poor
245  553252_010     56  6    2                                None      Fair
246  556089_010     65 12    1                                 GED      Fair
247  559704_010     60 14    1                   Bachelor's degree Excellent
248  554370_010     73 14    1                  Associate's degree Very Good
249  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
250  551991_020     50 12    2                                 GED      Good
251  551505_010     74 12    0                 High school diploma      Good
252  552298_010     66 16    0                     Master's degree Very Good
253  554365_020     59  6    0                                None      Good
254  555115_010     72 14    7                  Associate's degree      Poor
255  554172_010     61 15    5                  Associate's degree      Fair
256  557061_010     53 13    1                  Associate's degree      Good
257  553961_020     56 14    0                   Bachelor's degree      Fair
258  551547_010     68 13    2                  Associate's degree      Good
259  551553_020     66 12    2                 High school diploma      Good
260  559839_010     53 13    0                  Associate's degree      Fair
261  556266_010     57 14    3                  Associate's degree      Fair
262  559487_010     72 13    5                  Associate's degree      Fair
263  555922_010     74  9    0                                None      Fair
264  559767_010     76 11    0                                None      Fair
265  555064_020     50 11    1                                None      Fair
266  550233_020     64 12    1                 High school diploma      Fair
267  555375_010     59 16    0                     Master's degree      Fair
268  552986_010     90 12    1                 High school diploma      Fair
269  557977_010     57 12    0                 High school diploma Excellent
270  558849_020     46 17    0                     Master's degree Very Good
271  555314_010     82 12    0                                 GED      Fair
272  555872_010     56 14    0                   Bachelor's degree Very Good
273  550233_020     64 13    1                  Associate's degree      Fair
274  556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
275  553640_010     77 11    0                 High school diploma      Good
276  552320_010     63  6    2                                None      Fair
277  559984_010     75  6    0                                None      Fair
278  552159_010     57 14    4                  Associate's degree      Good
279  550516_010     62 11    1                                None Excellent
280  555239_010     94  9    1                                None Excellent
281  556936_020     52 16    1                     Master's degree Very Good
282  557667_010     54 14    8                   Bachelor's degree      Poor
283  555041_020     77 16    1                     Master's degree      Good
284  558184_020     54  4    6                                None      Fair
285  550513_010     80 12    0                 High school diploma      Good
286  557795_010     82 12    4                 High school diploma      Fair
287  554377_010     56 12    0                 High school diploma      Good
288  557337_020     48  6    6                                None      Fair
289  553715_020     57 12    1                 High school diploma      Fair
290  554076_010     53 14    0                   Bachelor's degree Very Good
291  557914_010     53 12    0                 High school diploma Very Good
292  551414_020     61  8    0                                None Very Good
293  552490_010     71 12    2                 High school diploma      Good
294  550581_020     62  5    2                                None Very Good
295  559484_020     53 12    1                 High school diploma Very Good
296  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
297  550822_020     54 12    4                                None      Fair
298  553055_010     62 13    1                  Associate's degree      Fair
299  558837_010     67  7    0                                None      Fair
300  555146_010     51 17    0                     Master's degree Excellent
301  557244_010     57  7    8                                None Very Good
302  554443_010     64 11    2                                None      Fair
303  559342_020     60 12    0                 High school diploma      Fair
304  558638_010     70  4    3                                None      Fair
305  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
306  553060_020     52 15    1                  Associate's degree      Good
307  550147_010     59 12    0                 High school diploma      Fair
308  558290_010     53 14    0                     Master's degree      Good
309  554486_010     69 14    1                   Bachelor's degree      Fair
310  554301_010     51 14    1                   Bachelor's degree Excellent
311  556233_010     53 16    1                     Master's degree Excellent
312  551299_010     59 14    6                   Bachelor's degree      Poor
313  550186_010     52 16    2                     Master's degree Very Good
314  555737_020     41  6    0                                None      Good
315  556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
316  552079_010     51 12    5                 High school diploma      Good
317  558252_010     51 10    7                                None      Fair
318  555848_010     64 14    1                  Associate's degree Excellent
319  558142_010     91  6    2                                None      Good
320  550183_020     70 16    0                     Master's degree Very Good
321  551723_020     66  6    1                                None      Poor
322  557456_020     60  6    4                                None Excellent
323  558837_010     67  7    0                                None      Fair
324  557383_010     66 16    2                     Master's degree      Poor
325  557785_020     52 17    3                     Master's degree      Good
326  559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
327  552868_010     63 12    3                 High school diploma      Good
328  558309_010     82 16    5                     Master's degree      Poor
329  559055_010     80  8    2                                None      Good
330  556345_010     63 13    6                  Associate's degree      Poor
331  555900_010     55 12    0                 High school diploma Very Good
332  554594_010     58 14    1                   Bachelor's degree      Good
333  551827_010     62 16    7                     Master's degree      Good
334  550587_010     66 14    3                   Bachelor's degree Excellent
335  552748_010     63 16    5                     Master's degree      Good
336  551579_010     57 10    7                                None      Poor
337  550698_010     65 14    0                  Associate's degree      Fair
338  552346_010     50 12    0                 High school diploma Very Good
339  557690_010     60  6    2                                None      Poor
340  559806_020     47  5    0                                None      Fair
341  557269_010     58 13    7                  Associate's degree      Good
342  556549_010     72 12    1                 High school diploma      Fair
343  550310_010     71 16    3                     Master's degree      Fair
344  559839_010     53 12    0                  Associate's degree      Good
345  552418_010     66 12    6                 High school diploma      Poor
346  559213_010     63 14    4                   Bachelor's degree      Good
347  552949_010     53 14    5                  Associate's degree      Fair
348  555073_020     56 17    4                     Master's degree      Good
349  554432_020     71 16    7                     Master's degree Very Good
350  556384_010     66  3    7                                None      Fair
351  559190_020     54 17    0                     Master's degree      Good
352  557892_010     81 16    0                     Master's degree      Poor
353  558266_010     56  3    2                 High school diploma      Fair
354  554092_010     74 13    0                  Associate's degree      Good
355  557052_010     50 16    1                     Master's degree Very Good
356  554252_020     48  3    1                                None      Good
357  559949_010     63 12    7                                None      Fair
358  554727_010     89 16    1                     Master's degree      Fair
359  553651_010     77 12    3                                 GED      Good
360  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
361  558664_010     57 14    1                   Bachelor's degree      Good
362  559244_010     55 16    4                     Master's degree      Fair
363  558281_010     88  4    2                                None      Fair
364  551845_010     67 13    4                  Associate's degree      Good
365  559586_010     55 16    4                   Bachelor's degree      Good
366  557470_020     55 16    0                     Master's degree      Good
367  557595_020     63  7    0                                None Excellent
368  556413_020     55 12    0                 High school diploma      Good
369  555071_010     50 12    4                                 GED      Good
370  556073_010     65 11    5                 High school diploma Very Good
371  556870_010     67 13    0                  Associate's degree      Fair
372  555767_010     57 11    2                                None Excellent
373  556793_010     53 11    4                                None      Fair
374  551108_010     51 14    7                     Master's degree      Good
375  552989_020     49 12    0                 High school diploma Very Good
376  553480_010     54 16    8                     Master's degree      Fair
377  551087_020     61 12    0                 High school diploma      Good
378  557038_010     68 14    0                  Associate's degree      Good
379  552192_010     56 14    5                  Associate's degree      Fair
380  557031_010     52 14    1                  Associate's degree      Good
381  558099_010     68 12    1                 High school diploma      Fair
382  550516_010     62 11    1                                None Excellent
383  551054_010     57 12    1                 High school diploma Very Good
384  552544_010     56 12    1                 High school diploma Very Good
385  550753_020     53 15    0                   Bachelor's degree      Good
386  559342_020     69 16    0                  Associate's degree      Fair
387  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
388  552103_010     53 10    1                                None      Fair
389  557104_010     61 12    0                 High school diploma Very Good
390  557967_010     54 16    0                     Master's degree Very Good
391  551762_020     43 14    0                   Bachelor's degree Very Good
392  558246_010     55 11    4                                 GED Very Good
393  559819_010     51  6    6                                None      Fair
394  557025_010     62 12    1                 High school diploma      Fair
395  551179_020     57  9    3                                None Very Good
396  550581_020     70  5    8                                None      Fair
397  557470_020     55 14    0                  Associate's degree      Good
398  557268_010     63 16    0                     Master's degree      Good
399  557889_010     62 12    1                 High school diploma Very Good
400  559587_020     83 14    0                 High school diploma      Good
401  556453_020     64  6    2                                None      Good
402  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
403  556381_010     54 16    0                     Master's degree Excellent
404  559983_020     63 16    0                     Master's degree Very Good
405  555946_010     64 12    0                 High school diploma Very Good
406  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
407  550614_020     47 12    0                 High school diploma      Good
408  559659_010     63 16    1                     Master's degree      Good
409  559002_010     54 17    7                     Master's degree      Good
410  555176_010     65 13    1                  Associate's degree      Good
411  559683_010     57 15    6                  Associate's degree      Fair
412  553413_010     64  7    3                                None      Fair
413  559898_020     50 12    0                 High school diploma      Good
414  556709_010     69 12    7                 High school diploma      Poor
415  552741_010     55 13    2                  Associate's degree      Fair
416  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
417  557559_020     67 17    0                     Master's degree      Good
418  553267_010     70  9    0                 High school diploma Very Good
419  556131_010     50 13    2                  Associate's degree      Good
420  555601_010     58 14    1                 High school diploma      Fair
421  553993_010     66 16    0                     Master's degree      Good
422  559133_010     81 12    0                 High school diploma Very Good
423  554006_010     74 13    1                  Associate's degree Very Good
424  550173_010     52 14    1                  Associate's degree      Good
425  553413_020     64 12    2                 High school diploma      Fair
426  558096_010     79  0    0                                None      Poor
427  556741_010     54 14    1                   Bachelor's degree Very Good
428  552868_010     63 12    3                 High school diploma      Good
429  559752_010     67 17    0                     Master's degree      Good
430  550962_020     52 12    1                 High school diploma      Fair
431  559785_020     57 12    4                                 GED      Poor
432  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
433  555314_010     84 12    0                                 GED      Fair
434  551827_010     62 16    7                     Master's degree      Good
435  559587_010     71 16    0                     Master's degree      Good
436  557574_010     62  5    1                                None Very Good
437  559245_010     76 11    7                                None      Fair
438  554911_010     74 13    4                  Associate's degree      Good
439  556712_010     58 13    2                  Associate's degree      Fair
440  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
441  557322_010     66 16    2                     Master's degree Excellent
442  555515_010     52  9    1                                 GED      Fair
443  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
444  550239_020     48 10    1                 High school diploma Very Good
445  556090_010     50 12    0                 High school diploma Very Good
446  554233_020     49 17    0                     Master's degree      Good
447  556311_010     75 17    1                     Master's degree Very Good
448  559494_020     34 16    0                  Associate's degree Very Good
449  554471_020     48 16    4                     Master's degree      Fair
450  557263_020     46 15    1                   Bachelor's degree      Good
451  558747_010     54 16    7                     Master's degree      Fair
452  552346_010     50 12    0                 High school diploma Very Good
453  552613_010     51 14    1                  Associate's degree      Good
454  557371_010     68 17    0                     Master's degree Very Good
455  559341_010     55 17    1                     Master's degree Very Good
456  553721_010     55 12    1                 High school diploma      Good
457  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
458  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
459  552766_010     74 14    0                  Associate's degree      Good
460  553393_010     52 12    5                 High school diploma Very Good
461  551991_010     53 12    4                                 GED      Good
462  557093_010     61 11    0                                None      Fair
463  556428_010     66 14    1                  Associate's degree      Good
464  552989_010     57  6    0                 High school diploma      Fair
465  552734_010     53  9    5                                None      Good
466  559587_010     71 16    0                     Master's degree      Good
467  559843_020     56 14    0                  Associate's degree      Good
468  551279_010     54 12    1                 High school diploma      Good
469  551444_010     65 12    1                 High school diploma      Fair
470  554819_010     52 16    3                  Associate's degree      Good
471  551372_010     56 12    1                                 GED      Fair
472  551548_010     61 14    6                  Associate's degree      Fair
473  554003_010     57 12    6                 High school diploma      Poor
474  555663_010     56  6    1                                None      Fair
475  551188_010     56  6    3                                None      Poor
476  558391_020     53 12    0                 High school diploma      Good
477  553699_010     63  9    6                                None Very Good
478  554655_010     53 12    8                 High school diploma      Fair
479  556018_010     52 16    0                     Master's degree Very Good
480  559867_010     67 16    1                     Master's degree      Fair
481  553237_010     56 12    0                 High school diploma Excellent
482  550902_010     51 12    7                 High school diploma      Good
483  552777_010     76  2    0                                None      Good
484  556394_020     59 13    3                  Associate's degree      Good
485  556499_010     62 12    4                 High school diploma      Good
486  556865_010     52 16    0                     Master's degree Very Good
487  550240_020     72 12    4                 High school diploma      Fair
488  559093_020     47 14    2                  Associate's degree      Good
489  552741_010     56 13    2                  Associate's degree      Fair
490  557020_020     53 16    0                     Master's degree Very Good
491  557856_010     61 13    2                  Associate's degree      Fair
492  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
493  557391_020     65  9    2                                None      Fair
494  552423_020     55 13    1                  Associate's degree Very Good
495  551305_010     54 12    0                 High school diploma Very Good
496  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
497  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
498  554146_010     62 13    3                  Associate's degree Excellent
499  550753_010     58 13    1                  Associate's degree Very Good
500  552034_010     69 15    1                  Associate's degree      Good
501  552418_010     66 12    6                 High school diploma      Poor
502  558138_020     46 16    0                     Master's degree Very Good
503  556381_010     54 16    0                     Master's degree Excellent
504  551761_020     63 12    0                 High school diploma Very Good
505  554247_020     73 10    1                 High school diploma      Fair
506  559551_010     56 11    2                                None      Fair
507  552656_020     55 16    4                     Master's degree      Good
508  556398_010     67 12    0                 High school diploma      Fair
509  553258_010     72 16    1                     Master's degree      Good
510  557061_010     53 13    1                  Associate's degree      Good
511  556260_010     53 14    0                   Bachelor's degree      Good
512  555951_010     69 16    2                     Master's degree      Fair
513  558082_010     82 12    1                 High school diploma      Good
514  552874_010     63 12    4                 High school diploma      Fair
515  556154_010     54 16    1                     Master's degree Very Good
516  552748_020     63 12    1                 High school diploma Very Good
517  554818_010     59 14    3                  Associate's degree Very Good
518  552104_020     51 16    4                   Bachelor's degree      Poor
519  554846_010     62 17    1                     Master's degree Excellent
520  550920_020     59 10    5                                None      Fair
521  552065_010     70 12    0                 High school diploma      Good
522  557767_010     68 14    4                   Bachelor's degree Excellent
523  550661_010     54  7    7                                None      Poor
524  557104_010     61 12    0                 High school diploma Very Good
525  558938_010     53 15    3                   Bachelor's degree Very Good
526  555877_010     53 16    6                  Associate's degree      Poor
527  559269_010     54 10    1                 High school diploma      Fair
528  551414_020     61  8    0                                None Very Good
529  559223_010     49 12    4                  Associate's degree      Fair
530  555262_010     52 16    1                     Master's degree Excellent
531  557775_010     53 16    3                     Master's degree Very Good
532  553055_020     55 13    0                  Associate's degree      Good
533  558264_010     58 11    0                                None      Fair
534  556516_010     56 12    0                 High school diploma      Fair
535  552154_020     49  9    5                                None      Fair
536  550147_010     59 12    0                 High school diploma      Fair
537  557407_010     52 13    4                  Associate's degree      Poor
538  556741_010     54 14    1                   Bachelor's degree Very Good
539  556833_010     54  9    0                                None Excellent
540  555405_020     53 12    2                 High school diploma Excellent
541  550661_010     53  7    7                                None      Poor
542  556088_010     88 10    6                                None      Fair
543  554154_020     56  8    0                                None      Fair
544  556301_010     55 16    1                     Master's degree      Good
545  551645_010     72 13    0                  Associate's degree Very Good
546  552544_010     56 12    1                 High school diploma Very Good
547  555931_010     54 16    0                     Master's degree Excellent
548  555800_010     72 14    0                   Bachelor's degree Very Good
549  550698_010     61 14    0                  Associate's degree      Fair
550  554152_020     57 16    0                     Master's degree Very Good
551  558187_020     50  9    2                                 GED      Poor
552  553951_020     52 16    2                     Master's degree      Good
553  557268_010     63 16    0                     Master's degree      Good
554  557649_010     60 14    2                   Bachelor's degree Very Good
555  558543_020     64 13    0                  Associate's degree Very Good
556  555915_020     54 12    1                 High school diploma Very Good
557  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
558  554953_010     53  6    0                                None Excellent
559  558859_010     54 14    3                   Bachelor's degree Very Good
560  557802_010     67 14    1                   Bachelor's degree Very Good
561  554624_010     90  7    0                                None      Fair
562  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
563  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
564  554344_010     70 15    0                  Associate's degree      Good
565  552192_010     56 14    5                  Associate's degree      Fair
566  551132_020     56 14    1                   Bachelor's degree Very Good
567  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
568  556453_020     65  8    2                                None      Good
569  559907_010     57  8    0                                None Very Good
570  554117_020     52 16    2                     Master's degree Very Good
571  558158_010     57 13    0                  Associate's degree      Good
572  556779_010     57 14    0                   Bachelor's degree      Good
573  554003_010     57 12    6                 High school diploma      Poor
574  554793_010     64 12    1                 High school diploma      Good
575  556149_010     59 13    8                  Associate's degree      Poor
576  552504_010     55 10    3                                None Very Good
577  558069_010     67 15    2                   Bachelor's degree      Fair
578  556675_010     57 14    1                  Associate's degree Very Good
579  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
580  559103_020     47 16    6                     Master's degree Very Good
581  550516_010     62 11    1                                None Excellent
582  553262_010     52 12    5                 High school diploma      Good
583  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
584  558380_010     63 10    0                                None      Fair
585  550827_010     65 13    1                  Associate's degree      Fair
586  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
587  556570_010     59 14    0                  Associate's degree Excellent
588  558316_010     67 12    0                                 GED      Good
589  555241_010     52 12    7                 High school diploma      Fair
590  557111_020     79 12    2                                None Very Good
591  555545_010     60 11    1                                None Excellent
592  551214_010     66  0    3                                None      Fair
593  556943_020     53 12    1                 High school diploma      Good
594  558629_020     69 16    1                     Master's degree Excellent
595  553826_010     63 14    0                  Associate's degree Excellent
596  558841_010     52 16    0                     Master's degree      Good
597  557351_020     67 11    5                                 GED      Fair
598  550156_020     51 11    0                                None      Good
599  554874_010     60 12    0                                None      Fair
600  557721_020     53 14    0                  Associate's degree Very Good
601  558985_010     54 13    7                   Bachelor's degree      Fair
602  552329_010     55 13    0                  Associate's degree      Fair
603  556088_010     88  6    6                                None      Fair
604  550503_010     79  8    0                                None      Fair
605  551412_020     56 16    4                     Master's degree      Poor
606  554479_010     55 14    1                     Master's degree Very Good
607  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
608  557375_010     51  6    1                                None      Fair
609  554706_010     57 17    0                     Master's degree Excellent
610  559839_010     53 16    0                     Master's degree Very Good
611  557571_010     68 12    2                 High school diploma Very Good
612  559644_010     61 12    2                                None      Poor
613  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
614  558366_010     56 16    2                     Master's degree      Good
615  555952_020     51 11    5                 High school diploma      Good
616  557804_020     59 13    4                   Bachelor's degree      Poor
617  551054_010     57 12    1                 High school diploma Very Good
618  558001_010     53 11    1                                 GED Very Good
619  558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
620  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
621  551761_010     73 12    0                 High school diploma Excellent
622  551808_020     70 12    0                                None Very Good
623  559069_020     57 16    1                     Master's degree      Good
624  552843_010     78 16    7                     Master's degree      Fair
625  553206_010     54 14    0                  Associate's degree      Fair
626  557983_010     68 12    0                 High school diploma      Fair
627  559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
628  556175_010     54 12    1                 High school diploma      Good
629  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
630  555578_010     60 12    1                 High school diploma Very Good
631  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
632  555955_010     89  8    1                                None      Fair
633  551950_020     68 16    0                     Master's degree      Fair
634  559002_010     53 17    7                     Master's degree      Good
635  557461_010     55 14    0                   Bachelor's degree      Good
636  556483_010     52 16    1                     Master's degree Excellent
637  556008_020     47 11    1                                None      Good
638  559587_020     71 14    0                 High school diploma      Good
639  556541_010     57 12    1                 High school diploma Very Good
640  557902_010     71 16    0                     Master's degree Very Good
641  550183_010     73 16    0                   Bachelor's degree Very Good
642  559515_020     67 14    0                   Bachelor's degree      Good
643  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
644  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
645  556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
646  558156_010     75 10    0                                None      Fair
647  554591_020     48 16    6                     Master's degree      Good
648  552339_010     55 12    4                                 GED      Poor
649  555931_010     54 16    0                     Master's degree Excellent
650  557384_010     71 14    2                  Associate's degree      Good
651  556424_010     51 12    1                 High school diploma      Good
652  553935_010     69 17    1                     Master's degree Very Good
653  557253_010     74 12    1                 High school diploma      Good
654  553852_010     52 12    0                 High school diploma      Good
655  554789_020     62 17    1                     Master's degree Very Good
656  551110_010     68 12    0                                 GED      Good
657  556873_010     70  4    1                                None Very Good
658  559812_010     57 12    6                 High school diploma      Fair
659  557223_020     64 11    1                                None      Good
660  559353_010     51 12    0                 High school diploma      Good
661  557141_010     53  9    0                 High school diploma      Fair
662  558131_010     56 16    1                     Master's degree      Fair
663  555578_020     58 10    1                                None Very Good
664  557965_010     51 16    1                     Master's degree      Good
665  558052_010     56 10    4                                None      Fair
666  552681_010     52 12    0                 High school diploma Very Good
667  558867_010     68 13    3                  Associate's degree      Fair
668  559229_020     47 12    0                 High school diploma Very Good
669  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
670  554154_020     56  8    0                                None      Fair
671  552192_010     56 14    5                  Associate's degree      Fair
672  552949_020     54 12    1                                 GED      Fair
673  557892_020     81 15    0                  Associate's degree      Poor
674  553280_020     40  3    6                                None      Good
675  554840_010     55 16    3                     Master's degree      Fair
676  559785_010     56 11    1                 High school diploma      Fair
677  554772_010     87 14    1                  Associate's degree      Good
678  552874_020     65 12    4                 High school diploma      Fair
679  556768_020     72 13    5                  Associate's degree      Good
680  559010_010     67 14    0                  Associate's degree Excellent
681  559928_010     53 11    0                                 GED      Good
682  553413_020     64 12    3                 High school diploma      Fair
683  557909_020     38 16    1                     Master's degree      Fair
684  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
685  554655_010     53 12    8                 High school diploma      Fair
686  556876_010     65 16    1                     Master's degree Very Good
687  559820_010     52 17    0                     Master's degree      Good
688  559984_010     75  6    0                                None      Poor
689  559573_010     64 12    1                 High school diploma      Fair
690  552314_010     64 14    3                  Associate's degree      Fair
691  554301_020     49 14    0                  Associate's degree Very Good
692  552154_020     49  9    5                                None      Fair
693  555336_010     66 12    1                 High school diploma      Good
694  559691_010     50 12    1                 High school diploma      Good
695  559341_010     55 17    1                     Master's degree Very Good
696  552100_010     63 16    0                     Master's degree Very Good
697  556796_010     50 12    0                 High school diploma Excellent
698  550316_010     66  2    8                                None      Fair
699  556666_020     47 11    4                 High school diploma      Good
700  552812_010     54 14    1                  Associate's degree      Good
701  552786_010     59 12    4                 High school diploma      Good
702  558939_020     61  9    0                 High school diploma      Good
703  554006_010     74 13    1                  Associate's degree Very Good
704  553707_010     84 12    3                                 GED      Good
705  559567_010     68 12    3                 High school diploma      Fair
706  550688_010     51 12    7                 High school diploma      Fair
707  557480_010     51  0    0                                None      Fair
708  552660_020     77 11    0                                None      Fair
709  556148_020     76 12    0                 High school diploma      Good
710  559912_020     56 16    0                     Master's degree Very Good
711  559431_020     51 17    1                     Master's degree Very Good
712  554069_010     67 12    1                 High school diploma      Good
713  552681_010     52 12    0                 High school diploma Excellent
714  558629_010     69 16    1                     Master's degree Excellent
715  557118_010     52 12    2                 High school diploma      Good
716  557320_020     47 12    1                 High school diploma      Good
717  553775_010     54 12    0                 High school diploma      Good
718  555663_010     56  7    1                                None      Fair
719  553994_020     51  8    8                                None      Poor
720  555073_020     55 17    4                     Master's degree      Good
721  558281_010     89  4    2                                None      Fair
722  554972_020     46  1    4                                None      Fair
723  554330_020     56 16    1                   Bachelor's degree      Fair
724  553780_020     56 17    5                     Master's degree      Good
725  551412_020     56 16    4                     Master's degree      Poor
726  554449_010     58 16    0                     Master's degree Excellent
727  552332_020     64 12    2                                 GED      Fair
728  556579_010     72 14    2                  Associate's degree      Good
729  554256_020     55 10    2                                 GED      Fair
730  556453_020     64  8    2                                None      Good
731  551748_010     55 16    0                     Master's degree Very Good
732  555601_020     61 14    2                 High school diploma      Fair
733  554899_020     41 13    5                  Associate's degree      Fair
734  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
735  553771_010     54 12    6                 High school diploma      Poor
736  556878_020     47 12    0                 High school diploma      Fair
737  556185_010     64 12    2                 High school diploma Very Good
738  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
739  550967_020     63 15    2                                 GED      Good
740  555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
741  556069_010     74 12    0                 High school diploma      Good
742  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
743  558252_010     51 10    7                                 GED      Fair
744  554851_010     80  0    1                                None      Fair
745  550686_010     58 12    2                 High school diploma      Good
746  552118_020     62 11    1                                None      Fair
747  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
748  554172_010     61 15    5                  Associate's degree      Fair
749  559286_010     67 17    0                     Master's degree      Good
750  556050_010     53 14    1                  Associate's degree Very Good
751  559416_010     56 12    6                                 GED Excellent
752  559071_010     58 12    0                 High school diploma      Good
753  559750_010     69 17    1                     Master's degree      Good
754  558252_010     51 10    7                                 GED      Fair
755  552721_010     74 13    7                   Bachelor's degree      Fair
756  553948_020     65 11    1                                None      Good
757  559587_020     67 16    0                     Master's degree      Good
758  558546_010     60 15    0                  Associate's degree Very Good
759  557855_010     59 14    6                  Associate's degree      Good
760  557538_020     55 12    0                 High school diploma Very Good
761  556441_010     59 16    4                     Master's degree      Poor
762  556424_020     45 12    5                                 GED      Fair
763  555650_010     55 13    4                  Associate's degree      Fair
764  557014_010     82 12    0                 High school diploma Very Good
765  558897_010     51 12    4                 High school diploma      Fair
766  559269_020     51 16    6                   Bachelor's degree      Fair
767  559292_010     56 11    6                                None      Fair
768  554152_020     57 16    0                     Master's degree Very Good
769  557461_020     50 17    3                     Master's degree      Good
770  555163_010     54 14    1                  Associate's degree      Good
771  558155_010     58 12    2                 High school diploma      Fair
772  559691_010     50 14    1                  Associate's degree      Good
773  558671_020     75 12    2                                None      Fair
774  555351_010     53 14    1                  Associate's degree Excellent
775  553574_010     53 16    0                     Master's degree      Good
776  556666_020     47 13    4                  Associate's degree      Good
777  559762_010     54 17    0                     Master's degree Very Good
778  550166_010     54 16    0                     Master's degree Very Good
779  552816_020     63  1    0                                None      Good
780  553227_010     56 12    1                 High school diploma Excellent
781  556240_010     57 12    3                 High school diploma      Poor
782  555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
783  551660_010     71 13    2                  Associate's degree      Poor
784  555192_020     87 17    5                  Associate's degree      Fair
785  552490_010     71 12    2                 High school diploma      Good
786  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
787  551144_010     77 13    0                  Associate's degree      Good
788  552971_010     67 12    2                 High school diploma      Poor
789  556869_010     73 12    4                 High school diploma      Good
790  556541_010     56 12    1                 High school diploma Very Good
791  553399_020     71 17    0                     Master's degree Very Good
792  559408_010     71 12    0                 High school diploma      Good
793  559842_010     52 14    1                  Associate's degree      Fair
794  551442_010     58 14    0                   Bachelor's degree      Good
795  550661_010     54  7    7                                None      Poor
796  554238_020     76 16    0                     Master's degree Very Good
797  551940_010     56 12    7                 High school diploma      Fair
798  550183_010     73 16    0                     Master's degree Very Good
799  552510_010     52 12    0                 High school diploma Excellent
800  553315_020     61  1    2                 High school diploma      Fair
801  555578_010     60 12    1                 High school diploma Excellent
802  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
803  550920_010     59 12    3                 High school diploma      Fair
804  554449_010     58 16    0                     Master's degree Excellent
805  550428_010     59 14    1                  Associate's degree      Good
806  559129_010     58 12    6                 High school diploma      Fair
807  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
808  554569_010     74 14    1                  Associate's degree Very Good
809  557924_020     52 16    6                     Master's degree Excellent
810  557446_010     55 14    1                   Bachelor's degree      Poor
811  551380_010     54 16    1                     Master's degree Very Good
812  550156_010     51 12    0                                None      Good
813  554069_010     68 12    1                 High school diploma      Good
814  555697_020     54 12    7                                None      Fair
815  551110_010     68 12    0                                 GED      Good
816  557786_010     61 12    0                 High school diploma      Good
817  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
818  550295_010     52  6    2                                None      Fair
819  559586_010     55 16    4                  Associate's degree      Good
820  559649_010     61 13    3                   Bachelor's degree      Good
821  554247_020     81 10    1                 High school diploma      Fair
822  553121_010     56 16    0                     Master's degree      Good
823  552025_010     51 16    0                     Master's degree      Fair
824  558568_020     67 12    0                 High school diploma      Good
825  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
826  553948_020     65 11    1                                None      Good
827  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
828  553399_010     71 17    0                     Master's degree Very Good
829  557630_020     49 12    0                 High school diploma      Fair
830  556390_010     52 15    0                  Associate's degree      Good
831  556869_010     73 12    4                 High school diploma      Good
832  557320_020     47 12    1                 High school diploma      Good
833  555004_010     51 10    8                                None      Poor
834  550239_010     53 11    3                 High school diploma      Good
835  557889_010     62 12    1                 High school diploma Very Good
836  559973_010     54 17    2                  Associate's degree      Fair
837  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
838  552118_020     55  8    2                                None      Fair
839  551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
840  557111_010     75 14    4                     Master's degree      Fair
841  559603_020     67 13    1                  Associate's degree      Good
842  553879_010     61  6    1                                None      Poor
843  556732_010     64 17    5                     Master's degree      Fair
844  559010_010     67 14    0                  Associate's degree Excellent
845  553112_010     65 12    0                 High school diploma      Good
846  555405_010     53 12    2                 High school diploma Excellent
847  550882_010     53 11    1                                None      Fair
848  559287_010     77 16    0                     Master's degree Excellent
849  553961_020     56 14    0                   Bachelor's degree      Fair
850  555578_010     63 12    0                 High school diploma      Good
851  557856_010     60 13    2                  Associate's degree      Fair
852  552741_010     55 13    2                  Associate's degree      Fair
853  559093_020     47 13    1                  Associate's degree      Good
854  559764_010     61 16    2                  Associate's degree      Fair
855  554161_010     51 14    0                  Associate's degree Excellent
856  554017_010     72 11    0                                None Excellent
857  554578_010     56 13    0                     Master's degree Very Good
858  550015_010     56 12    0                 High school diploma Very Good
859  554006_010     74 13    1                  Associate's degree Very Good
860  557424_010     51 14    1                   Bachelor's degree      Good
861  554069_020     61 11    2                                None      Fair
862  559269_010     54 16    1                   Bachelor's degree      Fair
863  555464_010     53 12    0                 High school diploma Very Good
864  558271_010     54 16    0                     Master's degree Very Good
865  554305_010     71 16    0                     Master's degree Excellent
866  552320_010     63  6    2                                None      Fair
867  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
868  556621_010     66  9    4                                 GED      Poor
869  551057_010     77  6    0                                None      Fair
870  557680_020     71 12    0                 High school diploma Excellent
871  554443_010     64  8    2                                None      Fair
872  557446_010     55 14    1                   Bachelor's degree      Poor
873  557510_020     47 14    0                  Associate's degree Excellent
874  558380_010     63 10    0                                None      Fair
875  555137_010     57 10    1                                 GED Very Good
876  553715_010     61 12    2                 High school diploma      Fair
877  558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
878  558390_010     54 16    2                     Master's degree Very Good
879  555151_010     52 17    2                     Master's degree      Fair
880  555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
881  552874_020     63 14    2                 High school diploma      Fair
882  557924_020     52 16    7                     Master's degree Excellent
883  552741_010     56 13    2                  Associate's degree      Fair
884  553014_010     72 11    1                                None      Poor
885  552025_010     51 16    0                     Master's degree      Fair
886  552154_010     55 12    1                 High school diploma      Good
887  556428_010     66 14    1                  Associate's degree      Good
888  552629_010     78  5    2                                None      Fair
889  551150_010     74 16    0                     Master's degree Very Good
890  553778_020     66 16    0                     Master's degree      Good
891  559286_010     67 17    0                     Master's degree      Good
892  558309_010     82 16    5                     Master's degree      Poor
893  553055_020     61 13    1                  Associate's degree      Good
894  557902_010     71 16    0                     Master's degree Very Good
895  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
896  550964_010     52 12    1                 High school diploma Very Good
897  550516_010     62 11    1                                None Excellent
898  554256_010     55 11    2                                 GED      Fair
899  551744_020     59 16    0                     Master's degree Excellent
900  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
901  551529_010     82 12    0                 High school diploma      Good
902  552301_010     77 13    0                  Associate's degree Excellent
903  551928_010     53 12    5                                 GED      Fair
904  556668_020     83  8    1                                None      Fair
905  558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
906  552395_010     86  6    0                                None      Good
907  554154_020     56 11    0                 High school diploma      Fair
908  550267_020     57 16    0                     Master's degree Very Good
909  559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
910  554152_020     57 16    0                     Master's degree Very Good
911  555216_010     75 17    6                  Associate's degree      Good
912  559178_020     61 14    3                  Associate's degree      Good
913  559969_020     77  7    2                                None      Good
914  550461_010     63  8    1                                None Very Good
915  558082_010     82 12    1                 High school diploma      Good
916  557811_020     53 14    0                   Bachelor's degree Very Good
917  553879_010     61  6    1                                None      Poor
918  550583_010     54 14    3                   Bachelor's degree      Fair
919  559917_010     55 10    3                 High school diploma      Good
920  556732_010     64 17    5                     Master's degree      Fair
921  556793_010     53 11    4                                None      Fair
922  557461_020     51 16    3                     Master's degree      Good
923  557811_020     54 14    0                   Bachelor's degree      Good
924  558576_010     57 14    2                   Bachelor's degree      Good
925  550645_010     66 12    0                 High school diploma Very Good
926  551263_020     52 16    0                     Master's degree Very Good
927  553948_010     65 10    5                                None      Fair
928  557967_020     53 16    0                     Master's degree Excellent
929  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
930  550759_010     69 12    2                 High school diploma      Good
931  556666_020     47 13    4                  Associate's degree      Good
932  552079_010     51 12    5                 High school diploma      Good
933  558540_010     63 12    5                 High school diploma      Fair
934  551263_020     52 16    0                     Master's degree Very Good
935  550110_010     56 12    4                 High school diploma      Poor
936  555503_020     56 14    4                  Associate's degree      Fair
937  550920_010     65 12    5                 High school diploma      Fair
938  552766_010     74 14    0                  Associate's degree      Good
939  557510_020     47 12    0                 High school diploma Excellent
940  557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
941  552721_010     74 13    7                   Bachelor's degree      Fair
942  552177_010     54 16    0                     Master's degree Excellent
943  556241_010     52 13    2                  Associate's degree Very Good
944  550064_010     56 11    1                 High school diploma      Good
945  557391_020     72  9    2                                None      Fair
946  554877_010     51 16    2                     Master's degree      Good
947  556493_010     59 13    4                  Associate's degree      Fair
948  552154_010     55 12    1                 High school diploma Very Good
949  555178_010     68 12    0                 High school diploma      Good
950  554486_010     69 14    1                   Bachelor's degree      Fair
951  552886_010     72 14    1                  Associate's degree      Poor
952  554438_010     62 16    3                     Master's degree      Fair
953  555978_010     62 12    2                 High school diploma      Good
954  555476_010     53 16    1                     Master's degree Very Good
955  551253_010     52 16    2                     Master's degree      Good
956  558552_020     63 12    0                 High school diploma Very Good
957  557131_010     64 13    7                  Associate's degree      Good
958  554330_020     56 16    1                   Bachelor's degree      Fair
959  557213_010     65 14    4                  Associate's degree Very Good
960  558543_020     64 13    0                  Associate's degree Very Good
961  557538_020     55 16    0                 High school diploma Very Good
962  553030_010     52 12    1                 High school diploma      Fair
963  557283_010     55 13    6                  Associate's degree      Fair
964  555156_020     53 16    5                     Master's degree      Fair
965  552812_010     54 14    1                  Associate's degree      Good
966  550066_010     80 15    2                  Associate's degree      Fair
967  556266_010     57 15    3                  Associate's degree      Fair
968  550614_010     53 12    4                 High school diploma      Fair
969  553430_010     55  3    0                 High school diploma Excellent
970  553970_010     55 16    0                     Master's degree Very Good
971  551664_010     74 16    0                     Master's degree      Good
972  558922_010     52 15    1                     Master's degree      Poor
973  558403_020     49 12    0                 High school diploma      Fair
974  557721_020     53 14    0                  Associate's degree Very Good
975  559029_020     50 16    0                     Master's degree      Good
976  555331_010     55 15    0                 High school diploma Very Good
977  553280_010     53  5    0                                None Very Good
978  555578_020     59 10    1                                None Very Good
979  556493_020     68 12    1                 High school diploma      Fair
980  554073_010     51 16    0                     Master's degree Very Good
981  555169_010     55 13    4                  Associate's degree Excellent
982  555848_010     64 14    1                  Associate's degree Excellent
983  559353_010     51 12    0                 High school diploma      Good
984  554855_010     68 16    2                     Master's degree Excellent
985  559834_010     74 14    1                  Associate's degree      Fair
986  555307_010     63 13    2                  Associate's degree      Fair
987  553139_020     51 16    1                     Master's degree Excellent
988  551127_010     68 15    0                   Bachelor's degree      Good
989  550536_010     77 16    0                     Master's degree Very Good
990  550064_010     56 12    3                 High school diploma      Good
991  554652_010     52 12    0                                 GED Very Good
992  559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
993  557014_010     68 12    0                 High school diploma Very Good
994  551334_010     62 16    1                     Master's degree      Good
995  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
996  559598_010     57 13    1                  Associate's degree Very Good
997  554740_010     58 12    5                 High school diploma      Good
998  559839_010     53 13    0                  Associate's degree      Fair
999  558552_020     63 12    0                 High school diploma Very Good
1000 554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
1001 557461_020     50 17    3                     Master's degree      Good
1002 559748_010     63  9    1                                None      Good
1003 553641_010     52 12    1                 High school diploma      Good
1004 552304_010     63 17    0                     Master's degree      Good
1005 551808_020     66 12    0                                None Excellent
1006 552395_010     86  6    0                                None      Good
1007 556621_010     66  9    4                                 GED      Poor
1008 555962_010     72 12    2                 High school diploma      Poor
1009 552660_010     77 12    0                 High school diploma      Fair
1010 555041_020     76 17    1                     Master's degree      Good
1011 555042_010     56  6    1                                None Excellent
1012 553832_010     72 13    1                  Associate's degree      Poor
1013 555663_020     52 12    0                 High school diploma Very Good
1014 559001_010     69 12    4                 High school diploma      Poor
1015 557141_010     53  9    0                 High school diploma      Fair
1016 552753_010     53 15    0                  Associate's degree Very Good
1017 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1018 559567_020     59 12    3                 High school diploma      Poor
1019 552618_020     71  8    8                                None      Good
1020 559617_020     54 16    3                     Master's degree      Good
1021 559494_020     36 16    0                  Associate's degree Very Good
1022 552789_010     63 14    1                  Associate's degree Very Good
1023 552156_010     65 13    0                  Associate's degree Very Good
1024 558133_010     56 17    3                     Master's degree Very Good
1025 558404_020     63 12    0                                 GED Very Good
1026 553503_020     50 12    4                                None      Poor
1027 552154_020     49 11    5                                None      Fair
1028 558155_010     58 12    0                 High school diploma      Fair
1029 556125_010     80  9    0                                None      Fair
1030 554899_020     41 17    5                     Master's degree      Fair
1031 557344_010     58 12    3                 High school diploma      Poor
1032 558366_020     53 15    2                  Associate's degree      Good
1033 550941_010     75 14    1                   Bachelor's degree      Good
1034 556475_010     71 15    1                  Associate's degree      Good
1035 556675_020     48 16    0                     Master's degree Excellent
1036 556352_010     58 16    0                     Master's degree Excellent
1037 558765_010     62 12    3                 High school diploma Very Good
1038 553610_010     54 12    1                 High school diploma Very Good
1039 550267_020     57 16    0                     Master's degree Very Good
1040 557690_010     60  6    2                                None      Poor
1041 557630_020     49 12    0                 High school diploma      Good
1042 559969_010     74 10    1                                None      Fair
1043 554674_020     62 15    2                  Associate's degree      Good
1044 554344_020     70 15    1                  Associate's degree      Good
1045 552423_020     55 13    1                  Associate's degree Very Good
1046 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1047 553817_010     56 12    6                 High school diploma      Good
1048 559494_020     40 17    0                  Associate's degree      Good
1049 557882_010     52  9    0                 High school diploma      Good
1050 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1051 553778_010     62 16    2                     Master's degree Very Good
1052 556288_020     75 16    1                     Master's degree Very Good
1053 551878_010     59 10    3                                 GED Very Good
1054 557633_010     66 12    6                 High school diploma      Poor
1055 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1056 556993_010     52 16    3                     Master's degree Very Good
1057 556038_010     64 15    2                  Associate's degree Very Good
1058 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
1059 555929_010     55 16    0                     Master's degree Very Good
1060 557681_010     65 14    1                   Bachelor's degree      Fair
1061 550685_010     54 16    0                     Master's degree Very Good
1062 552874_020     66 12    4                 High school diploma      Fair
1063 552454_010     64 12    0                                None Very Good
1064 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1065 554409_020     49  6    0                                None Excellent
1066 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
1067 558266_010     56  1    2                 High school diploma      Fair
1068 556549_010     72 12    1                 High school diploma      Fair
1069 558143_020     50 16    1                     Master's degree Excellent
1070 559762_010     54 17    0                     Master's degree      Good
1071 550851_020     47 12    1                                 GED      Good
1072 553743_020     67 12    2                  Associate's degree      Good
1073 550930_010     56 14    1                  Associate's degree      Fair
1074 555156_020     53 16    4                     Master's degree      Fair
1075 555053_020     78  3    3                                None      Fair
1076 554899_020     41 13    5                  Associate's degree      Fair
1077 555891_010     56 11    7                                None      Fair
1078 552734_010     53  9    5                                None      Good
1079 559785_020     56 11    1                                 GED      Fair
1080 550428_010     59 12    1                 High school diploma      Good
1081 554427_010     53 16    2                     Master's degree      Good
1082 554069_020     60 11    2                                None      Fair
1083 559878_010     84 16    0                     Master's degree      Poor
1084 558366_020     53 16    2                     Master's degree      Good
1085 552816_020     67  0    0                                None      Good
1086 550605_010     65 12    0                 High school diploma      Good
1087 557882_010     52  9    0                 High school diploma      Good
1088 550143_010     75 10    0                                None Excellent
1089 551712_010     72  2    0                                None      Fair
1090 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1091 556666_020     47 12    4                 High school diploma      Good
1092 553273_010     54 16    5                     Master's degree      Good
1093 559044_020     60 12    1                 High school diploma      Fair
1094 559315_010     53 14    3                  Associate's degree      Fair
1095 556531_010     58 13    1                   Bachelor's degree      Good
1096 552822_020     52 14    1                  Associate's degree      Fair
1097 555103_010     54 14    8                  Associate's degree      Poor
1098 558174_010     79 16    0                     Master's degree Excellent
1099 552065_010     70 12    0                 High school diploma      Good
1100 559567_020     59 12    3                 High school diploma      Poor
1101 558290_020     52 14    0                     Master's degree Excellent
1102 556921_010     73  5    0                                None      Good
1103 559928_010     53 11    0                                 GED      Good
1104 555349_010     57 12    0                 High school diploma      Good
1105 551878_010     64 14    3                  Associate's degree Very Good
1106 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1107 555354_010     77 12    0                 High school diploma      Good
1108 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
1109 550736_010     82 16    0                  Associate's degree Excellent
1110 557349_020     49  8    0                 High school diploma Very Good
1111 553273_010     54 16    5                     Master's degree      Good
1112 557624_020     56 12    8                 High school diploma      Fair
1113 555115_010     72 14    7                  Associate's degree      Poor
1114 555441_020     60 12    1                                 GED Very Good
1115 557824_010     66 16    0                     Master's degree Excellent
1116 558737_010     70 12    0                                 GED      Fair
1117 557751_010     58 16    1                     Master's degree Very Good
1118 559877_020     46 16    0                     Master's degree Excellent
1119 559603_020     65 13    0                  Associate's degree      Good
1120 550155_010     53 12    1                                 GED Very Good
1121 554026_010     57  9    8                                None      Fair
1122 554413_010     65 10    1                                None      Fair
1123 554789_010     63 17    1                     Master's degree Very Good
1124 550093_020     63 13    1                  Associate's degree      Good
1125 551923_010     53 16    1                     Master's degree Very Good
1126 555286_010     87 14    4                  Associate's degree      Poor
1127 550683_010     53 12    2                                None      Good
1128 555463_020     84  6    0                                None      Poor
1129 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1130 557664_010     80 14    0                  Associate's degree      Good
1131 554213_010     53 16    0                     Master's degree      Good
1132 552681_020     51 12    0                 High school diploma      Good
1133 559586_010     55 16    4                     Master's degree      Good
1134 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1135 556806_010     70 14    0                   Bachelor's degree      Good
1136 551179_020     57  9    3                                None      Good
1137 556606_010     55 11    5                                None      Good
1138 557630_010     52  6    0                                None Very Good
1139 557213_010     65 14    4                  Associate's degree Very Good
1140 559103_010     52 17    4                     Master's degree Excellent
1141 558049_010     68 12    1                 High school diploma      Fair
1142 556424_020     45 12    5                 High school diploma      Fair
1143 556179_010     54 12    2                 High school diploma      Fair
1144 557518_010     58 14    2                  Associate's degree Very Good
1145 551735_020     51 16    1                     Master's degree      Fair
1146 550514_020     51 12    2                 High school diploma      Fair
1147 558602_010     61  6    0                                None      Fair
1148 557557_010     53 14    2                   Bachelor's degree      Good
1149 559963_010     54 17    3                     Master's degree      Good
1150 558390_010     54 16    2                     Master's degree Very Good
1151 553765_010     54 12    8                                 GED      Fair
1152 556135_010     53 12    1                 High school diploma      Fair
1153 558935_010     66 12    0                 High school diploma      Good
1154 557751_010     58 16    1                     Master's degree Very Good
1155 555405_010     53 12    2                 High school diploma Excellent
1156 554318_010     80 11    5                                None      Poor
1157 550943_010     62 10    4                                 GED      Poor
1158 559785_010     56 11    1                 High school diploma      Fair
1159 554717_010     55 16    5                     Master's degree Very Good
1160 550962_020     52 12    1                 High school diploma      Fair
1161 555441_020     54 12    1                 High school diploma Very Good
1162 559445_010     55 12    0                                None      Good
1163 553443_010     67 17    0                     Master's degree      Good
1164 556536_010     53 16    0                     Master's degree      Fair
1165 552548_010     65 14    7                     Master's degree Very Good
1166 559484_020     53 14    1                  Associate's degree Very Good
1167 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1168 558664_010     57 14    1                   Bachelor's degree      Good
1169 557802_010     67 14    1                   Bachelor's degree Very Good
1170 554302_010     73  6    8                                None      Poor
1171 556758_010     53 12    0                                 GED Very Good
1172 559470_020     69 11    1                                 GED      Fair
1173 553432_010     71 13    7                  Associate's degree      Good
1174 555427_010     70 12    0                                 GED      Good
1175 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1176 553738_010     77 16    6                     Master's degree      Fair
1177 557785_010     52 14    3                   Bachelor's degree      Good
1178 555375_010     59 16    0                     Master's degree      Fair
1179 550038_010     53 12    2                 High school diploma      Fair
1180 556018_020     53 16    1                     Master's degree      Fair
1181 551169_010     56 16    3                     Master's degree      Poor
1182 559350_010     54 16    3                     Master's degree      Good
1183 557269_010     58 13    7                  Associate's degree      Good
1184 557699_010     51 12    3                 High school diploma      Fair
1185 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1186 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1187 557538_020     61 12    0                 High school diploma Very Good
1188 558142_010     82  6    2                                None      Good
1189 551748_010     55 16    0                     Master's degree Very Good
1190 555339_010     54 12    1                 High school diploma      Good
1191 554680_010     65 12    1                 High school diploma      Good
1192 551025_020     58 12    1                 High school diploma Very Good
1193 558039_010     63 13    6                  Associate's degree      Fair
1194 555601_010     58 14    1                 High school diploma      Fair
1195 555331_020     46 13    0                 High school diploma Very Good
1196 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1197 559616_010     53  9    0                                None      Fair
1198 559814_010     55 17    0                     Master's degree Very Good
1199 557322_020     66 16    2                     Master's degree Excellent
1200 555176_010     65 13    1                  Associate's degree      Good
1201 557139_010     70 12    3                 High school diploma      Fair
1202 553623_020     64 12    0                                 GED Very Good
1203 557269_010     58 13    7                  Associate's degree      Good
1204 551529_010     82 12    0                 High school diploma      Good
1205 550428_010     57 12    1                 High school diploma      Good
1206 552748_020     64 12    1                 High school diploma Very Good
1207 558693_010     52  6    0                                None      Fair
1208 558039_010     63 13    6                  Associate's degree      Fair
1209 556993_020     46 16    3                     Master's degree Very Good
1210 552482_020     62 12    2                                 GED      Fair
1211 551104_010     55 14    2                  Associate's degree      Fair
1212 554471_010     51 16    4                     Master's degree      Fair
1213 552429_010     65 16    0                     Master's degree      Good
1214 555115_010     72 14    7                  Associate's degree      Poor
1215 554486_020     72 15    0                   Bachelor's degree      Good
1216 553778_020     66 16    0                     Master's degree      Fair
1217 559391_010     90  4    3                                None      Good
1218 555844_010     53 11    1                                None      Fair
1219 553790_020     55 14    0                   Bachelor's degree      Good
1220 550962_010     53 14    1                  Associate's degree      Fair
1221 550817_010     76 15    1                  Associate's degree Very Good
1222 557885_020     62 12    3                 High school diploma      Fair
1223 552822_010     52 13    1                  Associate's degree      Fair
1224 559471_010     59 12    6                 High school diploma      Poor
1225 552490_010     71 12    2                 High school diploma      Good
1226 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
1227 555702_010     60 14    5                   Bachelor's degree      Fair
1228 550362_010     55 12    8                                None      Poor
1229 551335_020     50 12    0                 High school diploma      Good
1230 556149_010     59 13    8                  Associate's degree      Poor
1231 554252_020     48  3    1                                None      Good
1232 559445_010     55 12    0                                None      Good
1233 557226_010     77 14    2                  Associate's degree      Fair
1234 550421_010     75 14    2                   Bachelor's degree      Fair
1235 551686_020     53 16    1                     Master's degree Very Good
1236 552911_010     51 13    4                  Associate's degree Very Good
1237 554591_020     48 17    6                     Master's degree      Good
1238 551863_020     62 16    0                  Associate's degree Very Good
1239 551412_020     56 14    4                 High school diploma      Fair
1240 554717_010     55 16    5                     Master's degree Very Good
1241 553393_010     52 12    7                 High school diploma Very Good
1242 553911_010     80 12    1                 High school diploma      Fair
1243 559963_010     54 16    3                     Master's degree      Fair
1244 550536_010     77 16    0                     Master's degree Very Good
1245 551346_010     57  9    0                                None      Good
1246 557411_020     51 16    3                     Master's degree      Poor
1247 557617_010     65 16    1                     Master's degree      Fair
1248 550320_010     52 16    0                     Master's degree Very Good
1249 550880_010     55 12    0                 High school diploma      Fair
1250 550609_010     55 12    0                  Associate's degree      Good
1251 550272_010     55 16    2                     Master's degree      Good
1252 551843_010     56 12    0                 High school diploma      Good
1253 559471_010     59 12    6                 High school diploma      Poor
1254 552028_020     52 17    5                     Master's degree Very Good
1255 553925_010     82 11    1                                 GED Very Good
1256 550581_020     66  6    7                                None      Fair
1257 553014_020     72 17    1                     Master's degree      Good
1258 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1259 557595_010     69  7    0                                None      Good
1260 554432_020     73 16    2                     Master's degree Very Good
1261 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1262 558286_010     57 11    3                 High school diploma      Fair
1263 555560_010     58 14    1                  Associate's degree Very Good
1264 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1265 550419_010     87 15    1                  Associate's degree      Fair
1266 552892_020     60 14    4                  Associate's degree      Fair
1267 550817_010     76 15    1                  Associate's degree Very Good
1268 557396_010     68 13    5                  Associate's degree      Fair
1269 554365_010     64  0    0                                None      Fair
1270 558552_010     65 12    1                 High school diploma      Fair
1271 555489_020     58 14    1                   Bachelor's degree Very Good
1272 559806_020     54  5    0                                None      Fair
1273 552292_010     57 14    4                   Bachelor's degree      Good
1274 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1275 555341_010     56 16    8                     Master's degree      Poor
1276 555137_010     62 11    1                                 GED Very Good
1277 556471_010     65 12    5                                 GED      Good
1278 558103_010     51 14    1                  Associate's degree      Poor
1279 550445_010     84 17    0                     Master's degree Very Good
1280 558366_010     56 16    2                     Master's degree      Good
1281 554885_010     65 14    2                  Associate's degree      Poor
1282 554506_010     76 16    0                     Master's degree      Good
1283 555962_010     72 12    2                 High school diploma      Poor
1284 556079_010     55 14    7                   Bachelor's degree      Fair
1285 550201_020     40 17    2                     Master's degree Excellent
1286 550233_010     64 12    6                 High school diploma      Good
1287 557642_010     56 16    1                     Master's degree      Good
1288 550218_020     57 17    8                     Master's degree Very Good
1289 554344_020     70 15    1                  Associate's degree      Good
1290 555765_010     54 12    5                                 GED      Fair
1291 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1292 554903_010     62 12    2                                 GED Very Good
1293 558316_010     70 12    0                                 GED      Good
1294 556833_010     54  9    0                                None Excellent
1295 557882_010     52  9    0                 High school diploma      Good
1296 555911_010     51 14    5                   Bachelor's degree      Fair
1297 556513_010     60 10    1                                None      Fair
1298 552693_010     54 16    6                  Associate's degree      Fair
1299 557322_020     69 16    0                     Master's degree      Good
1300 559190_020     54 17    0                     Master's degree      Good
1301 558543_020     64 11    0                 High school diploma Very Good
1302 552646_010     52 14    1                  Associate's degree      Fair
1303 550181_010     55 17    2                     Master's degree      Good
1304 553321_010     62 14    0                  Associate's degree      Poor
1305 552395_010     86  6    0                                None      Good
1306 556345_010     62 13    5                  Associate's degree      Poor
1307 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
1308 555844_010     53 11    1                                None      Fair
1309 557349_020     49  9    0                 High school diploma Very Good
1310 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1311 551143_020     50 11    8                 High school diploma      Fair
1312 555952_010     51 14    5                   Bachelor's degree      Good
1313 558144_010     54 16    4                     Master's degree      Poor
1314 553699_010     63  9    6                                None Very Good
1315 557710_010     87 14    0                  Associate's degree Very Good
1316 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1317 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1318 558837_010     67  4    0                                None      Fair
1319 559839_010     53 16    0                     Master's degree      Good
1320 553761_010     54 15    6                   Bachelor's degree      Poor
1321 558155_010     58 14    0                 High school diploma      Good
1322 558646_010     64 11    2                                None      Good
1323 555073_010     58 16    0                     Master's degree      Good
1324 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1325 553280_010     54  5    0                                None Very Good
1326 553327_010     51 12    5                 High school diploma      Good
1327 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1328 556441_010     59 16    4                     Master's degree      Poor
1329 555780_010     68 12    3                 High school diploma Excellent
1330 554398_010     53  6    0                                None      Good
1331 557792_010     51 16    3                     Master's degree      Good
1332 557152_020     52 17    0                     Master's degree      Good
1333 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
1334 554481_010     63  3    0                 High school diploma Excellent
1335 551279_010     54 12    1                 High school diploma      Good
1336 554438_010     62 16    3                     Master's degree      Fair
1337 552059_010     61 14    0                   Bachelor's degree      Fair
1338 559586_010     55 16    7                     Master's degree      Good
1339 557882_010     52  9    0                 High school diploma      Good
1340 551957_010     51 16    0                     Master's degree Very Good
1341 555603_020     44 13    4                  Associate's degree      Fair
1342 556668_020     78  9    1                                None      Good
1343 553280_020     40  3    7                                None Very Good
1344 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
1345 555073_020     56 17    4                     Master's degree      Good
1346 550698_020     67 14    0                  Associate's degree      Good
1347 558694_020     53 16    3                     Master's degree Very Good
1348 553413_020     64 12    3                 High school diploma      Fair
1349 550015_020     49  9    1                 High school diploma      Good
1350 559932_010     75 17    5                     Master's degree      Fair
1351 551080_010     69 12    1                 High school diploma      Good
1352 556057_010     66 14    0                  Associate's degree      Good
1353 552613_010     51 13    1                  Associate's degree      Good
1354 555071_020     48 12    3                                 GED      Good
1355 556799_020     50 16    2                     Master's degree      Poor
1356 550223_010     55 16    2                     Master's degree Very Good
1357 558693_020     54  6    0                                None      Fair
1358 553881_010     59 13    0                  Associate's degree Very Good
1359 551123_010     74  2    1                                None      Fair
1360 550524_010     69 15    1                   Bachelor's degree      Good
1361 557061_010     53 13    1                  Associate's degree      Good
1362 558849_010     54 14    0                   Bachelor's degree Very Good
1363 551126_010     52 12    0                 High school diploma Excellent
1364 558419_010     67 12    4                 High school diploma      Fair
1365 552963_010     53 12    5                 High school diploma      Good
1366 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1367 550156_020     51 12    5                                None      Good
1368 558120_010     67 16    3                     Master's degree      Good
1369 552837_010     51 13    0                  Associate's degree Excellent
1370 552028_020     52 17    6                     Master's degree Very Good
1371 554880_010     59 12    1                                None      Good
1372 559513_020     65 16    0                     Master's degree      Good
1373 554427_020     49 16    2                     Master's degree Excellent
1374 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
1375 557624_010     55 12    4                 High school diploma      Fair
1376 553060_020     52 14    3                  Associate's degree      Good
1377 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1378 552892_020     60 15    6                  Associate's degree      Fair
1379 558884_010     59 16    2                     Master's degree      Good
1380 550385_010     65 14    0                  Associate's degree Very Good
1381 551191_010     82 13    3                  Associate's degree      Fair
1382 554842_010     69 13    3                  Associate's degree      Good
1383 556090_010     50 12    0                 High school diploma Very Good
1384 552836_020     56 17    0                     Master's degree Very Good
1385 559487_010     74 13    5                  Associate's degree      Fair
1386 550043_010     75 12    0                 High school diploma Very Good
1387 556493_010     59 14    4                  Associate's degree      Fair
1388 554627_010     62 13    3                  Associate's degree      Good
1389 554092_010     74 11    0                 High school diploma      Good
1390 556394_010     57 17    3                  Associate's degree      Good
1391 558103_010     51 14    1                  Associate's degree      Poor
1392 557842_020     51  8    2                                None      Good
1393 556499_010     62 12    4                 High school diploma      Good
1394 556137_010     60 15    1                  Associate's degree      Good
1395 553351_010     53 12    4                 High school diploma      Good
1396 555441_010     54 12    0                                 GED      Fair
1397 554301_020     49 12    0                 High school diploma Very Good
1398 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1399 551150_010     74 16    0                     Master's degree Very Good
1400 555071_020     48 12    3                                 GED      Good
1401 559598_010     57 13    1                  Associate's degree Very Good
1402 558154_010     56 16    5                     Master's degree      Poor
1403 550985_020     54 16    0                     Master's degree Excellent
1404 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1405 552479_020     40 16    0                     Master's degree Excellent
1406 552753_010     53 15    0                  Associate's degree Very Good
1407 558897_010     51 12    4                 High school diploma      Fair
1408 550047_010     54 12    0                 High school diploma Excellent
1409 553793_010     55 14    1                  Associate's degree      Fair
1410 556833_010     54  9    0                                None Excellent
1411 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
1412 555603_020     43 13    4                  Associate's degree      Poor
1413 555788_010     67 16    0                     Master's degree      Good
1414 559227_020     50 16    0                     Master's degree      Poor
1415 552529_020     55 16    1                     Master's degree Very Good
1416 559121_010     56 11    6                                None      Poor
1417 556143_010     58 14    0                   Bachelor's degree Very Good
1418 554238_020     75 14    0                 High school diploma Very Good
1419 550362_010     55 12    8                                 GED      Poor
1420 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1421 554793_010     64 12    1                 High school diploma      Good
1422 550233_010     66 13    1                  Associate's degree      Good
1423 554740_010     58 12    5                 High school diploma      Good
1424 553570_020     40 12    2                 High school diploma      Fair
1425 553166_020     82  7    0                                None      Good
1426 555244_010     60  2    3                                None      Fair
1427 553055_010     63 13    1                  Associate's degree      Fair
1428 557391_010     73 11    2                                None Very Good
1429 556352_010     58 16    0                     Master's degree Excellent
1430 555545_020     60 10    2                                None Very Good
1431 550686_010     58 11    2                 High school diploma      Good
1432 555310_010     76 12    2                                 GED      Fair
1433 555545_010     60 11    1                                None Excellent
1434 556073_010     65 11    5                 High school diploma Very Good
1435 553890_010     54 12    0                 High school diploma Very Good
1436 559315_010     53 14    3                  Associate's degree      Fair
1437 556154_020     54 16    1                     Master's degree Very Good
1438 556873_010     70  6    1                                None Very Good
1439 552633_010     61 12    0                 High school diploma      Good
1440 559893_010     62 11    4                 High school diploma      Fair
1441 555515_010     52 12    1                                 GED      Fair
1442 554548_010     61 14    6                   Bachelor's degree      Poor
1443 550356_010     54 11    7                                 GED      Fair
1444 554724_020     68 12    1                 High school diploma      Good
1445 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
1446 556266_010     57 17    3                  Associate's degree      Fair
1447 553482_010     57 12    6                 High school diploma      Poor
1448 556445_010     58 12    5                 High school diploma      Fair
1449 552917_010     56 17    1                     Master's degree Very Good
1450 558237_010     55 12    5                 High school diploma      Fair
1451 551505_010     74 13    0                  Associate's degree      Good
1452 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1453 557690_010     60  6    2                                None      Poor
1454 553399_010     71 17    0                     Master's degree Very Good
1455 555441_010     54 12    0                 High school diploma      Fair
1456 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
1457 557795_010     82 12    4                 High school diploma      Fair
1458 559964_010     66 17    6                     Master's degree      Fair
1459 558951_020     54 16    5                   Bachelor's degree      Fair
1460 556179_020     45 12    1                 High school diploma      Fair
1461 559346_010     73 12    0                                None      Good
1462 557710_010     87 14    0                  Associate's degree Very Good
1463 551746_010     52 10    1                                None      Good
1464 557126_020     50 14    2                 High school diploma Very Good
1465 553443_020     61 17    5                     Master's degree      Good
1466 554517_010     57 16    0                     Master's degree Excellent
1467 553086_010     67 14    1                   Bachelor's degree Very Good
1468 553826_020     59 14    0                   Bachelor's degree Excellent
1469 551957_020     51 16    1                     Master's degree      Good
1470 555241_010     52 12    7                 High school diploma      Fair
1471 554624_010     91  7    0                                None      Fair
1472 559691_010     50 14    1                  Associate's degree      Good
1473 559839_010     53 17    0                     Master's degree Very Good
1474 557882_010     52  9    0                 High school diploma      Good
1475 558747_010     54 16    7                     Master's degree      Fair
1476 556260_020     57 15    0                   Bachelor's degree Very Good
1477 557141_010     53  9    0                 High school diploma      Fair
1478 557198_010     55 12    1                 High school diploma      Good
1479 556240_020     51 12    3                 High school diploma      Good
1480 551057_010     77  5    0                                None      Fair
1481 551450_010     56 14    0                   Bachelor's degree      Good
1482 556869_010     73 12    4                 High school diploma      Good
1483 556138_010     59 13    6                  Associate's degree      Fair
1484 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1485 550873_010     52 12    3                 High school diploma      Good
1486 554238_020     75 14    1                 High school diploma      Good
1487 552482_010     63 10    2                                None      Fair
1488 559963_010     54 16    3                     Master's degree      Fair
1489 556288_020     74 16    1                     Master's degree Very Good
1490 555336_010     65 12    1                 High school diploma      Good
1491 551450_010     56 17    0                     Master's degree      Good
1492 553435_010     75  2    3                 High school diploma Very Good
1493 551723_010     64  6    1                                None      Good
1494 551238_010     53 14    4                  Associate's degree      Good
1495 557198_010     55 12    1                 High school diploma      Good
1496 551483_010     66  4    1                                None      Fair
1497 559387_010     53 11    1                                 GED      Good
1498 558602_020     63  6    0                                None      Fair
1499 550524_010     69 16    1                     Master's degree      Good
1500 558069_010     67 15    2                   Bachelor's degree      Fair
1501 557754_010     64 12    6                                None      Fair
1502 558266_010     56  3    2                 High school diploma      Fair
1503 556545_010     52 14    0                   Bachelor's degree      Good
1504 558309_010     82 16    5                     Master's degree      Poor
1505 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1506 558693_010     52  6    0                                None      Fair
1507 553248_010     69 14    0                  Associate's degree Very Good
1508 557721_020     53 14    0                  Associate's degree Very Good
1509 557131_020     69 12    0                 High school diploma      Good
1510 550063_010     52 16    2                     Master's degree Very Good
1511 550759_010     69 12    2                 High school diploma      Good
1512 552050_010     57 12    4                 High school diploma      Fair
1513 555216_020     70 11    0                                None      Fair
1514 552812_020     54 16    1                     Master's degree      Good
1515 557842_010     52 12    1                                None      Good
1516 559329_020     45 17    0                     Master's degree      Poor
1517 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1518 556549_010     72 12    1                 High school diploma      Fair
1519 559649_010     60 13    3                   Bachelor's degree      Good
1520 554129_020     90 16    2                     Master's degree      Good
1521 550904_020     47 17    1                     Master's degree Very Good
1522 552949_010     54 12    5                                 GED      Fair
1523 552100_010     63 16    0                     Master's degree Very Good
1524 558837_020     67  4    0                                None      Fair
1525 558082_010     82 12    1                 High school diploma      Good
1526 554250_010     77 17    5                     Master's degree      Good
1527 551110_010     68 11    0                                 GED      Good
1528 557721_020     53 14    0                  Associate's degree Very Good
1529 557407_010     53 13    4                  Associate's degree      Poor
1530 558284_010     81 14    0                  Associate's degree      Good
1531 557253_010     74 12    0                 High school diploma      Good
1532 558991_010     52 17    4                  Associate's degree      Fair
1533 557126_020     50 14    2                 High school diploma Very Good
1534 556509_010     80 12    2                 High school diploma      Good
1535 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1536 559484_020     52 14    1                  Associate's degree Very Good
1537 558004_010     53 12    2                 High school diploma      Good
1538 550904_020     47 17    1                     Master's degree Very Good
1539 551024_010     79 14    1                  Associate's degree      Good
1540 550783_010     84 10    0                                None      Fair
1541 559691_010     50 14    1                  Associate's degree      Good
1542 552745_010     52 14    1                  Associate's degree      Good
1543 557785_020     52 14    3                   Bachelor's degree      Good
1544 559786_020     52  9    1                                None      Poor
1545 558380_010     63 10    0                                None      Fair
1546 554256_020     55 10    2                                 GED      Fair
1547 559470_010     61 11    1                                 GED      Good
1548 557775_010     53 16    3                     Master's degree Very Good
1549 559762_010     54 17    0                     Master's degree Very Good
1550 553267_010     71  9    0                 High school diploma Very Good
1551 552156_010     65 13    0                  Associate's degree Very Good
1552 551286_020     67  8    2                                None      Fair
1553 558927_010     54 14    1                   Bachelor's degree Excellent
1554 557003_010     56 16    3                     Master's degree Very Good
1555 557385_020     64 14    1                  Associate's degree      Good
1556 555911_010     51 14    5                   Bachelor's degree      Fair
1557 558541_010     69 13    2                  Associate's degree      Good
1558 557461_020     51 16    3                     Master's degree      Good
1559 552048_010     79 13    7                  Associate's degree      Fair
1560 557223_010     70 14    1                  Associate's degree      Fair
1561 557034_010     68  7    0                                None      Fair
1562 550794_020     55 15    0                 High school diploma      Good
1563 552872_020     64 17    0                     Master's degree Excellent
1564 556654_010     51 14    1                   Bachelor's degree Very Good
1565 551761_010     68 12    1                 High school diploma Excellent
1566 553948_020     66 16    1                 High school diploma      Good
1567 552690_010     60 12    4                 High school diploma      Fair
1568 554939_010     59 12    1                 High school diploma      Fair
1569 557425_010     54 12    0                 High school diploma Very Good
1570 553393_010     52 12    5                 High school diploma Very Good
1571 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1572 551305_010     54 12    0                 High school diploma Very Good
1573 558826_010     73 14    1                   Bachelor's degree      Good
1574 552025_010     51 16    2                     Master's degree      Fair
1575 554195_010     60 16    0                     Master's degree Very Good
1576 559806_010     64  3    1                                None      Fair
1577 551564_010     54 12    2                                 GED      Fair
1578 554069_020     60 11    2                                None      Fair
1579 551767_010     53 14    3                  Associate's degree Excellent
1580 556484_010     57 15    0                   Bachelor's degree Very Good
1581 556367_010     55 12    1                 High school diploma Excellent
1582 556141_020     74 14    2                  Associate's degree      Fair
1583 553715_010     61 12    2                 High school diploma      Fair
1584 551261_010     54 15    0                  Associate's degree Very Good
1585 555872_010     56 14    0                   Bachelor's degree Very Good
1586 555473_010     64 11    3                                None      Fair
1587 552548_010     65 14    5                     Master's degree Very Good
1588 551057_010     77  9    0                                None      Fair
1589 554427_020     49 16    2                     Master's degree Excellent
1590 557386_010     88  2    1                                None      Fair
1591 559512_010    100 14    2                  Associate's degree      Good
1592 550822_010     54 13    1                  Associate's degree      Fair
1593 554831_010     70 12    1                 High school diploma      Good
1594 558926_010     56 12    0                 High school diploma Very Good
1595 559512_010     96 14    2                  Associate's degree      Good
1596 550278_010     68 15    1                   Bachelor's degree      Good
1597 556545_010     52 14    0                   Bachelor's degree      Good
1598 553206_010     54 14    0                  Associate's degree      Fair
1599 559704_010     60 15    1                   Bachelor's degree Excellent
1600 557721_020     53 14    0                  Associate's degree Very Good
1601 553393_010     52 12    5                 High school diploma Very Good
1602 553826_020     58 14    0                  Associate's degree Excellent
1603 550295_010     52  6    3                                None      Fair
1604 551026_010     78 12    0                 High school diploma      Good
1605 556114_010     52 16    0                     Master's degree Very Good
1606 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
1607 557876_010     72 12    0                                 GED      Good
1608 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1609 557721_010     53 14    0                  Associate's degree Excellent
1610 558131_010     55 12    1                 High school diploma      Fair
1611 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1612 557093_010     62 11    0                                None      Fair
1613 558266_010     56  0    2                 High school diploma      Fair
1614 554917_010     66 14    1                  Associate's degree Excellent
1615 558131_020     56 16    1                     Master's degree      Good
1616 555245_010     52 12    1                 High school diploma      Good
1617 557773_010     56 15    3                  Associate's degree Very Good
1618 557038_010     68 14    0                  Associate's degree      Good
1619 551087_010     58 12    0                 High school diploma      Good
1620 555050_010     53 14    0                   Bachelor's degree      Good
1621 550845_010     53 16    5                     Master's degree      Good
1622 553327_010     51 12    5                 High school diploma      Good
1623 555053_010     81  1    1                                None      Good
1624 552053_010     57 15    2                  Associate's degree      Good
1625 552812_020     54 16    0                     Master's degree Very Good
1626 557030_010     82 16    2                     Master's degree      Poor
1627 557673_010     64 13    4                  Associate's degree      Good
1628 551225_010     55  6    2                                None      Fair
1629 550143_010     76 10    0                                None Excellent
1630 554354_010     60 13    0                  Associate's degree      Good
1631 557073_020     65  6    0                                None      Fair
1632 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1633 557223_010     73 14    1                  Associate's degree      Fair
1634 558809_010     55 16    1                     Master's degree      Poor
1635 554578_020     54 13    0                     Master's degree Very Good
1636 554578_010     55 13    1                   Bachelor's degree      Good
1637 551783_010     65 12    2                 High school diploma Very Good
1638 550317_010     51 13    0                  Associate's degree Very Good
1639 559586_010     55 16    4                     Master's degree      Good
1640 556668_020     74 13    1                  Associate's degree      Good
1641 552776_010     53 12    4                 High school diploma      Good
1642 559579_020     51 17    1                     Master's degree Very Good
1643 550105_010     71 13    1                  Associate's degree      Good
1644 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1645 558974_010     55 13    2                  Associate's degree      Good
1646 555780_010     68 12    4                 High school diploma      Good
1647 555053_020     77  1    3                                None      Fair
1648 550356_010     54 11    7                                 GED      Fair
1649 550164_020     65 17    0                     Master's degree Very Good
1650 559660_010     62 11    1                                None      Fair
1651 559477_020     36 16    0                     Master's degree      Fair
1652 553121_010     56 16    0                     Master's degree      Good
1653 557924_010     54 14    3                   Bachelor's degree      Good
1654 554146_010     62 13    3                  Associate's degree Excellent
1655 554121_010     58 16    0                     Master's degree Very Good
1656 556475_010     71 15    1                  Associate's degree      Good
1657 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1658 559758_010     67 13    1                  Associate's degree      Fair
1659 550240_020     70 12    4                 High school diploma      Fair
1660 556698_010     55 16    2                     Master's degree Very Good
1661 553262_010     52 12    5                 High school diploma      Good
1662 557680_010     67 12    0                 High school diploma Excellent
1663 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
1664 557063_020     52 12    7                 High school diploma      Fair
1665 551207_010     53 12    6                                 GED      Good
1666 558859_010     54 14    3                   Bachelor's degree Very Good
1667 550228_010     64 12    2                 High school diploma      Good
1668 554069_010     67 13    1                 High school diploma      Good
1669 557842_010     52 14    1                  Associate's degree      Good
1670 554255_010     56  6    0                                None      Good
1671 555891_020     55 10    6                                None      Fair
1672 559806_020     50  2    0                                None      Fair
1673 555171_010     79  7    1                                None Very Good
1674 556533_020     41 12    1                 High school diploma      Good
1675 558185_010     55 14    8                   Bachelor's degree      Fair
1676 557152_010     54 16    0                     Master's degree      Good
1677 556857_010     51 12    2                 High school diploma Very Good
1678 559912_020     56 16    0                     Master's degree Very Good
1679 554363_010     56 11    1                                None      Good
1680 558693_020     53  6    0                                None      Fair
1681 559752_010     69 16    0                     Master's degree      Good
1682 552906_010     51 12    2                 High school diploma      Good
1683 559186_020     47  3    0                                 GED Very Good
1684 553623_010     59 13    2                 High school diploma Very Good
1685 555853_010     72  0    6                                None      Fair
1686 551957_020     51 16    1                     Master's degree      Good
1687 554517_010     57 16    0                     Master's degree Excellent
1688 554832_010     61 13    2                     Master's degree      Good
1689 555053_010     84  1    1                                None      Good
1690 553180_010     87  0    6                                None      Good
1691 557510_020     47 12    0                 High school diploma Excellent
1692 554075_010     64 11    0                 High school diploma      Good
1693 559814_010     55 15    0                  Associate's degree      Good
1694 556976_020     47 12    0                                None      Good
1695 553738_010     77 16    6                     Master's degree      Fair
1696 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1697 559653_010     68 14    0                   Bachelor's degree Excellent
1698 559921_010     53 16    2                  Associate's degree      Poor
1699 557667_010     55 14    8                   Bachelor's degree      Poor
1700 551080_020     69 12    1                 High school diploma      Good
1701 556224_010     67 15    0                  Associate's degree      Good
1702 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1703 554789_010     65 16    3                     Master's degree      Good
1704 550964_020     56 12    3                 High school diploma Very Good
1705 554724_020     68 12    0                 High school diploma      Good
1706 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1707 554445_010     74 14    1                   Bachelor's degree      Good
1708 558015_010     64 13    2                  Associate's degree      Good
1709 557470_020     56 16    0                     Master's degree      Good
1710 559369_010     69 15    0                   Bachelor's degree      Good
1711 556144_020     63 16    0                  Associate's degree Very Good
1712 553921_010     92 12    1                 High school diploma      Poor
1713 550385_010     64 11    0                 High school diploma Very Good
1714 552779_010     91 14    4                   Bachelor's degree      Poor
1715 554392_010     65 14    1                  Associate's degree      Good
1716 557885_020     54 12    2                 High school diploma      Fair
1717 557349_020     49  6    0                 High school diploma Very Good
1718 559470_010     65 14    1                   Bachelor's degree      Good
1719 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1720 551214_010     66  0    3                                None      Fair
1721 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1722 555706_020     54 13    2                  Associate's degree      Fair
1723 550295_010     52  6    2                                None      Fair
1724 550967_020     63 14    2                 High school diploma      Good
1725 550962_010     53 14    1                  Associate's degree      Fair
1726 559144_010     84 10    2                                None      Good
1727 558974_010     55 13    2                  Associate's degree      Good
1728 559223_020     49 13    4                  Associate's degree      Fair
1729 552811_020     60 17    0                     Master's degree Excellent
1730 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1731 556402_010     52 13    1                  Associate's degree Very Good
1732 550291_010     54  9    1                                None      Good
1733 550043_010     75 12    0                 High school diploma Very Good
1734 554228_020     69 12    7                                None      Fair
1735 553325_010     70 13    1                  Associate's degree      Good
1736 551686_010     54 16    2                     Master's degree      Poor
1737 559649_010     60 13    3                   Bachelor's degree      Good
1738 552301_010     77 13    0                  Associate's degree Excellent
1739 558109_010     57 16    1                     Master's degree      Good
1740 554899_010     51 14    2                  Associate's degree      Fair
1741 550015_020     49 11    0                 High school diploma      Good
1742 550985_020     54 16    0                     Master's degree Excellent
1743 558936_010     63 11    5                 High school diploma      Fair
1744 551132_020     56 16    1                     Master's degree Very Good
1745 554369_010     65 10    4                                None      Fair
1746 559343_010     55 16    1                     Master's degree Excellent
1747 553793_010     55 14    1                  Associate's degree      Fair
1748 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1749 557433_010     65 12    3                                 GED      Good
1750 555260_010     77 17    0                     Master's degree      Fair
1751 554494_020     51 12    1                 High school diploma      Poor
1752 558739_010     52 17    1                     Master's degree      Good
1753 554875_020     50 12    1                 High school diploma Very Good
1754 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1755 553994_020     51  5    8                                None      Poor
1756 556851_010     55 17    7                     Master's degree      Fair
1757 550185_020     50 16    1                     Master's degree Excellent
1758 555338_010     74  0    0                                None      Fair
1759 551286_020     67  4    2                                None      Fair
1760 555351_010     53 14    1                  Associate's degree Excellent
1761 559011_010     54 13    3                  Associate's degree      Fair
1762 551085_010     55 12    1                 High school diploma Excellent
1763 552629_010     78  6    2                                None      Fair
1764 554463_010     56 11    5                                 GED      Fair
1765 551026_010     78 12    0                 High school diploma      Good
1766 556943_020     54 12    1                 High school diploma      Good
1767 558646_010     64 11    2                                None      Good
1768 556827_010     69 11    3                                None      Fair
1769 550964_010     53 12    1                 High school diploma Very Good
1770 552053_010     57 15    2                  Associate's degree      Good
1771 559839_020     45 13    0                  Associate's degree      Fair
1772 550015_010     56 12    2                 High school diploma Very Good
1773 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1774 553935_010     69 17    1                     Master's degree Very Good
1775 553995_010     62 12    0                 High school diploma      Poor
1776 557795_010     82 12    4                 High school diploma      Fair
1777 556779_020     51 13    0                   Bachelor's degree      Good
1778 550522_010     56  9    1                                None      Fair
1779 555441_010     54 12    0                 High school diploma      Fair
1780 551737_020     51 16    1                   Bachelor's degree Excellent
1781 558652_020     50 15    1                  Associate's degree      Good
1782 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1783 559300_010     56 16    0                     Master's degree Very Good
1784 557908_010     56 14    0                  Associate's degree      Good
1785 557784_010     54 13    4                  Associate's degree      Fair
1786 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1787 556936_010     62 16    0                     Master's degree      Good
1788 557559_020     67 17    0                     Master's degree      Good
1789 559440_010     55 12    7                 High school diploma      Good
1790 551228_010     57 12    6                                None      Fair
1791 552383_010     70 11    2                                None      Good
1792 559132_010     59 14    0                   Bachelor's degree Very Good
1793 554655_010     53 12    8                 High school diploma      Fair
1794 551686_020     53 15    0                  Associate's degree Very Good
1795 556586_010     69 16    2                     Master's degree      Good
1796 557571_010     68 12    2                 High school diploma Very Good
1797 559593_010     51 16    0                  Associate's degree      Fair
1798 559653_010     64 16    0                     Master's degree Excellent
1799 559199_020     46  8    7                                None      Good
1800 558938_010     53 15    3                   Bachelor's degree Very Good
1801 551108_020     51 14    5                     Master's degree      Good
1802 555071_010     51 12    3                                 GED      Good
1803 557647_010     53 12    2                 High school diploma      Poor
1804 555925_010     70 16    0                     Master's degree Very Good
1805 553826_010     60 14    0                  Associate's degree Excellent
1806 551735_010     51 16    1                     Master's degree      Good
1807 553522_010     56 14    1                   Bachelor's degree      Fair
1808 556976_010     52 14    0                   Bachelor's degree      Good
1809 559272_010     51 13    0                  Associate's degree      Good
1810 552332_020     64 12    2                                 GED      Fair
1811 555331_020     46 16    0                     Master's degree Very Good
1812 557617_010     65 16    1                     Master's degree      Fair
1813 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1814 556390_010     52 15    0                  Associate's degree      Good
1815 555944_010     57 11    0                                None Very Good
1816 553139_020     52 17    2                     Master's degree Excellent
1817 556456_010     52 14    1                   Bachelor's degree Excellent
1818 552177_010     54 16    0                     Master's degree Excellent
1819 552646_010     52 14    1                  Associate's degree      Fair
1820 550181_010     55 17    2                     Master's degree      Good
1821 553413_010     64  6    2                                None      Fair
1822 551080_010     69 12    1                 High school diploma      Good
1823 550100_010     53 12    1                                None Very Good
1824 552448_010     75  0    1                                None Very Good
1825 557063_020     52 12    7                 High school diploma      Fair
1826 555716_020     56 12    5                 High school diploma Very Good
1827 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1828 556413_020     55 12    1                 High school diploma      Good
1829 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1830 559346_010     75 12    1                                None      Good
1831 555022_010     52 17    0                     Master's degree      Fair
1832 556646_020     60 15    0                  Associate's degree Very Good
1833 554591_020     48 17    6                     Master's degree      Good
1834 550822_020     55 12    1                                None      Fair
1835 558671_020     78 13    2                     Master's degree      Fair
1836 552748_010     63 16    5                     Master's degree      Good
1837 553641_010     52 12    1                 High school diploma      Good
1838 554463_010     56 11    5                                 GED      Fair
1839 551628_010     59 11    0                 High school diploma Very Good
1840 557375_010     51  6    1                                None      Fair
1841 555338_020     82  1    0                                None      Fair
1842 557940_010     56 12    8                 High school diploma      Fair
1843 555297_020     54 16    0                     Master's degree Excellent
1844 557353_010     67 14    0                  Associate's degree Excellent
1845 553998_010     53 13    0                  Associate's degree      Poor
1846 559001_010     69 12    4                 High school diploma      Poor
1847 554420_010     85 13    1                  Associate's degree      Good
1848 555706_020     54 12    2                 High school diploma      Fair
1849 556484_010     57 15    0                   Bachelor's degree Very Good
1850 556038_010     64 15    2                  Associate's degree Very Good
1851 559029_020     50 16    0                     Master's degree      Good
1852 550233_020     64 12    1                 High school diploma      Fair
1853 550375_010     63 12    6                 High school diploma      Good
1854 550583_010     54 14    3                   Bachelor's degree      Fair
1855 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1856 557855_010     59 14    6                  Associate's degree      Good
1857 550147_010     59 12    0                 High school diploma      Fair
1858 550581_020     62  7    1                                None Very Good
1859 554445_010     73 14    1                   Bachelor's degree      Good
1860 559472_010     89 13    0                   Bachelor's degree      Good
1861 555663_010     56  6    1                                None      Fair
1862 555216_010     71 14    6                  Associate's degree      Good
1863 552454_010     59 13    0                  Associate's degree Very Good
1864 552633_010     61 12    0                 High school diploma      Good
1865 553564_020     46 10    0                                None      Fair
1866 557510_010     58 14    1                  Associate's degree      Good
1867 558330_020     68 14    0                   Bachelor's degree      Good
1868 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
1869 557456_020     65  6    4                                None      Good
1870 557699_010     51 12    3                 High school diploma      Fair
1871 551310_010     66 14    4                  Associate's degree      Fair
1872 556073_010     65 11    5                 High school diploma Very Good
1873 556141_020     71 14    2                  Associate's degree      Fair
1874 553775_020     45  6    0                                None      Fair
1875 551762_010     52 12    2                 High school diploma      Good
1876 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1877 558174_020     78 16    0                     Master's degree Excellent
1878 559660_010     62 11    1                                None      Fair
1879 558281_010     91  4    2                                None      Fair
1880 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1881 551140_010     67 12    2                 High school diploma Very Good
1882 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1883 556484_010     57 15    0                   Bachelor's degree Very Good
1884 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1885 559660_010     62 11    1                                None      Fair
1886 559346_020     76  9    1                                None      Good
1887 551761_020     63 12    0                 High school diploma Very Good
1888 557102_010     53 12    2                                 GED      Good
1889 550535_010     55 12    0                                None      Fair
1890 559909_010     54 13    4                  Associate's degree      Good
1891 555607_010     63 10    0                 High school diploma Excellent
1892 554630_010     68 14    1                   Bachelor's degree      Good
1893 559269_020     51 12    6                 High school diploma      Fair
1894 551517_010     55 12    1                 High school diploma      Good
1895 556089_020     59 12    0                 High school diploma      Poor
1896 558216_010     53 13    2                   Bachelor's degree      Good
1897 552482_020     69 12    1                                 GED      Fair
1898 553768_010     79 16    5                     Master's degree      Fair
1899 551337_020     74 14    1                  Associate's degree      Fair
1900 556350_010     53  9    5                                None      Fair
1901 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1902 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1903 558446_010     54  9    3                                None      Fair
1904 557802_010     67 14    1                   Bachelor's degree Very Good
1905 553030_010     52 12    1                 High school diploma      Fair
1906 555395_020     56 15    0                   Bachelor's degree Very Good
1907 555053_020     74  3    3                                None      Fair
1908 555258_010     54 14    5                   Bachelor's degree      Good
1909 557617_020     64 16    0                     Master's degree Excellent
1910 554603_010     52 15    8                  Associate's degree Excellent
1911 557791_010     51 16    3                     Master's degree      Fair
1912 552332_010     60 12    2                 High school diploma      Fair
1913 550653_010     81  6    6                                None      Fair
1914 555050_010     53 14    0                   Bachelor's degree      Good
1915 550626_010     66 13    1                  Associate's degree      Fair
1916 556384_010     66  3    7                                None      Fair
1917 557351_010     69 10    5                                None      Fair
1918 559877_020     46 16    0                     Master's degree Excellent
1919 554369_010     65 10    4                                None      Fair
1920 559842_010     52 14    1                  Associate's degree      Fair
1921 555578_010     66 12    0                 High school diploma      Good
1922 550830_010     56 16    0                  Associate's degree      Good
1923 557751_010     58 16    1                     Master's degree Very Good
1924 551547_010     68 13    2                  Associate's degree      Good
1925 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
1926 555192_010     87 13    0                  Associate's degree      Good
1927 554845_020     67 14    0                  Associate's degree Very Good
1928 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1929 558765_010     62 12    3                 High school diploma Very Good
1930 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1931 553262_010     52 12    5                 High school diploma      Good
1932 557788_010     77  6    1                                None      Fair
1933 556758_010     53 12    0                                 GED Very Good
1934 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1935 557417_010     67  3    1                                None      Fair
1936 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1937 557518_010     58 14    2                  Associate's degree Very Good
1938 558062_010     59 12    2                 High school diploma      Fair
1939 554717_010     55 16    5                     Master's degree Very Good
1940 558055_010     78 12    1                 High school diploma      Fair
1941 554789_020     68 16    3                     Master's degree      Good
1942 556921_010     73  5    0                                None      Good
1943 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1944 550685_010     55 16    0                     Master's degree Very Good
1945 555232_010     73 16    1                 High school diploma      Fair
1946 551645_010     76 13    0                  Associate's degree Very Good
1947 557538_020     55 12    0                 High school diploma Very Good
1948 553778_010     65 16    2                     Master's degree Very Good
1949 557223_020     64 11    1                                None      Good
1950 552490_010     73 12    2                 High school diploma      Good
1951 550862_020     63 10    1                                None      Good
1952 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1953 557131_010     64 13    7                  Associate's degree      Good
1954 559300_010     56 16    0                     Master's degree Very Good
1955 550270_010     52 12    6                 High school diploma      Fair
1956 559565_010     74 12    0                 High school diploma      Fair
1957 550851_020     47 12    1                                 GED      Fair
1958 551372_010     56 12    1                                 GED      Fair
1959 554951_010     54 13    0                  Associate's degree Very Good
1960 550404_010     57 11    2                                None      Good
1961 558313_010     64 16    0                     Master's degree Very Good
1962 553994_010     51  9    8                                None      Poor
1963 554789_020     69 16    3                     Master's degree      Good
1964 557557_010     53 14    2                   Bachelor's degree      Good
1965 551973_010     56 12    2                 High school diploma      Fair
1966 550524_010     74 16    1                     Master's degree      Good
1967 554488_020     55 14    0                   Bachelor's degree Very Good
1968 553970_020     45 16    0                     Master's degree      Good
1969 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1970 557723_010     61 13    5                  Associate's degree      Fair
1971 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1972 559470_020     66 11    1                                 GED      Poor
1973 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1974 551878_020     54 11    3                                 GED      Good
1975 558321_010     52 16    2                     Master's degree Very Good
1976 551346_010     59  4    0                                None      Good
1977 554789_010     63 17    1                     Master's degree Very Good
1978 555171_010     79  7    1                                None Very Good
1979 552529_020     55 17    1                     Master's degree Very Good
1980 555138_010     54 15    0                     Master's degree Excellent
1981 551808_010     74 10    0                                None Very Good
1982 557125_010     58 10    7                                None      Poor
1983 551228_010     57 12    6                                None      Fair
1984 551030_010     54 11    7                 High school diploma      Fair
1985 554764_010     58 17    1                     Master's degree      Good
1986 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1987 552499_010     74  6    2                                None      Fair
1988 550310_010     67 16    3                     Master's degree      Fair
1989 559622_010     97 13    0                  Associate's degree      Good
1990 556223_020     65 16    1                     Master's degree      Fair
1991 559133_010     81 12    0                 High school diploma Very Good
1992 553721_010     55 12    1                 High school diploma      Good
1993 559343_010     55 16    1                     Master's degree Excellent
1994 556077_020     63 13    1                  Associate's degree      Fair
1995 558158_010     57 13    0                  Associate's degree      Good
1996 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1997 557226_010     77 14    2                  Associate's degree      Fair
1998 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1999 553771_010     54 12    6                 High school diploma      Poor
2000 557025_020     62 17    0                     Master's degree      Fair
2001 559741_010     62 11    1                                None      Good
2002 554686_010     54 17    1                     Master's degree Very Good
2003 559646_010     53 14    5                  Associate's degree      Poor
2004 557476_010     52 15    1                  Associate's degree      Good
2005 552554_020     48 16    0                     Master's degree Very Good
2006 555262_020     54 17    0                     Master's degree      Good
2007 559121_010     56 11    6                                None      Poor
2008 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2009 557721_010     53 14    0                  Associate's degree Excellent
2010 556111_010     55 16    2                     Master's degree Very Good
2011 556985_010     53 15    0                  Associate's degree Very Good
2012 556008_020     47 11    1                                None      Good
2013 553623_020     59 14    0                 High school diploma Very Good
2014 553211_010     73 16    0                     Master's degree Very Good
2015 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
2016 552163_010     67 12    0                 High school diploma      Good
2017 558366_010     56 16    2                     Master's degree      Good
2018 556720_020     84 11    0                                None      Good
2019 552383_010     70 11    2                                None      Good
2020 557351_010     69 10    4                                 GED      Fair
2021 554717_010     55 16    7                     Master's degree Very Good
2022 558355_010     69 11    2                                None      Fair
2023 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2024 556758_010     53 12    0                                 GED Very Good
2025 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
2026 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2027 552908_010     54 13    0                     Master's degree      Good
2028 559984_010     75  6    0                                None      Fair
2029 559190_010     56 16    0                     Master's degree Excellent
2030 557642_010     56 16    1                     Master's degree      Good
2031 557034_010     68  7    0                                None      Fair
2032 552693_010     55 16    6                  Associate's degree      Fair
2033 558004_020     55 12    1                 High school diploma      Good
2034 551140_010     67 12    2                 High school diploma Very Good
2035 555946_010     64 12    0                 High school diploma Very Good
2036 558935_010     66 12    0                 High school diploma      Good
2037 553948_010     65 11    5                                None      Fair
2038 551664_010     74 16    0                     Master's degree      Good
2039 552745_020     52 16    0                     Master's degree      Good
2040 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
2041 555087_010     51 12    1                 High school diploma      Good
2042 558568_020     71 12    0                 High school diploma      Good
2043 554490_010     57 16    1                     Master's degree      Fair
2044 553611_010     76 10    0                                None Very Good
2045 552919_010     57 12    1                 High school diploma Very Good
2046 559069_020     57 16    1                     Master's degree      Good
2047 554845_010     67 14    0                  Associate's degree      Fair
2048 559220_010     52 13    2                  Associate's degree Excellent
2049 554171_020     57  7    1                 High school diploma Very Good
2050 553448_010     61 11    3                                None      Fair
2051 551553_010     67 12    2                 High school diploma      Good
2052 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2053 550310_010     67 16    3                     Master's degree      Fair
2054 551651_010     53 12    0                 High school diploma Very Good
2055 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2056 555922_010     75  9    0                                None      Fair
2057 554117_020     52 16    2                     Master's degree Excellent
2058 550985_020     54 16    0                     Master's degree Excellent
2059 554630_010     68 14    1                   Bachelor's degree      Good
2060 550119_010     75 12    2                 High school diploma      Fair
2061 555929_010     55 16    0                     Master's degree Very Good
2062 556291_010     58 16    1                     Master's degree Excellent
2063 557977_020     51  9    0                 High school diploma Excellent
2064 553768_010     79 15    5                   Bachelor's degree      Fair
2065 553206_010     54 14    0                  Associate's degree      Fair
2066 554344_010     71 13    0                  Associate's degree      Good
2067 559839_020     45 13    0                  Associate's degree Very Good
2068 557014_010     68 12    0                 High school diploma Very Good
2069 556402_010     52 13    1                  Associate's degree Very Good
2070 554690_010     54 15    2                     Master's degree Very Good
2071 552811_020     61 17    0                     Master's degree Excellent
2072 551723_020     66  6    1                                None      Poor
2073 559270_020     48 12    0                 High school diploma Excellent
2074 551553_020     70 12    2                 High school diploma      Good
2075 559617_020     55 16    0                     Master's degree      Good
2076 554238_020     76 17    0                     Master's degree Very Good
2077 553832_010     72 13    1                  Associate's degree      Poor
2078 550315_010     52 16    0                     Master's degree Very Good
2079 550583_010     54 14    3                   Bachelor's degree      Fair
2080 551140_010     67 12    2                 High school diploma Very Good
2081 550237_010     53 16    1                     Master's degree      Fair
2082 558602_020     63  6    0                                None      Fair
2083 554953_010     53  6    0                                None Excellent
2084 555262_010     52 16    1                     Master's degree Excellent
2085 553338_010     71 13    1                  Associate's degree      Good
2086 558087_010     54 11    3                                None      Fair
2087 556997_010     66 14    0                  Associate's degree      Good
2088 550747_010     53 13    5                  Associate's degree      Poor
2089 557011_010     83 16    2                     Master's degree Very Good
2090 553043_010     73 12    2                 High school diploma      Fair
2091 552786_010     59 12    4                 High school diploma      Good
2092 559129_010     58 12    6                 High school diploma      Fair
2093 550859_010     56 15    0                  Associate's degree      Fair
2094 556536_010     53 16    0                     Master's degree      Fair
2095 557924_010     54 14    4                   Bachelor's degree      Good
2096 555978_010     62 12    2                 High school diploma      Good
2097 557451_020     41  3    1                                None      Fair
2098 551602_010     71  0    0                                None      Fair
2099 553970_020     45 16    0                     Master's degree      Good
2100 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2101 559986_010     54 16    1                   Bachelor's degree Very Good
2102 552414_020     50 16    0                     Master's degree      Good
2103 553532_010     58 12    0                 High school diploma      Fair
2104 559598_020     57 13    1                  Associate's degree Very Good
2105 552656_010     54 16    0                     Master's degree      Good
2106 557930_020     68 14    0                 High school diploma Very Good
2107 553400_010     63 12    4                 High school diploma      Poor
2108 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2109 553582_010     49 14    2                   Bachelor's degree      Fair
2110 558446_010     54  9    3                                None      Fair
2111 552861_010     77 12    0                 High school diploma      Fair
2112 559315_010     53 14    3                  Associate's degree      Fair
2113 554840_010     55 16    3                     Master's degree      Fair
2114 555736_010     51 14    0                   Bachelor's degree Excellent
2115 556138_010     59 13    6                  Associate's degree      Fair
2116 553913_010     79 12    0                                 GED      Fair
2117 558985_010     54 13    7                   Bachelor's degree      Fair
2118 554413_010     65 10    1                                None      Fair
2119 550100_020     51 10    2                                None      Fair
2120 555441_010     54 12    0                 High school diploma      Fair
2121 550401_010     53 15    0                   Bachelor's degree      Good
2122 551892_010     52 17    3                     Master's degree      Good
2123 551104_020     49 16    2                     Master's degree      Poor
2124 558131_020     56 14    1                 High school diploma      Good
2125 550904_010     53 17    3                     Master's degree Very Good
2126 556266_020     50 11    2                                None      Fair
2127 556635_010     68 12    3                 High school diploma Very Good
2128 555697_020     54 12    6                                None      Fair
2129 551279_010     54 12    1                 High school diploma      Good
2130 550015_020     49  9    1                 High school diploma      Good
2131 556445_010     58 12    5                 High school diploma      Fair
2132 558764_010     56 14    2                   Bachelor's degree      Fair
2133 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2134 556181_010     70 16    1                     Master's degree      Good
2135 553765_020     51 14    6                  Associate's degree      Fair
2136 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2137 550233_020     64 12    1                 High school diploma      Fair
2138 553935_010     69 17    1                     Master's degree Very Good
2139 552681_020     51 12    2                 High school diploma Very Good
2140 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2141 552323_010     70  5    3                                None      Fair
2142 552156_020     62 13    0                  Associate's degree Very Good
2143 557932_020     53 15    1                  Associate's degree      Good
2144 555134_020     55 12    1                 High school diploma      Fair
2145 552911_010     51 13    4                  Associate's degree Very Good
2146 559416_020     56 12    5                                 GED Excellent
2147 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2148 558962_010     55 16    0                     Master's degree      Good
2149 559083_010     69 12    1                 High school diploma      Fair
2150 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2151 557088_010     71  9    2                                None      Good
2152 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2153 550384_010     60 10    6                                None      Poor
2154 557347_020     55  9    1                                None Very Good
2155 559878_010     83 16    0                     Master's degree      Poor
2156 557775_010     53 16    3                     Master's degree Very Good
2157 550514_020     50 13    3                  Associate's degree      Fair
2158 559456_010     76 13    3                  Associate's degree      Fair
2159 551396_010     62 17    1                     Master's degree Very Good
2160 556148_020     76 12    0                 High school diploma      Good
2161 550661_010     54  7    7                                None      Poor
2162 551292_010     56  9    3                                None      Poor
2163 556698_010     55 12    2                                None Very Good
2164 551564_010     54 12    2                                 GED      Fair
2165 550962_010     53 14    1                  Associate's degree      Fair
2166 552965_010     57 17    0                     Master's degree      Good
2167 551238_010     53 14    4                  Associate's degree      Good
2168 550783_010     84 10    0                                None      Fair
2169 550238_010     64 13    2                  Associate's degree Very Good
2170 558951_020     54 16    5                   Bachelor's degree      Fair
2171 555915_020     54 12    1                 High school diploma Very Good
2172 550904_020     47 17    1                     Master's degree Very Good
2173 558001_010     53 11    1                                 GED Very Good
2174 557326_010     71 12    7                                 GED      Poor
2175 554601_010     51  6    2                                None      Poor
2176 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2177 555217_010     53 16    4                     Master's degree      Poor
2178 555706_020     54 12    2                 High school diploma      Fair
2179 557433_010     65 12    3                                 GED      Good
2180 551557_010     53 13    1                  Associate's degree      Good
2181 552156_020     62 13    0                  Associate's degree      Good
2182 558155_010     58 12    0                 High school diploma      Good
2183 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2184 558158_010     57 13    0                  Associate's degree      Good
2185 559766_010     67 15    1                  Associate's degree      Good
2186 556936_010     62 16    0                     Master's degree      Good
2187 552188_010     53 16    0                     Master's degree Very Good
2188 557011_010     83 16    2                     Master's degree Very Good
2189 552567_010     58 16    1                  Associate's degree      Good
2190 559893_010     62 11    4                                 GED      Fair
2191 559404_010     72 13    1                  Associate's degree Excellent
2192 552777_010     76  2    0                                None      Good
2193 550315_010     52 16    0                     Master's degree Very Good
2194 556758_010     53 12    0                                 GED Very Good
2195 558271_020     53 16    0                     Master's degree Very Good
2196 555103_010     54 14    8                  Associate's degree      Poor
2197 552816_010     67  3    0                                None      Fair
2198 558739_020     52 17    1                     Master's degree      Good
2199 557003_010     56 16    3                     Master's degree Very Good
2200 554152_020     57 16    0                     Master's degree Very Good
2201 558911_020     50 15    2                   Bachelor's degree      Good
2202 557855_010     59 14    6                  Associate's degree      Good
2203 555262_020     54 17    0                     Master's degree      Good
2204 556018_010     52 16    0                     Master's degree Very Good
2205 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2206 559487_010     72 13    5                  Associate's degree      Fair
2207 559353_010     51 12    0                 High school diploma      Good
2208 551991_020     50 12    2                                 GED      Good
2209 553775_020     45  7    1                                None      Fair
2210 550385_010     65 14    0                  Associate's degree Very Good
2211 557413_010     51 17    4                     Master's degree      Fair

Filtering out missing values in specific columns using `drop_na()`

hrs_data |> drop_na(degree)

1: This will only drop rows with NA values in the degree column, and will keep rows with NA values in other columns.

             id age_yr ed cesd                              degree       srh
1    555339_020     56 12    6                 High school diploma      Good
2    558143_020     50 16    1                     Master's degree Excellent
3    554789_020     71 16    3                     Master's degree      Good
4    551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
5    550516_010     62 11    1                                None Excellent
6    559093_010     51 13    2                  Associate's degree      Fair
7    556288_020     70 16    1                     Master's degree Very Good
8    551238_010     53 12    4                 High school diploma      Good
9    554874_010     60 12    0                                None      Fair
10   551179_010     57 12    0                                None Very Good
11   551108_020     51 13    4                     Master's degree      Good
12   556018_020     53 16    1                     Master's degree      Fair
13   555578_020     55 10    1                                None Excellent
14   559002_010     54 17    7                     Master's degree      Good
15   557423_010     56 16    0                     Master's degree      Fair
16   550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
17   552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
18   553480_010     54 16    8                     Master's degree      Fair
19   553443_020     62 17    5                     Master's degree      Good
20   554670_020     75 12    4                                 GED      Fair
21   551973_010     56 12    2                 High school diploma      Fair
22   557680_020     67 12    0                 High school diploma Excellent
23   556364_010     79 14    0                  Associate's degree      Good
24   552323_010     71  5    1                                None      Poor
25   554006_010     74 13    1                  Associate's degree Very Good
26   551054_010     57 12    1                 High school diploma Very Good
27   557601_010     90 12    0                 High school diploma      Good
28   557595_020     63  7    0                                None Very Good
29   556536_010     53 16    0                     Master's degree      Fair
30   558004_010     53 12    2                 High school diploma      Good
31   556675_020     47 16    0                     Master's degree Excellent
32   556381_010     54 16    0                     Master's degree Excellent
33   553553_010     53  9    2                 High school diploma      Good
34   553780_020     56 17    5                     Master's degree Very Good
35   555022_010     52 17    0                     Master's degree      Fair
36   555463_010     84  6    3                                None      Poor
37   559646_010     53 16    5                  Associate's degree      Poor
38   551767_010     53 14    3                  Associate's degree Excellent
39   555324_010     54  7    1                                None Very Good
40   554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
41   557351_020     69 11    5                                 GED      Fair
42   556900_010     52 13    2                  Associate's degree      Poor
43   554807_010     68  4    1                                None      Good
44   551191_010     82 13    3                  Associate's degree      Fair
45   559148_010     60  6    0                                None      Good
46   557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
47   552766_010     74 14    0                  Associate's degree      Good
48   559300_010     56 16    0                     Master's degree Very Good
49   556979_010     53 NA    0                                 GED Very Good
50   559820_010     52 17    0                     Master's degree      Good
51   558974_010     55 13    2                  Associate's degree      Good
52   556223_010     59 16    1                     Master's degree      Good
53   555951_010     68 16    2                     Master's degree      Fair
54   559375_010     53 16    2                     Master's degree      Good
55   551604_020     74 14    2                  Associate's degree Very Good
56   557139_010     71 12    3                 High school diploma      Fair
57   555071_020     48 12    3                                 GED Very Good
58   553738_010     76 16    6                     Master's degree      Fair
59   557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
60   557646_010     56 14    4                  Associate's degree      Fair
61   554690_020     49 15    1                     Master's degree      Good
62   552939_010     55 16    0                     Master's degree      Good
63   558663_010     56 16    4                     Master's degree      Fair
64   553817_010     56 12    6                 High school diploma      Good
65   559346_010     74 12    0                                None      Good
66   558935_010     66 12    0                 High school diploma      Good
67   551604_020     76 14    2                  Associate's degree Very Good
68   558588_010     62 14    2                  Associate's degree      Good
69   559292_010     56 11    6                                None      Fair
70   551179_020     57  9    3                                None      Good
71   558926_020     56 13    1                   Bachelor's degree      Good
72   556712_010     58 13    2                  Associate's degree      Fair
73   557375_010     51  6    1                                None      Fair
74   554075_010     65 11    0                 High school diploma      Good
75   554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
76   554481_010     63  3    0                 High school diploma Excellent
77   556291_010     58 16    1                     Master's degree Excellent
78   559660_010     62 11    1                                None      Fair
79   552314_010     64 14    3                  Associate's degree      Fair
80   556207_010     77 12    0                                 GED      Fair
81   551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
82   552482_010     68 10    1                                None      Fair
83   556712_010     58 13    2                  Associate's degree      Fair
84   554479_010     55 14    1                     Master's degree Very Good
85   554818_010     59 14    3                  Associate's degree Very Good
86   554186_010     54 11    0                                None      Poor
87   559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
88   553211_010     73 16    0                     Master's degree Very Good
89   550500_010     91  4    3                                None Very Good
90   554341_010     51 14    2                  Associate's degree Very Good
91   550964_010     53 12    1                 High school diploma Very Good
92   550920_020     55  9    3                                None      Fair
93   554344_020     67 15    1                  Associate's degree      Good
94   557446_010     55 15    1                   Bachelor's degree      Poor
95   558646_010     64 11    2                                None      Good
96   550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
97   554591_020     48 17    6                     Master's degree      Good
98   555788_010     67 16    0                     Master's degree      Good
99   552761_020     60 11    2                                None      Fair
100  559996_010     63 14    3                   Bachelor's degree      Fair
101  551602_010     71  0    0                                None      Fair
102  556646_010     69 15    0                  Associate's degree Very Good
103  559573_010     65 12    1                 High school diploma      Fair
104  558651_010     53 16    0                     Master's degree      Good
105  555495_010     57 12    1                 High school diploma Excellent
106  552423_020     56 14    1                  Associate's degree Very Good
107  550164_020     69 17    0                     Master's degree Very Good
108  554494_010     54 12    0                 High school diploma      Good
109  551026_010     78 12    0                 High school diploma      Good
110  554561_010     54 16    0                  Associate's degree      Good
111  552780_010     73 13    0                  Associate's degree Excellent
112  557152_020     52 17    0                     Master's degree Very Good
113  556050_020     54 16    0                     Master's degree Very Good
114  550345_010     72 12    0                 High school diploma      Fair
115  557516_010     96 12    5                                 GED      Fair
116  554228_020     69 16    7                  Associate's degree      Fair
117  554680_010     65 12    1                 High school diploma      Good
118  556870_010     67 13    0                  Associate's degree      Fair
119  553826_020     62 14    0                  Associate's degree Excellent
120  552941_010     52 12    7                 High school diploma      Good
121  551334_010     66 16    0                     Master's degree Excellent
122  556712_010     58 13    2                  Associate's degree      Fair
123  557413_010     51 17    4                     Master's degree      Fair
124  556668_010     84  8    3                                None      Poor
125  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
126  553031_010     53 16    0                     Master's degree      Good
127  553970_010     55 16    0                     Master's degree Very Good
128  550240_010     73 12    6                                 GED Very Good
129  558629_010     69 16    1                     Master's degree Excellent
130  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
131  554764_010     58 17    1                     Master's degree      Good
132  559227_010     53 12    2                 High school diploma      Poor
133  556732_010     64 17    5                     Master's degree      Fair
134  555209_010     52 NA    0                                 GED      Good
135  551412_010     56 16    0                     Master's degree      Poor
136  550859_010     56 15    0                  Associate's degree      Fair
137  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
138  555053_010     85  3    1                                None      Good
139  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
140  553881_010     59 13    0                  Associate's degree Very Good
141  555886_020     58 14    0                  Associate's degree      Good
142  550201_020     40 17    2                     Master's degree Excellent
143  554832_020     61 12    2                 High school diploma      Good
144  556394_020     68 12    3                 High school diploma      Good
145  553435_010     76  2    3                 High school diploma Very Good
146  558774_020     56  3    0                                None      Fair
147  551225_010     55  6    2                                None      Fair
148  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
149  552034_010     69 15    1                  Associate's degree      Good
150  551143_020     50 10    8                                 GED      Fair
151  559902_010     72 16    7                     Master's degree      Fair
152  558360_010     64 12    3                                 GED Very Good
153  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
154  559885_010     52 14    3                  Associate's degree Very Good
155  551845_020     74 15    0                  Associate's degree Very Good
156  555737_020     41  3    0                                None      Good
157  556499_010     62 12    4                 High school diploma      Good
158  557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
159  556779_020     51 14    2                   Bachelor's degree      Good
160  555445_020     76 16    1                     Master's degree      Good
161  552567_010     58 16    1                  Associate's degree      Good
162  556143_010     58 14    0                   Bachelor's degree Very Good
163  556868_010     82 16    2                     Master's degree      Fair
164  552892_020     62 16    6                  Associate's degree      Fair
165  554425_010     69 12    2                 High school diploma      Fair
166  552025_020     41 16    0                     Master's degree      Good
167  550696_010     70  9    1                                 GED Very Good
168  552828_010     53 16    0                     Master's degree      Good
169  555221_010     59  6    2                                None      Fair
170  554911_010     74 13    4                  Associate's degree      Good
171  555918_010     52 12    1                 High school diploma      Fair
172  556114_010     52 15    0                   Bachelor's degree      Good
173  559843_010     59 14    0                  Associate's degree      Fair
174  556291_010     58 16    1                     Master's degree Excellent
175  558974_010     55 13    2                  Associate's degree      Good
176  558837_020     67  0    3                                None      Fair
177  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
178  553273_010     55 16    5                     Master's degree      Good
179  552279_010     69  6    0                                None      Fair
180  551238_020     52 14    4                  Associate's degree      Good
181  550753_020     54 15    0                   Bachelor's degree      Good
182  551007_020     66 10    7                                None      Good
183  559287_010     70 14    0                  Associate's degree Excellent
184  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
185  556390_010     52 15    0                  Associate's degree      Good
186  556734_010     55 17    8                     Master's degree      Good
187  556989_010     77 14    3                  Associate's degree      Fair
188  559963_010     54 16    3                     Master's degree      Good
189  552082_020     69 10    5                                None      Fair
190  558355_010     69 11    2                                None      Fair
191  555375_010     59 16    0                     Master's degree      Fair
192  559806_010     65  0    1                                None      Fair
193  552618_010     64 12    3                 High school diploma      Fair
194  555041_020     76 14    1                   Bachelor's degree      Good
195  550930_010     56 14    1                  Associate's degree      Fair
196  558039_010     63 13    6                  Associate's degree      Fair
197  553564_020     46 11    0                                None      Fair
198  554233_020     49 17    0                     Master's degree      Good
199  551468_010     51 16    2                     Master's degree      Good
200  556836_010     52 10    4                                 GED      Poor
201  550962_020     52 12    1                 High school diploma      Fair
202  558741_010     78 12    6                                 GED      Fair
203  552681_020     51 12    2                 High school diploma      Fair
204  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
205  558174_010     79 17    1                     Master's degree      Good
206  552323_020     68  4    6                                None      Poor
207  558403_020     49 12    0                 High school diploma      Fair
208  559470_010     66 14    0                   Bachelor's degree      Good
209  557383_010     66 16    2                     Master's degree      Poor
210  556475_010     71 14    1                  Associate's degree      Good
211  557125_010     58 10    7                                None      Poor
212  556224_010     67 15    0                  Associate's degree      Good
213  550119_020     80 12    0                 High school diploma      Good
214  550462_010     56  9    0                                 GED      Fair
215  555545_010     60 11    1                                None Excellent
216  550437_010     64 12    2                 High school diploma      Good
217  556732_010     64 17    5                     Master's degree      Fair
218  552479_020     40 16    0                     Master's degree Excellent
219  553055_010     62 13    1                  Associate's degree      Fair
220  551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
221  553768_010     78 16    5                     Master's degree      Fair
222  558133_010     56 17    3                     Master's degree Very Good
223  550543_010     52 15    0                  Associate's degree      Good
224  558391_020     53 12    0                 High school diploma      Good
225  557031_010     52 14    1                  Associate's degree      Good
226  550186_010     52 16    2                     Master's degree Very Good
227  555473_010     64 11    3                                None      Fair
228  552279_020     59  6    0                                None      Fair
229  552554_010     51 16    0                     Master's degree Very Good
230  557423_010     56 16    0                     Master's degree      Fair
231  555085_020     56 NA    0                   Bachelor's degree Excellent
232  551878_020     50 11    2                                 GED Very Good
233  553280_020     40  4    6                                None Very Good
234  556531_010     58 13    1                   Bachelor's degree      Good
235  551557_010     53 13    1                  Associate's degree      Good
236  556944_010     59 13    1                  Associate's degree Excellent
237  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
238  556635_010     68 12    3                 High school diploma Very Good
239  556943_020     54 12    1                 High school diploma      Good
240  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
241  551892_010     52 17    3                     Master's degree      Good
242  558281_010     88  4    2                                None      Fair
243  557269_010     58 13    7                  Associate's degree      Good
244  552383_010     71 11    2                                None      Good
245  554674_010     54 14    2                  Associate's degree      Good
246  559603_020     67 12    0                 High school diploma      Good
247  557358_010     60 11    6                                 GED      Poor
248  553252_010     56  6    2                                None      Fair
249  556089_010     65 12    1                                 GED      Fair
250  559704_010     60 14    1                   Bachelor's degree Excellent
251  554370_010     73 14    1                  Associate's degree Very Good
252  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
253  551991_020     50 12    2                                 GED      Good
254  551505_010     74 12    0                 High school diploma      Good
255  552298_010     66 16    0                     Master's degree Very Good
256  554365_020     59  6    0                                None      Good
257  555115_010     72 14    7                  Associate's degree      Poor
258  554172_010     61 15    5                  Associate's degree      Fair
259  557061_010     53 13    1                  Associate's degree      Good
260  553961_020     56 14    0                   Bachelor's degree      Fair
261  551547_010     68 13    2                  Associate's degree      Good
262  551553_020     66 12    2                 High school diploma      Good
263  559839_010     53 13    0                  Associate's degree      Fair
264  556266_010     57 14    3                  Associate's degree      Fair
265  559487_010     72 13    5                  Associate's degree      Fair
266  555922_010     74  9    0                                None      Fair
267  559767_010     76 11    0                                None      Fair
268  555064_020     50 11    1                                None      Fair
269  550233_020     64 12    1                 High school diploma      Fair
270  555375_010     59 16    0                     Master's degree      Fair
271  552986_010     90 12    1                 High school diploma      Fair
272  557977_010     57 12    0                 High school diploma Excellent
273  558849_020     46 17    0                     Master's degree Very Good
274  555314_010     82 12    0                                 GED      Fair
275  555872_010     56 14    0                   Bachelor's degree Very Good
276  550233_020     64 13    1                  Associate's degree      Fair
277  556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
278  553640_010     77 11    0                 High school diploma      Good
279  552320_010     63  6    2                                None      Fair
280  559984_010     75  6    0                                None      Fair
281  552159_010     57 14    4                  Associate's degree      Good
282  550516_010     62 11    1                                None Excellent
283  555239_010     94  9    1                                None Excellent
284  556936_020     52 16    1                     Master's degree Very Good
285  557667_010     54 14    8                   Bachelor's degree      Poor
286  555041_020     77 16    1                     Master's degree      Good
287  558184_020     54  4    6                                None      Fair
288  550513_010     80 12    0                 High school diploma      Good
289  557795_010     82 12    4                 High school diploma      Fair
290  554377_010     56 12    0                 High school diploma      Good
291  557337_020     48  6    6                                None      Fair
292  553715_020     57 12    1                 High school diploma      Fair
293  554076_010     53 14    0                   Bachelor's degree Very Good
294  557914_010     53 12    0                 High school diploma Very Good
295  551414_020     61  8    0                                None Very Good
296  552490_010     71 12    2                 High school diploma      Good
297  550581_020     62  5    2                                None Very Good
298  559484_020     53 12    1                 High school diploma Very Good
299  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
300  550822_020     54 12    4                                None      Fair
301  553055_010     62 13    1                  Associate's degree      Fair
302  558837_010     67  7    0                                None      Fair
303  555146_010     51 17    0                     Master's degree Excellent
304  557244_010     57  7    8                                None Very Good
305  554443_010     64 11    2                                None      Fair
306  559342_020     60 12    0                 High school diploma      Fair
307  552498_010     67 NA    0                                None Very Good
308  558638_010     70  4    3                                None      Fair
309  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
310  553060_020     52 15    1                  Associate's degree      Good
311  550147_010     59 12    0                 High school diploma      Fair
312  558290_010     53 14    0                     Master's degree      Good
313  554486_010     69 14    1                   Bachelor's degree      Fair
314  554301_010     51 14    1                   Bachelor's degree Excellent
315  556233_010     53 16    1                     Master's degree Excellent
316  551299_010     59 14    6                   Bachelor's degree      Poor
317  550186_010     52 16    2                     Master's degree Very Good
318  555737_020     41  6    0                                None      Good
319  556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
320  552079_010     51 12    5                 High school diploma      Good
321  558252_010     51 10    7                                None      Fair
322  555848_010     64 14    1                  Associate's degree Excellent
323  558142_010     91  6    2                                None      Good
324  550183_020     70 16    0                     Master's degree Very Good
325  551723_020     66  6    1                                None      Poor
326  557456_020     60  6    4                                None Excellent
327  558837_010     67  7    0                                None      Fair
328  557383_010     66 16    2                     Master's degree      Poor
329  557785_020     52 17    3                     Master's degree      Good
330  559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
331  552868_010     63 12    3                 High school diploma      Good
332  558309_010     82 16    5                     Master's degree      Poor
333  559055_010     80  8    2                                None      Good
334  556345_010     63 13    6                  Associate's degree      Poor
335  555900_010     55 12    0                 High school diploma Very Good
336  554594_010     58 14    1                   Bachelor's degree      Good
337  551827_010     62 16    7                     Master's degree      Good
338  550587_010     66 14    3                   Bachelor's degree Excellent
339  552748_010     63 16    5                     Master's degree      Good
340  551579_010     57 10    7                                None      Poor
341  550698_010     65 14    0                  Associate's degree      Fair
342  552346_010     50 12    0                 High school diploma Very Good
343  557690_010     60  6    2                                None      Poor
344  559806_020     47  5    0                                None      Fair
345  557269_010     58 13    7                  Associate's degree      Good
346  556549_010     72 12    1                 High school diploma      Fair
347  550310_010     71 16    3                     Master's degree      Fair
348  559839_010     53 12    0                  Associate's degree      Good
349  558844_020     42 NA    0                                None Very Good
350  552418_010     66 12    6                 High school diploma      Poor
351  559213_010     63 14    4                   Bachelor's degree      Good
352  552949_010     53 14    5                  Associate's degree      Fair
353  555073_020     56 17    4                     Master's degree      Good
354  554432_020     71 16    7                     Master's degree Very Good
355  556384_010     66  3    7                                None      Fair
356  559190_020     54 17    0                     Master's degree      Good
357  557892_010     81 16    0                     Master's degree      Poor
358  558266_010     56  3    2                 High school diploma      Fair
359  554092_010     74 13    0                  Associate's degree      Good
360  557052_010     50 16    1                     Master's degree Very Good
361  554252_020     48  3    1                                None      Good
362  559949_010     63 12    7                                None      Fair
363  554727_010     89 16    1                     Master's degree      Fair
364  553651_010     77 12    3                                 GED      Good
365  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
366  558664_010     57 14    1                   Bachelor's degree      Good
367  559244_010     55 16    4                     Master's degree      Fair
368  558281_010     88  4    2                                None      Fair
369  551845_010     67 13    4                  Associate's degree      Good
370  559586_010     55 16    4                   Bachelor's degree      Good
371  557470_020     55 16    0                     Master's degree      Good
372  557595_020     63  7    0                                None Excellent
373  556413_020     55 12    0                 High school diploma      Good
374  555071_010     50 12    4                                 GED      Good
375  556073_010     65 11    5                 High school diploma Very Good
376  556870_010     67 13    0                  Associate's degree      Fair
377  555767_010     57 11    2                                None Excellent
378  556793_010     53 11    4                                None      Fair
379  551108_010     51 14    7                     Master's degree      Good
380  552989_020     49 12    0                 High school diploma Very Good
381  553480_010     54 16    8                     Master's degree      Fair
382  551087_020     61 12    0                 High school diploma      Good
383  557038_010     68 14    0                  Associate's degree      Good
384  552192_010     56 14    5                  Associate's degree      Fair
385  557031_010     52 14    1                  Associate's degree      Good
386  558099_010     68 12    1                 High school diploma      Fair
387  550516_010     62 11    1                                None Excellent
388  551054_010     57 12    1                 High school diploma Very Good
389  552544_010     56 12    1                 High school diploma Very Good
390  550753_020     53 15    0                   Bachelor's degree      Good
391  559342_020     69 16    0                  Associate's degree      Fair
392  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
393  552103_010     53 10    1                                None      Fair
394  557104_010     61 12    0                 High school diploma Very Good
395  557967_010     54 16    0                     Master's degree Very Good
396  551762_020     43 14    0                   Bachelor's degree Very Good
397  558246_010     55 11    4                                 GED Very Good
398  559819_010     51  6    6                                None      Fair
399  557025_010     62 12    1                 High school diploma      Fair
400  551179_020     57  9    3                                None Very Good
401  550581_020     70  5    8                                None      Fair
402  557470_020     55 14    0                  Associate's degree      Good
403  557268_010     63 16    0                     Master's degree      Good
404  557889_010     62 12    1                 High school diploma Very Good
405  559587_020     83 14    0                 High school diploma      Good
406  551121_010     63 NA    1                 High school diploma      Fair
407  556453_020     64  6    2                                None      Good
408  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
409  556381_010     54 16    0                     Master's degree Excellent
410  559983_020     63 16    0                     Master's degree Very Good
411  555946_010     64 12    0                 High school diploma Very Good
412  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
413  550614_020     47 12    0                 High school diploma      Good
414  559659_010     63 16    1                     Master's degree      Good
415  559002_010     54 17    7                     Master's degree      Good
416  555176_010     65 13    1                  Associate's degree      Good
417  559683_010     57 15    6                  Associate's degree      Fair
418  553413_010     64  7    3                                None      Fair
419  559898_020     50 12    0                 High school diploma      Good
420  556709_010     69 12    7                 High school diploma      Poor
421  552741_010     55 13    2                  Associate's degree      Fair
422  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
423  557559_020     67 17    0                     Master's degree      Good
424  553267_010     70  9    0                 High school diploma Very Good
425  556131_010     50 13    2                  Associate's degree      Good
426  555601_010     58 14    1                 High school diploma      Fair
427  553993_010     66 16    0                     Master's degree      Good
428  559133_010     81 12    0                 High school diploma Very Good
429  554006_010     74 13    1                  Associate's degree Very Good
430  550173_010     52 14    1                  Associate's degree      Good
431  553413_020     64 12    2                 High school diploma      Fair
432  558096_010     79  0    0                                None      Poor
433  556741_010     54 14    1                   Bachelor's degree Very Good
434  552868_010     63 12    3                 High school diploma      Good
435  559752_010     67 17    0                     Master's degree      Good
436  550962_020     52 12    1                 High school diploma      Fair
437  559785_020     57 12    4                                 GED      Poor
438  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
439  555314_010     84 12    0                                 GED      Fair
440  551827_010     62 16    7                     Master's degree      Good
441  559587_010     71 16    0                     Master's degree      Good
442  557574_010     62  5    1                                None Very Good
443  559245_010     76 11    7                                None      Fair
444  554911_010     74 13    4                  Associate's degree      Good
445  556712_010     58 13    2                  Associate's degree      Fair
446  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
447  557322_010     66 16    2                     Master's degree Excellent
448  555515_010     52  9    1                                 GED      Fair
449  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
450  550239_020     48 10    1                 High school diploma Very Good
451  556090_010     50 12    0                 High school diploma Very Good
452  554233_020     49 17    0                     Master's degree      Good
453  552590_010     62 NA    3                                None      Fair
454  556311_010     75 17    1                     Master's degree Very Good
455  559494_020     34 16    0                  Associate's degree Very Good
456  554471_020     48 16    4                     Master's degree      Fair
457  557263_020     46 15    1                   Bachelor's degree      Good
458  558747_010     54 16    7                     Master's degree      Fair
459  552346_010     50 12    0                 High school diploma Very Good
460  552613_010     51 14    1                  Associate's degree      Good
461  557371_010     68 17    0                     Master's degree Very Good
462  559341_010     55 17    1                     Master's degree Very Good
463  553721_010     55 12    1                 High school diploma      Good
464  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
465  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
466  552766_010     74 14    0                  Associate's degree      Good
467  553393_010     52 12    5                 High school diploma Very Good
468  551991_010     53 12    4                                 GED      Good
469  557093_010     61 11    0                                None      Fair
470  556428_010     66 14    1                  Associate's degree      Good
471  552989_010     57  6    0                 High school diploma      Fair
472  552734_010     53  9    5                                None      Good
473  559587_010     71 16    0                     Master's degree      Good
474  559843_020     56 14    0                  Associate's degree      Good
475  551279_010     54 12    1                 High school diploma      Good
476  551444_010     65 12    1                 High school diploma      Fair
477  554819_010     52 16    3                  Associate's degree      Good
478  551372_010     56 12    1                                 GED      Fair
479  551548_010     61 14    6                  Associate's degree      Fair
480  554003_010     57 12    6                 High school diploma      Poor
481  555663_010     56  6    1                                None      Fair
482  551188_010     56  6    3                                None      Poor
483  558391_020     53 12    0                 High school diploma      Good
484  553699_010     63  9    6                                None Very Good
485  554655_010     53 12    8                 High school diploma      Fair
486  556018_010     52 16    0                     Master's degree Very Good
487  559867_010     67 16    1                     Master's degree      Fair
488  553237_010     56 12    0                 High school diploma Excellent
489  550902_010     51 12    7                 High school diploma      Good
490  552777_010     76  2    0                                None      Good
491  556394_020     59 13    3                  Associate's degree      Good
492  556499_010     62 12    4                 High school diploma      Good
493  556865_010     52 16    0                     Master's degree Very Good
494  550240_020     72 12    4                 High school diploma      Fair
495  559093_020     47 14    2                  Associate's degree      Good
496  552741_010     56 13    2                  Associate's degree      Fair
497  557020_020     53 16    0                     Master's degree Very Good
498  557856_010     61 13    2                  Associate's degree      Fair
499  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
500  557391_020     65  9    2                                None      Fair
501  552423_020     55 13    1                  Associate's degree Very Good
502  551305_010     54 12    0                 High school diploma Very Good
503  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
504  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
505  554146_010     62 13    3                  Associate's degree Excellent
506  550753_010     58 13    1                  Associate's degree Very Good
507  552034_010     69 15    1                  Associate's degree      Good
508  552418_010     66 12    6                 High school diploma      Poor
509  558138_020     46 16    0                     Master's degree Very Good
510  556381_010     54 16    0                     Master's degree Excellent
511  551761_020     63 12    0                 High school diploma Very Good
512  554247_020     73 10    1                 High school diploma      Fair
513  559551_010     56 11    2                                None      Fair
514  552656_020     55 16    4                     Master's degree      Good
515  556398_010     67 12    0                 High school diploma      Fair
516  553258_010     72 16    1                     Master's degree      Good
517  557061_010     53 13    1                  Associate's degree      Good
518  556260_010     53 14    0                   Bachelor's degree      Good
519  555951_010     69 16    2                     Master's degree      Fair
520  558082_010     82 12    1                 High school diploma      Good
521  552874_010     63 12    4                 High school diploma      Fair
522  556154_010     54 16    1                     Master's degree Very Good
523  552748_020     63 12    1                 High school diploma Very Good
524  558844_020     42 NA    0                                None Very Good
525  554818_010     59 14    3                  Associate's degree Very Good
526  552104_020     51 16    4                   Bachelor's degree      Poor
527  554846_010     62 17    1                     Master's degree Excellent
528  550920_020     59 10    5                                None      Fair
529  552065_010     70 12    0                 High school diploma      Good
530  557767_010     68 14    4                   Bachelor's degree Excellent
531  550661_010     54  7    7                                None      Poor
532  557104_010     61 12    0                 High school diploma Very Good
533  552193_010     57 NA    0                                None Very Good
534  558938_010     53 15    3                   Bachelor's degree Very Good
535  555877_010     53 16    6                  Associate's degree      Poor
536  559269_010     54 10    1                 High school diploma      Fair
537  551414_020     61  8    0                                None Very Good
538  559223_010     49 12    4                  Associate's degree      Fair
539  555262_010     52 16    1                     Master's degree Excellent
540  557775_010     53 16    3                     Master's degree Very Good
541  553055_020     55 13    0                  Associate's degree      Good
542  558264_010     58 11    0                                None      Fair
543  556516_010     56 12    0                 High school diploma      Fair
544  552154_020     49  9    5                                None      Fair
545  550147_010     59 12    0                 High school diploma      Fair
546  557407_010     52 13    4                  Associate's degree      Poor
547  556741_010     54 14    1                   Bachelor's degree Very Good
548  556833_010     54  9    0                                None Excellent
549  555405_020     53 12    2                 High school diploma Excellent
550  550661_010     53  7    7                                None      Poor
551  556088_010     88 10    6                                None      Fair
552  554154_020     56  8    0                                None      Fair
553  556301_010     55 16    1                     Master's degree      Good
554  551645_010     72 13    0                  Associate's degree Very Good
555  552544_010     56 12    1                 High school diploma Very Good
556  555931_010     54 16    0                     Master's degree Excellent
557  555800_010     72 14    0                   Bachelor's degree Very Good
558  550698_010     61 14    0                  Associate's degree      Fair
559  554152_020     57 16    0                     Master's degree Very Good
560  558187_020     50  9    2                                 GED      Poor
561  553951_020     52 16    2                     Master's degree      Good
562  557268_010     63 16    0                     Master's degree      Good
563  557649_010     60 14    2                   Bachelor's degree Very Good
564  558543_020     64 13    0                  Associate's degree Very Good
565  555915_020     54 12    1                 High school diploma Very Good
566  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
567  554953_010     53  6    0                                None Excellent
568  558859_010     54 14    3                   Bachelor's degree Very Good
569  557802_010     67 14    1                   Bachelor's degree Very Good
570  554624_010     90  7    0                                None      Fair
571  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
572  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
573  554344_010     70 15    0                  Associate's degree      Good
574  552192_010     56 14    5                  Associate's degree      Fair
575  551132_020     56 14    1                   Bachelor's degree Very Good
576  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
577  556453_020     65  8    2                                None      Good
578  559907_010     57  8    0                                None Very Good
579  554117_020     52 16    2                     Master's degree Very Good
580  558158_010     57 13    0                  Associate's degree      Good
581  556779_010     57 14    0                   Bachelor's degree      Good
582  554003_010     57 12    6                 High school diploma      Poor
583  554793_010     64 12    1                 High school diploma      Good
584  556149_010     59 13    8                  Associate's degree      Poor
585  552504_010     55 10    3                                None Very Good
586  558069_010     67 15    2                   Bachelor's degree      Fair
587  556675_010     57 14    1                  Associate's degree Very Good
588  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
589  559103_020     47 16    6                     Master's degree Very Good
590  550516_010     62 11    1                                None Excellent
591  553262_010     52 12    5                 High school diploma      Good
592  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
593  558380_010     63 10    0                                None      Fair
594  550827_010     65 13    1                  Associate's degree      Fair
595  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
596  556570_010     59 14    0                  Associate's degree Excellent
597  558316_010     67 12    0                                 GED      Good
598  555241_010     52 12    7                 High school diploma      Fair
599  557111_020     79 12    2                                None Very Good
600  555545_010     60 11    1                                None Excellent
601  551214_010     66  0    3                                None      Fair
602  556943_020     53 12    1                 High school diploma      Good
603  558629_020     69 16    1                     Master's degree Excellent
604  553826_010     63 14    0                  Associate's degree Excellent
605  558841_010     52 16    0                     Master's degree      Good
606  557351_020     67 11    5                                 GED      Fair
607  550156_020     51 11    0                                None      Good
608  554874_010     60 12    0                                None      Fair
609  557721_020     53 14    0                  Associate's degree Very Good
610  558985_010     54 13    7                   Bachelor's degree      Fair
611  552329_010     55 13    0                  Associate's degree      Fair
612  556088_010     88  6    6                                None      Fair
613  550503_010     79  8    0                                None      Fair
614  551412_020     56 16    4                     Master's degree      Poor
615  554479_010     55 14    1                     Master's degree Very Good
616  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
617  557375_010     51  6    1                                None      Fair
618  554706_010     57 17    0                     Master's degree Excellent
619  559839_010     53 16    0                     Master's degree Very Good
620  557571_010     68 12    2                 High school diploma Very Good
621  559644_010     61 12    2                                None      Poor
622  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
623  558366_010     56 16    2                     Master's degree      Good
624  555952_020     51 11    5                 High school diploma      Good
625  557804_020     59 13    4                   Bachelor's degree      Poor
626  551054_010     57 12    1                 High school diploma Very Good
627  558001_010     53 11    1                                 GED Very Good
628  558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
629  552780_020     71 NA    0                 High school diploma Very Good
630  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
631  551761_010     73 12    0                 High school diploma Excellent
632  551461_020     52 NA    1                 High school diploma Very Good
633  551808_020     70 12    0                                None Very Good
634  559069_020     57 16    1                     Master's degree      Good
635  552843_010     78 16    7                     Master's degree      Fair
636  553206_010     54 14    0                  Associate's degree      Fair
637  557983_010     68 12    0                 High school diploma      Fair
638  559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
639  556175_010     54 12    1                 High school diploma      Good
640  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
641  555578_010     60 12    1                 High school diploma Very Good
642  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
643  555955_010     89  8    1                                None      Fair
644  551950_020     68 16    0                     Master's degree      Fair
645  559002_010     53 17    7                     Master's degree      Good
646  557461_010     55 14    0                   Bachelor's degree      Good
647  556483_010     52 16    1                     Master's degree Excellent
648  556008_020     47 11    1                                None      Good
649  559587_020     71 14    0                 High school diploma      Good
650  556541_010     57 12    1                 High school diploma Very Good
651  557902_010     71 16    0                     Master's degree Very Good
652  550183_010     73 16    0                   Bachelor's degree Very Good
653  559515_020     67 14    0                   Bachelor's degree      Good
654  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
655  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
656  556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
657  558156_010     75 10    0                                None      Fair
658  554591_020     48 16    6                     Master's degree      Good
659  552339_010     55 12    4                                 GED      Poor
660  555931_010     54 16    0                     Master's degree Excellent
661  557384_010     71 14    2                  Associate's degree      Good
662  556424_010     51 12    1                 High school diploma      Good
663  553935_010     69 17    1                     Master's degree Very Good
664  557253_010     74 12    1                 High school diploma      Good
665  553852_010     52 12    0                 High school diploma      Good
666  554789_020     62 17    1                     Master's degree Very Good
667  551110_010     68 12    0                                 GED      Good
668  556873_010     70  4    1                                None Very Good
669  559812_010     57 12    6                 High school diploma      Fair
670  557223_020     64 11    1                                None      Good
671  559353_010     51 12    0                 High school diploma      Good
672  557141_010     53  9    0                 High school diploma      Fair
673  558131_010     56 16    1                     Master's degree      Fair
674  555578_020     58 10    1                                None Very Good
675  557965_010     51 16    1                     Master's degree      Good
676  558052_010     56 10    4                                None      Fair
677  552681_010     52 12    0                 High school diploma Very Good
678  558867_010     68 13    3                  Associate's degree      Fair
679  559229_020     47 12    0                 High school diploma Very Good
680  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
681  554154_020     56  8    0                                None      Fair
682  552192_010     56 14    5                  Associate's degree      Fair
683  552949_020     54 12    1                                 GED      Fair
684  557892_020     81 15    0                  Associate's degree      Poor
685  553280_020     40  3    6                                None      Good
686  555209_010     52 NA    0                                 GED      Good
687  554840_010     55 16    3                     Master's degree      Fair
688  559785_010     56 11    1                 High school diploma      Fair
689  554772_010     87 14    1                  Associate's degree      Good
690  552874_020     65 12    4                 High school diploma      Fair
691  556768_020     72 13    5                  Associate's degree      Good
692  559010_010     67 14    0                  Associate's degree Excellent
693  559928_010     53 11    0                                 GED      Good
694  553413_020     64 12    3                 High school diploma      Fair
695  557909_020     38 16    1                     Master's degree      Fair
696  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
697  552780_020     70 NA    0                 High school diploma Very Good
698  554655_010     53 12    8                 High school diploma      Fair
699  556876_010     65 16    1                     Master's degree Very Good
700  559820_010     52 17    0                     Master's degree      Good
701  559984_010     75  6    0                                None      Poor
702  559573_010     64 12    1                 High school diploma      Fair
703  552314_010     64 14    3                  Associate's degree      Fair
704  554301_020     49 14    0                  Associate's degree Very Good
705  552154_020     49  9    5                                None      Fair
706  555210_010     68 NA    3                 High school diploma      Fair
707  555336_010     66 12    1                 High school diploma      Good
708  559691_010     50 12    1                 High school diploma      Good
709  559341_010     55 17    1                     Master's degree Very Good
710  552100_010     63 16    0                     Master's degree Very Good
711  556796_010     50 12    0                 High school diploma Excellent
712  550316_010     66  2    8                                None      Fair
713  556666_020     47 11    4                 High school diploma      Good
714  552812_010     54 14    1                  Associate's degree      Good
715  552786_010     59 12    4                 High school diploma      Good
716  558939_020     61  9    0                 High school diploma      Good
717  554006_010     74 13    1                  Associate's degree Very Good
718  553707_010     84 12    3                                 GED      Good
719  559567_010     68 12    3                 High school diploma      Fair
720  550688_010     51 12    7                 High school diploma      Fair
721  557480_010     51  0    0                                None      Fair
722  552660_020     77 11    0                                None      Fair
723  556148_020     76 12    0                 High school diploma      Good
724  559912_020     56 16    0                     Master's degree Very Good
725  559431_020     51 17    1                     Master's degree Very Good
726  554069_010     67 12    1                 High school diploma      Good
727  552681_010     52 12    0                 High school diploma Excellent
728  558629_010     69 16    1                     Master's degree Excellent
729  557118_010     52 12    2                 High school diploma      Good
730  557320_020     47 12    1                 High school diploma      Good
731  553775_010     54 12    0                 High school diploma      Good
732  555663_010     56  7    1                                None      Fair
733  553994_020     51  8    8                                None      Poor
734  555073_020     55 17    4                     Master's degree      Good
735  558281_010     89  4    2                                None      Fair
736  550683_010     52 12    2                                None      <NA>
737  554972_020     46  1    4                                None      Fair
738  554330_020     56 16    1                   Bachelor's degree      Fair
739  553780_020     56 17    5                     Master's degree      Good
740  551412_020     56 16    4                     Master's degree      Poor
741  554449_010     58 16    0                     Master's degree Excellent
742  552332_020     64 12    2                                 GED      Fair
743  556579_010     72 14    2                  Associate's degree      Good
744  554256_020     55 10    2                                 GED      Fair
745  556453_020     64  8    2                                None      Good
746  551748_010     55 16    0                     Master's degree Very Good
747  555601_020     61 14    2                 High school diploma      Fair
748  554899_020     41 13    5                  Associate's degree      Fair
749  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
750  553771_010     54 12    6                 High school diploma      Poor
751  556878_020     47 12    0                 High school diploma      Fair
752  556185_010     64 12    2                 High school diploma Very Good
753  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
754  550967_020     63 15    2                                 GED      Good
755  555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
756  556069_010     74 12    0                 High school diploma      Good
757  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
758  558252_010     51 10    7                                 GED      Fair
759  554851_010     80  0    1                                None      Fair
760  550686_010     58 12    2                 High school diploma      Good
761  552118_020     62 11    1                                None      Fair
762  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
763  554172_010     61 15    5                  Associate's degree      Fair
764  559286_010     67 17    0                     Master's degree      Good
765  556050_010     53 14    1                  Associate's degree Very Good
766  559416_010     56 12    6                                 GED Excellent
767  559071_010     58 12    0                 High school diploma      Good
768  559750_010     69 17    1                     Master's degree      Good
769  558252_010     51 10    7                                 GED      Fair
770  552721_010     74 13    7                   Bachelor's degree      Fair
771  553948_020     65 11    1                                None      Good
772  559587_020     67 16    0                     Master's degree      Good
773  558546_010     60 15    0                  Associate's degree Very Good
774  557855_010     59 14    6                  Associate's degree      Good
775  557538_020     55 12    0                 High school diploma Very Good
776  556441_010     59 16    4                     Master's degree      Poor
777  556424_020     45 12    5                                 GED      Fair
778  555650_010     55 13    4                  Associate's degree      Fair
779  557014_010     82 12    0                 High school diploma Very Good
780  558897_010     51 12    4                 High school diploma      Fair
781  559269_020     51 16    6                   Bachelor's degree      Fair
782  559292_010     56 11    6                                None      Fair
783  554152_020     57 16    0                     Master's degree Very Good
784  557461_020     50 17    3                     Master's degree      Good
785  555163_010     54 14    1                  Associate's degree      Good
786  558155_010     58 12    2                 High school diploma      Fair
787  559691_010     50 14    1                  Associate's degree      Good
788  558671_020     75 12    2                                None      Fair
789  555351_010     53 14    1                  Associate's degree Excellent
790  553574_010     53 16    0                     Master's degree      Good
791  551512_010     64 NA    0                 High school diploma Excellent
792  556666_020     47 13    4                  Associate's degree      Good
793  559762_010     54 17    0                     Master's degree Very Good
794  550166_010     54 16    0                     Master's degree Very Good
795  552816_020     63  1    0                                None      Good
796  553227_010     56 12    1                 High school diploma Excellent
797  556240_010     57 12    3                 High school diploma      Poor
798  555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
799  551660_010     71 13    2                  Associate's degree      Poor
800  555192_020     87 17    5                  Associate's degree      Fair
801  552490_010     71 12    2                 High school diploma      Good
802  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
803  551144_010     77 13    0                  Associate's degree      Good
804  552971_010     67 12    2                 High school diploma      Poor
805  556869_010     73 12    4                 High school diploma      Good
806  556541_010     56 12    1                 High school diploma Very Good
807  553399_020     71 17    0                     Master's degree Very Good
808  559408_010     71 12    0                 High school diploma      Good
809  559842_010     52 14    1                  Associate's degree      Fair
810  551442_010     58 14    0                   Bachelor's degree      Good
811  550661_010     54  7    7                                None      Poor
812  554238_020     76 16    0                     Master's degree Very Good
813  551940_010     56 12    7                 High school diploma      Fair
814  550183_010     73 16    0                     Master's degree Very Good
815  552510_010     52 12    0                 High school diploma Excellent
816  553315_020     61  1    2                 High school diploma      Fair
817  555578_010     60 12    1                 High school diploma Excellent
818  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
819  550920_010     59 12    3                 High school diploma      Fair
820  554449_010     58 16    0                     Master's degree Excellent
821  550428_010     59 14    1                  Associate's degree      Good
822  559129_010     58 12    6                 High school diploma      Fair
823  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
824  554569_010     74 14    1                  Associate's degree Very Good
825  557924_020     52 16    6                     Master's degree Excellent
826  557446_010     55 14    1                   Bachelor's degree      Poor
827  551380_010     54 16    1                     Master's degree Very Good
828  550156_010     51 12    0                                None      Good
829  554069_010     68 12    1                 High school diploma      Good
830  555697_020     54 12    7                                None      Fair
831  551110_010     68 12    0                                 GED      Good
832  557786_010     61 12    0                 High school diploma      Good
833  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
834  550295_010     52  6    2                                None      Fair
835  559586_010     55 16    4                  Associate's degree      Good
836  559649_010     61 13    3                   Bachelor's degree      Good
837  554247_020     81 10    1                 High school diploma      Fair
838  553121_010     56 16    0                     Master's degree      Good
839  552025_010     51 16    0                     Master's degree      Fair
840  558568_020     67 12    0                 High school diploma      Good
841  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
842  553948_020     65 11    1                                None      Good
843  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
844  553399_010     71 17    0                     Master's degree Very Good
845  557630_020     49 12    0                 High school diploma      Fair
846  556390_010     52 15    0                  Associate's degree      Good
847  556869_010     73 12    4                 High school diploma      Good
848  557320_020     47 12    1                 High school diploma      Good
849  555004_010     51 10    8                                None      Poor
850  550239_010     53 11    3                 High school diploma      Good
851  557889_010     62 12    1                 High school diploma Very Good
852  559973_010     54 17    2                  Associate's degree      Fair
853  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
854  552118_020     55  8    2                                None      Fair
855  551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
856  557111_010     75 14    4                     Master's degree      Fair
857  559603_020     67 13    1                  Associate's degree      Good
858  553879_010     61  6    1                                None      Poor
859  556732_010     64 17    5                     Master's degree      Fair
860  550683_010     52 12    2                                None      <NA>
861  559010_010     67 14    0                  Associate's degree Excellent
862  553112_010     65 12    0                 High school diploma      Good
863  555405_010     53 12    2                 High school diploma Excellent
864  550882_010     53 11    1                                None      Fair
865  559287_010     77 16    0                     Master's degree Excellent
866  553961_020     56 14    0                   Bachelor's degree      Fair
867  555578_010     63 12    0                 High school diploma      Good
868  557856_010     60 13    2                  Associate's degree      Fair
869  552741_010     55 13    2                  Associate's degree      Fair
870  559093_020     47 13    1                  Associate's degree      Good
871  559764_010     61 16    2                  Associate's degree      Fair
872  554161_010     51 14    0                  Associate's degree Excellent
873  554017_010     72 11    0                                None Excellent
874  554578_010     56 13    0                     Master's degree Very Good
875  550015_010     56 12    0                 High school diploma Very Good
876  554006_010     74 13    1                  Associate's degree Very Good
877  557424_010     51 14    1                   Bachelor's degree      Good
878  554069_020     61 11    2                                None      Fair
879  559269_010     54 16    1                   Bachelor's degree      Fair
880  555464_010     53 12    0                 High school diploma Very Good
881  558271_010     54 16    0                     Master's degree Very Good
882  554305_010     71 16    0                     Master's degree Excellent
883  552320_010     63  6    2                                None      Fair
884  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
885  556979_010     53 NA    0                                 GED Very Good
886  556621_010     66  9    4                                 GED      Poor
887  551057_010     77  6    0                                None      Fair
888  557680_020     71 12    0                 High school diploma Excellent
889  554443_010     64  8    2                                None      Fair
890  557446_010     55 14    1                   Bachelor's degree      Poor
891  557510_020     47 14    0                  Associate's degree Excellent
892  558380_010     63 10    0                                None      Fair
893  555137_010     57 10    1                                 GED Very Good
894  553715_010     61 12    2                 High school diploma      Fair
895  558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
896  558390_010     54 16    2                     Master's degree Very Good
897  555151_010     52 17    2                     Master's degree      Fair
898  555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
899  552874_020     63 14    2                 High school diploma      Fair
900  557924_020     52 16    7                     Master's degree Excellent
901  552741_010     56 13    2                  Associate's degree      Fair
902  552104_010     50 NA    6                                 GED      Poor
903  553014_010     72 11    1                                None      Poor
904  552025_010     51 16    0                     Master's degree      Fair
905  552154_010     55 12    1                 High school diploma      Good
906  556428_010     66 14    1                  Associate's degree      Good
907  552629_010     78  5    2                                None      Fair
908  557151_010     80 NA    1                     Master's degree      Good
909  551150_010     74 16    0                     Master's degree Very Good
910  553778_020     66 16    0                     Master's degree      Good
911  559286_010     67 17    0                     Master's degree      Good
912  558309_010     82 16    5                     Master's degree      Poor
913  553055_020     61 13    1                  Associate's degree      Good
914  557902_010     71 16    0                     Master's degree Very Good
915  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
916  550964_010     52 12    1                 High school diploma Very Good
917  550516_010     62 11    1                                None Excellent
918  554256_010     55 11    2                                 GED      Fair
919  551744_020     59 16    0                     Master's degree Excellent
920  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
921  551529_010     82 12    0                 High school diploma      Good
922  552301_010     77 13    0                  Associate's degree Excellent
923  551928_010     53 12    5                                 GED      Fair
924  556668_020     83  8    1                                None      Fair
925  558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
926  552395_010     86  6    0                                None      Good
927  554154_020     56 11    0                 High school diploma      Fair
928  550267_020     57 16    0                     Master's degree Very Good
929  559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
930  554152_020     57 16    0                     Master's degree Very Good
931  555216_010     75 17    6                  Associate's degree      Good
932  559178_020     61 14    3                  Associate's degree      Good
933  559969_020     77  7    2                                None      Good
934  550461_010     63  8    1                                None Very Good
935  558082_010     82 12    1                 High school diploma      Good
936  557811_020     53 14    0                   Bachelor's degree Very Good
937  553879_010     61  6    1                                None      Poor
938  550583_010     54 14    3                   Bachelor's degree      Fair
939  559917_010     55 10    3                 High school diploma      Good
940  556732_010     64 17    5                     Master's degree      Fair
941  556793_010     53 11    4                                None      Fair
942  557461_020     51 16    3                     Master's degree      Good
943  557811_020     54 14    0                   Bachelor's degree      Good
944  558576_010     57 14    2                   Bachelor's degree      Good
945  550645_010     66 12    0                 High school diploma Very Good
946  551263_020     52 16    0                     Master's degree Very Good
947  553948_010     65 10    5                                None      Fair
948  557967_020     53 16    0                     Master's degree Excellent
949  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
950  550759_010     69 12    2                 High school diploma      Good
951  556666_020     47 13    4                  Associate's degree      Good
952  552079_010     51 12    5                 High school diploma      Good
953  554660_020     55 NA    0                     Master's degree      Good
954  558540_010     63 12    5                 High school diploma      Fair
955  551263_020     52 16    0                     Master's degree Very Good
956  550110_010     56 12    4                 High school diploma      Poor
957  555503_020     56 14    4                  Associate's degree      Fair
958  550920_010     65 12    5                 High school diploma      Fair
959  552766_010     74 14    0                  Associate's degree      Good
960  557510_020     47 12    0                 High school diploma Excellent
961  557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
962  552721_010     74 13    7                   Bachelor's degree      Fair
963  552177_010     54 16    0                     Master's degree Excellent
964  556241_010     52 13    2                  Associate's degree Very Good
965  550064_010     56 11    1                 High school diploma      Good
966  557391_020     72  9    2                                None      Fair
967  554877_010     51 16    2                     Master's degree      Good
968  556493_010     59 13    4                  Associate's degree      Fair
969  552154_010     55 12    1                 High school diploma Very Good
970  555178_010     68 12    0                 High school diploma      Good
971  554486_010     69 14    1                   Bachelor's degree      Fair
972  552886_010     72 14    1                  Associate's degree      Poor
973  554438_010     62 16    3                     Master's degree      Fair
974  555978_010     62 12    2                 High school diploma      Good
975  555476_010     53 16    1                     Master's degree Very Good
976  551253_010     52 16    2                     Master's degree      Good
977  558552_020     63 12    0                 High school diploma Very Good
978  557131_010     64 13    7                  Associate's degree      Good
979  554330_020     56 16    1                   Bachelor's degree      Fair
980  557213_010     65 14    4                  Associate's degree Very Good
981  558543_020     64 13    0                  Associate's degree Very Good
982  557538_020     55 16    0                 High school diploma Very Good
983  553030_010     52 12    1                 High school diploma      Fair
984  557283_010     55 13    6                  Associate's degree      Fair
985  555156_020     53 16    5                     Master's degree      Fair
986  552812_010     54 14    1                  Associate's degree      Good
987  550066_010     80 15    2                  Associate's degree      Fair
988  556266_010     57 15    3                  Associate's degree      Fair
989  550614_010     53 12    4                 High school diploma      Fair
990  553430_010     55  3    0                 High school diploma Excellent
991  553970_010     55 16    0                     Master's degree Very Good
992  551664_010     74 16    0                     Master's degree      Good
993  558922_010     52 15    1                     Master's degree      Poor
994  558198_010     53 NA    8                 High school diploma      Fair
995  558403_020     49 12    0                 High school diploma      Fair
996  557721_020     53 14    0                  Associate's degree Very Good
997  559029_020     50 16    0                     Master's degree      Good
998  555331_010     55 15    0                 High school diploma Very Good
999  553280_010     53  5    0                                None Very Good
1000 555578_020     59 10    1                                None Very Good
1001 556493_020     68 12    1                 High school diploma      Fair
1002 554073_010     51 16    0                     Master's degree Very Good
1003 555169_010     55 13    4                  Associate's degree Excellent
1004 555848_010     64 14    1                  Associate's degree Excellent
1005 559353_010     51 12    0                 High school diploma      Good
1006 554855_010     68 16    2                     Master's degree Excellent
1007 559834_010     74 14    1                  Associate's degree      Fair
1008 555307_010     63 13    2                  Associate's degree      Fair
1009 553139_020     51 16    1                     Master's degree Excellent
1010 551127_010     68 15    0                   Bachelor's degree      Good
1011 550536_010     77 16    0                     Master's degree Very Good
1012 550064_010     56 12    3                 High school diploma      Good
1013 554652_010     52 12    0                                 GED Very Good
1014 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1015 557014_010     68 12    0                 High school diploma Very Good
1016 551334_010     62 16    1                     Master's degree      Good
1017 550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1018 559598_010     57 13    1                  Associate's degree Very Good
1019 554740_010     58 12    5                 High school diploma      Good
1020 559839_010     53 13    0                  Associate's degree      Fair
1021 558552_020     63 12    0                 High school diploma Very Good
1022 554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
1023 555134_010     55 NA    1                     Master's degree      Good
1024 557461_020     50 17    3                     Master's degree      Good
1025 559748_010     63  9    1                                None      Good
1026 553641_010     52 12    1                 High school diploma      Good
1027 552304_010     63 17    0                     Master's degree      Good
1028 551808_020     66 12    0                                None Excellent
1029 552395_010     86  6    0                                None      Good
1030 556621_010     66  9    4                                 GED      Poor
1031 555962_010     72 12    2                 High school diploma      Poor
1032 552660_010     77 12    0                 High school diploma      Fair
1033 555041_020     76 17    1                     Master's degree      Good
1034 555042_010     56  6    1                                None Excellent
1035 553832_010     72 13    1                  Associate's degree      Poor
1036 555663_020     52 12    0                 High school diploma Very Good
1037 559001_010     69 12    4                 High school diploma      Poor
1038 557141_010     53  9    0                 High school diploma      Fair
1039 552753_010     53 15    0                  Associate's degree Very Good
1040 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1041 559567_020     59 12    3                 High school diploma      Poor
1042 552618_020     71  8    8                                None      Good
1043 559617_020     54 16    3                     Master's degree      Good
1044 559494_020     36 16    0                  Associate's degree Very Good
1045 552789_010     63 14    1                  Associate's degree Very Good
1046 552156_010     65 13    0                  Associate's degree Very Good
1047 558133_010     56 17    3                     Master's degree Very Good
1048 558404_020     63 12    0                                 GED Very Good
1049 553503_020     50 12    4                                None      Poor
1050 552154_020     49 11    5                                None      Fair
1051 558155_010     58 12    0                 High school diploma      Fair
1052 556125_010     80  9    0                                None      Fair
1053 554899_020     41 17    5                     Master's degree      Fair
1054 557344_010     58 12    3                 High school diploma      Poor
1055 558366_020     53 15    2                  Associate's degree      Good
1056 550941_010     75 14    1                   Bachelor's degree      Good
1057 556475_010     71 15    1                  Associate's degree      Good
1058 556675_020     48 16    0                     Master's degree Excellent
1059 556352_010     58 16    0                     Master's degree Excellent
1060 558765_010     62 12    3                 High school diploma Very Good
1061 553610_010     54 12    1                 High school diploma Very Good
1062 550267_020     57 16    0                     Master's degree Very Good
1063 557690_010     60  6    2                                None      Poor
1064 557630_020     49 12    0                 High school diploma      Good
1065 559969_010     74 10    1                                None      Fair
1066 554674_020     62 15    2                  Associate's degree      Good
1067 554344_020     70 15    1                  Associate's degree      Good
1068 552423_020     55 13    1                  Associate's degree Very Good
1069 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1070 553817_010     56 12    6                 High school diploma      Good
1071 559494_020     40 17    0                  Associate's degree      Good
1072 557882_010     52  9    0                 High school diploma      Good
1073 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1074 553778_010     62 16    2                     Master's degree Very Good
1075 556288_020     75 16    1                     Master's degree Very Good
1076 551878_010     59 10    3                                 GED Very Good
1077 557633_010     66 12    6                 High school diploma      Poor
1078 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1079 556993_010     52 16    3                     Master's degree Very Good
1080 556038_010     64 15    2                  Associate's degree Very Good
1081 552964_020     54 12   NA                 High school diploma Very Good
1082 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
1083 555929_010     55 16    0                     Master's degree Very Good
1084 557681_010     65 14    1                   Bachelor's degree      Fair
1085 550685_010     54 16    0                     Master's degree Very Good
1086 552874_020     66 12    4                 High school diploma      Fair
1087 552454_010     64 12    0                                None Very Good
1088 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1089 554409_020     49  6    0                                None Excellent
1090 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
1091 558266_010     56  1    2                 High school diploma      Fair
1092 556549_010     72 12    1                 High school diploma      Fair
1093 558143_020     50 16    1                     Master's degree Excellent
1094 559762_010     54 17    0                     Master's degree      Good
1095 550851_020     47 12    1                                 GED      Good
1096 553743_020     67 12    2                  Associate's degree      Good
1097 550930_010     56 14    1                  Associate's degree      Fair
1098 555156_020     53 16    4                     Master's degree      Fair
1099 555053_020     78  3    3                                None      Fair
1100 554899_020     41 13    5                  Associate's degree      Fair
1101 555891_010     56 11    7                                None      Fair
1102 552734_010     53  9    5                                None      Good
1103 559785_020     56 11    1                                 GED      Fair
1104 550428_010     59 12    1                 High school diploma      Good
1105 554427_010     53 16    2                     Master's degree      Good
1106 554069_020     60 11    2                                None      Fair
1107 559878_010     84 16    0                     Master's degree      Poor
1108 558366_020     53 16    2                     Master's degree      Good
1109 552816_020     67  0    0                                None      Good
1110 550605_010     65 12    0                 High school diploma      Good
1111 557882_010     52  9    0                 High school diploma      Good
1112 550143_010     75 10    0                                None Excellent
1113 551712_010     72  2    0                                None      Fair
1114 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1115 555777_010     54 NA    1                 High school diploma Excellent
1116 556666_020     47 12    4                 High school diploma      Good
1117 553273_010     54 16    5                     Master's degree      Good
1118 559044_020     60 12    1                 High school diploma      Fair
1119 559315_010     53 14    3                  Associate's degree      Fair
1120 556531_010     58 13    1                   Bachelor's degree      Good
1121 552822_020     52 14    1                  Associate's degree      Fair
1122 555103_010     54 14    8                  Associate's degree      Poor
1123 558174_010     79 16    0                     Master's degree Excellent
1124 552065_010     70 12    0                 High school diploma      Good
1125 559567_020     59 12    3                 High school diploma      Poor
1126 558290_020     52 14    0                     Master's degree Excellent
1127 556921_010     73  5    0                                None      Good
1128 559928_010     53 11    0                                 GED      Good
1129 555349_010     57 12    0                 High school diploma      Good
1130 551878_010     64 14    3                  Associate's degree Very Good
1131 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1132 555354_010     77 12    0                 High school diploma      Good
1133 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
1134 550736_010     82 16    0                  Associate's degree Excellent
1135 557349_020     49  8    0                 High school diploma Very Good
1136 553273_010     54 16    5                     Master's degree      Good
1137 557624_020     56 12    8                 High school diploma      Fair
1138 555115_010     72 14    7                  Associate's degree      Poor
1139 555441_020     60 12    1                                 GED Very Good
1140 557824_010     66 16    0                     Master's degree Excellent
1141 558737_010     70 12    0                                 GED      Fair
1142 557751_010     58 16    1                     Master's degree Very Good
1143 559877_020     46 16    0                     Master's degree Excellent
1144 559603_020     65 13    0                  Associate's degree      Good
1145 550155_010     53 12    1                                 GED Very Good
1146 554026_010     57  9    8                                None      Fair
1147 554413_010     65 10    1                                None      Fair
1148 554789_010     63 17    1                     Master's degree Very Good
1149 550093_020     63 13    1                  Associate's degree      Good
1150 551923_010     53 16    1                     Master's degree Very Good
1151 555286_010     87 14    4                  Associate's degree      Poor
1152 550683_010     53 12    2                                None      Good
1153 555463_020     84  6    0                                None      Poor
1154 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1155 557664_010     80 14    0                  Associate's degree      Good
1156 554213_010     53 16    0                     Master's degree      Good
1157 552681_020     51 12    0                 High school diploma      Good
1158 559586_010     55 16    4                     Master's degree      Good
1159 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1160 556806_010     70 14    0                   Bachelor's degree      Good
1161 551179_020     57  9    3                                None      Good
1162 556606_010     55 11    5                                None      Good
1163 557630_010     52  6    0                                None Very Good
1164 557213_010     65 14    4                  Associate's degree Very Good
1165 559103_010     52 17    4                     Master's degree Excellent
1166 551512_010     65 NA    0                 High school diploma Excellent
1167 558049_010     68 12    1                 High school diploma      Fair
1168 556424_020     45 12    5                 High school diploma      Fair
1169 556179_010     54 12    2                 High school diploma      Fair
1170 557518_010     58 14    2                  Associate's degree Very Good
1171 551735_020     51 16    1                     Master's degree      Fair
1172 550514_020     51 12    2                 High school diploma      Fair
1173 558602_010     61  6    0                                None      Fair
1174 557557_010     53 14    2                   Bachelor's degree      Good
1175 559963_010     54 17    3                     Master's degree      Good
1176 558390_010     54 16    2                     Master's degree Very Good
1177 553765_010     54 12    8                                 GED      Fair
1178 556135_010     53 12    1                 High school diploma      Fair
1179 558935_010     66 12    0                 High school diploma      Good
1180 557751_010     58 16    1                     Master's degree Very Good
1181 555405_010     53 12    2                 High school diploma Excellent
1182 554318_010     80 11    5                                None      Poor
1183 550943_010     62 10    4                                 GED      Poor
1184 559785_010     56 11    1                 High school diploma      Fair
1185 554717_010     55 16    5                     Master's degree Very Good
1186 550962_020     52 12    1                 High school diploma      Fair
1187 555441_020     54 12    1                 High school diploma Very Good
1188 553951_020     52 14   NA                 High school diploma      Good
1189 559445_010     55 12    0                                None      Good
1190 553443_010     67 17    0                     Master's degree      Good
1191 556536_010     53 16    0                     Master's degree      Fair
1192 552548_010     65 14    7                     Master's degree Very Good
1193 559484_020     53 14    1                  Associate's degree Very Good
1194 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1195 558664_010     57 14    1                   Bachelor's degree      Good
1196 557802_010     67 14    1                   Bachelor's degree Very Good
1197 554302_010     73  6    8                                None      Poor
1198 556758_010     53 12    0                                 GED Very Good
1199 559470_020     69 11    1                                 GED      Fair
1200 553432_010     71 13    7                  Associate's degree      Good
1201 555427_010     70 12    0                                 GED      Good
1202 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1203 553738_010     77 16    6                     Master's degree      Fair
1204 557785_010     52 14    3                   Bachelor's degree      Good
1205 555375_010     59 16    0                     Master's degree      Fair
1206 550038_010     53 12    2                 High school diploma      Fair
1207 556018_020     53 16    1                     Master's degree      Fair
1208 551169_010     56 16    3                     Master's degree      Poor
1209 559350_010     54 16    3                     Master's degree      Good
1210 557269_010     58 13    7                  Associate's degree      Good
1211 557699_010     51 12    3                 High school diploma      Fair
1212 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1213 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1214 557538_020     61 12    0                 High school diploma Very Good
1215 558142_010     82  6    2                                None      Good
1216 551748_010     55 16    0                     Master's degree Very Good
1217 555339_010     54 12    1                 High school diploma      Good
1218 554680_010     65 12    1                 High school diploma      Good
1219 551025_020     58 12    1                 High school diploma Very Good
1220 558039_010     63 13    6                  Associate's degree      Fair
1221 555601_010     58 14    1                 High school diploma      Fair
1222 555331_020     46 13    0                 High school diploma Very Good
1223 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1224 559616_010     53  9    0                                None      Fair
1225 559814_010     55 17    0                     Master's degree Very Good
1226 557322_020     66 16    2                     Master's degree Excellent
1227 555176_010     65 13    1                  Associate's degree      Good
1228 557139_010     70 12    3                 High school diploma      Fair
1229 553623_020     64 12    0                                 GED Very Good
1230 557269_010     58 13    7                  Associate's degree      Good
1231 551529_010     82 12    0                 High school diploma      Good
1232 550428_010     57 12    1                 High school diploma      Good
1233 552748_020     64 12    1                 High school diploma Very Good
1234 558693_010     52  6    0                                None      Fair
1235 558039_010     63 13    6                  Associate's degree      Fair
1236 556993_020     46 16    3                     Master's degree Very Good
1237 552482_020     62 12    2                                 GED      Fair
1238 551104_010     55 14    2                  Associate's degree      Fair
1239 554471_010     51 16    4                     Master's degree      Fair
1240 552429_010     65 16    0                     Master's degree      Good
1241 555115_010     72 14    7                  Associate's degree      Poor
1242 554486_020     72 15    0                   Bachelor's degree      Good
1243 553778_020     66 16    0                     Master's degree      Fair
1244 559391_010     90  4    3                                None      Good
1245 555844_010     53 11    1                                None      Fair
1246 553790_020     55 14    0                   Bachelor's degree      Good
1247 550962_010     53 14    1                  Associate's degree      Fair
1248 550817_010     76 15    1                  Associate's degree Very Good
1249 557885_020     62 12    3                 High school diploma      Fair
1250 552822_010     52 13    1                  Associate's degree      Fair
1251 559471_010     59 12    6                 High school diploma      Poor
1252 552490_010     71 12    2                 High school diploma      Good
1253 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
1254 555702_010     60 14    5                   Bachelor's degree      Fair
1255 550362_010     55 12    8                                None      Poor
1256 551335_020     50 12    0                 High school diploma      Good
1257 556149_010     59 13    8                  Associate's degree      Poor
1258 554252_020     48  3    1                                None      Good
1259 559445_010     55 12    0                                None      Good
1260 557226_010     77 14    2                  Associate's degree      Fair
1261 552648_020     66 11   NA                                None      Fair
1262 550421_010     75 14    2                   Bachelor's degree      Fair
1263 551686_020     53 16    1                     Master's degree Very Good
1264 552911_010     51 13    4                  Associate's degree Very Good
1265 554591_020     48 17    6                     Master's degree      Good
1266 551863_020     62 16    0                  Associate's degree Very Good
1267 551412_020     56 14    4                 High school diploma      Fair
1268 554717_010     55 16    5                     Master's degree Very Good
1269 553393_010     52 12    7                 High school diploma Very Good
1270 553911_010     80 12    1                 High school diploma      Fair
1271 559963_010     54 16    3                     Master's degree      Fair
1272 550536_010     77 16    0                     Master's degree Very Good
1273 551346_010     57  9    0                                None      Good
1274 557411_020     51 16    3                     Master's degree      Poor
1275 557617_010     65 16    1                     Master's degree      Fair
1276 550320_010     52 16    0                     Master's degree Very Good
1277 556686_020     69 NA    2                                 GED      Good
1278 550880_010     55 12    0                 High school diploma      Fair
1279 550609_010     55 12    0                  Associate's degree      Good
1280 550272_010     55 16    2                     Master's degree      Good
1281 551843_010     56 12    0                 High school diploma      Good
1282 559471_010     59 12    6                 High school diploma      Poor
1283 552028_020     52 17    5                     Master's degree Very Good
1284 553925_010     82 11    1                                 GED Very Good
1285 550581_020     66  6    7                                None      Fair
1286 553014_020     72 17    1                     Master's degree      Good
1287 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1288 557595_010     69  7    0                                None      Good
1289 554432_020     73 16    2                     Master's degree Very Good
1290 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1291 558286_010     57 11    3                 High school diploma      Fair
1292 555560_010     58 14    1                  Associate's degree Very Good
1293 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1294 550419_010     87 15    1                  Associate's degree      Fair
1295 552892_020     60 14    4                  Associate's degree      Fair
1296 550817_010     76 15    1                  Associate's degree Very Good
1297 557396_010     68 13    5                  Associate's degree      Fair
1298 554365_010     64  0    0                                None      Fair
1299 558552_010     65 12    1                 High school diploma      Fair
1300 555489_020     58 14    1                   Bachelor's degree Very Good
1301 559806_020     54  5    0                                None      Fair
1302 552292_010     57 14    4                   Bachelor's degree      Good
1303 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1304 555341_010     56 16    8                     Master's degree      Poor
1305 555137_010     62 11    1                                 GED Very Good
1306 556471_010     65 12    5                                 GED      Good
1307 558103_010     51 14    1                  Associate's degree      Poor
1308 550445_010     84 17    0                     Master's degree Very Good
1309 558366_010     56 16    2                     Master's degree      Good
1310 554885_010     65 14    2                  Associate's degree      Poor
1311 554506_010     76 16    0                     Master's degree      Good
1312 555962_010     72 12    2                 High school diploma      Poor
1313 556079_010     55 14    7                   Bachelor's degree      Fair
1314 550201_020     40 17    2                     Master's degree Excellent
1315 550233_010     64 12    6                 High school diploma      Good
1316 557642_010     56 16    1                     Master's degree      Good
1317 550218_020     57 17    8                     Master's degree Very Good
1318 554344_020     70 15    1                  Associate's degree      Good
1319 555765_010     54 12    5                                 GED      Fair
1320 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1321 554903_010     62 12    2                                 GED Very Good
1322 558316_010     70 12    0                                 GED      Good
1323 556833_010     54  9    0                                None Excellent
1324 557882_010     52  9    0                 High school diploma      Good
1325 555911_010     51 14    5                   Bachelor's degree      Fair
1326 556513_010     60 10    1                                None      Fair
1327 552693_010     54 16    6                  Associate's degree      Fair
1328 557322_020     69 16    0                     Master's degree      Good
1329 559190_020     54 17    0                     Master's degree      Good
1330 558543_020     64 11    0                 High school diploma Very Good
1331 552646_010     52 14    1                  Associate's degree      Fair
1332 550181_010     55 17    2                     Master's degree      Good
1333 553321_010     62 14    0                  Associate's degree      Poor
1334 552395_010     86  6    0                                None      Good
1335 556345_010     62 13    5                  Associate's degree      Poor
1336 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
1337 555844_010     53 11    1                                None      Fair
1338 557349_020     49  9    0                 High school diploma Very Good
1339 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1340 551143_020     50 11    8                 High school diploma      Fair
1341 555952_010     51 14    5                   Bachelor's degree      Good
1342 558144_010     54 16    4                     Master's degree      Poor
1343 553699_010     63  9    6                                None Very Good
1344 557710_010     87 14    0                  Associate's degree Very Good
1345 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1346 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1347 558837_010     67  4    0                                None      Fair
1348 559839_010     53 16    0                     Master's degree      Good
1349 552648_010     64 12   NA                 High school diploma      Good
1350 555209_010     52 NA    0                 High school diploma      Good
1351 553761_010     54 15    6                   Bachelor's degree      Poor
1352 558155_010     58 14    0                 High school diploma      Good
1353 558646_010     64 11    2                                None      Good
1354 555073_010     58 16    0                     Master's degree      Good
1355 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1356 553280_010     54  5    0                                None Very Good
1357 553327_010     51 12    5                 High school diploma      Good
1358 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1359 556441_010     59 16    4                     Master's degree      Poor
1360 555780_010     68 12    3                 High school diploma Excellent
1361 554398_010     53  6    0                                None      Good
1362 557792_010     51 16    3                     Master's degree      Good
1363 557152_020     52 17    0                     Master's degree      Good
1364 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
1365 554481_010     63  3    0                 High school diploma Excellent
1366 551279_010     54 12    1                 High school diploma      Good
1367 554438_010     62 16    3                     Master's degree      Fair
1368 552059_010     61 14    0                   Bachelor's degree      Fair
1369 559586_010     55 16    7                     Master's degree      Good
1370 557882_010     52  9    0                 High school diploma      Good
1371 551957_010     51 16    0                     Master's degree Very Good
1372 555603_020     44 13    4                  Associate's degree      Fair
1373 556668_020     78  9    1                                None      Good
1374 553280_020     40  3    7                                None Very Good
1375 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
1376 555073_020     56 17    4                     Master's degree      Good
1377 550698_020     67 14    0                  Associate's degree      Good
1378 558694_020     53 16    3                     Master's degree Very Good
1379 553413_020     64 12    3                 High school diploma      Fair
1380 550015_020     49  9    1                 High school diploma      Good
1381 559932_010     75 17    5                     Master's degree      Fair
1382 551080_010     69 12    1                 High school diploma      Good
1383 553849_010     77 NA    6                     Master's degree      Fair
1384 556057_010     66 14    0                  Associate's degree      Good
1385 552613_010     51 13    1                  Associate's degree      Good
1386 555071_020     48 12    3                                 GED      Good
1387 556799_020     50 16    2                     Master's degree      Poor
1388 550223_010     55 16    2                     Master's degree Very Good
1389 558693_020     54  6    0                                None      Fair
1390 553881_010     59 13    0                  Associate's degree Very Good
1391 551123_010     74  2    1                                None      Fair
1392 550524_010     69 15    1                   Bachelor's degree      Good
1393 557061_010     53 13    1                  Associate's degree      Good
1394 558849_010     54 14    0                   Bachelor's degree Very Good
1395 551126_010     52 12    0                 High school diploma Excellent
1396 558419_010     67 12    4                 High school diploma      Fair
1397 552963_010     53 12    5                 High school diploma      Good
1398 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1399 550156_020     51 12    5                                None      Good
1400 558120_010     67 16    3                     Master's degree      Good
1401 552837_010     51 13    0                  Associate's degree Excellent
1402 552028_020     52 17    6                     Master's degree Very Good
1403 554880_010     59 12    1                                None      Good
1404 559513_020     65 16    0                     Master's degree      Good
1405 554427_020     49 16    2                     Master's degree Excellent
1406 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
1407 557624_010     55 12    4                 High school diploma      Fair
1408 553060_020     52 14    3                  Associate's degree      Good
1409 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1410 552892_020     60 15    6                  Associate's degree      Fair
1411 558884_010     59 16    2                     Master's degree      Good
1412 557858_010     52 NA    7                                 GED      Poor
1413 550385_010     65 14    0                  Associate's degree Very Good
1414 551191_010     82 13    3                  Associate's degree      Fair
1415 554842_010     69 13    3                  Associate's degree      Good
1416 556090_010     50 12    0                 High school diploma Very Good
1417 552836_020     56 17    0                     Master's degree Very Good
1418 559487_010     74 13    5                  Associate's degree      Fair
1419 550043_010     75 12    0                 High school diploma Very Good
1420 556493_010     59 14    4                  Associate's degree      Fair
1421 554627_010     62 13    3                  Associate's degree      Good
1422 554092_010     74 11    0                 High school diploma      Good
1423 556394_010     57 17    3                  Associate's degree      Good
1424 558103_010     51 14    1                  Associate's degree      Poor
1425 557842_020     51  8    2                                None      Good
1426 556499_010     62 12    4                 High school diploma      Good
1427 556137_010     60 15    1                  Associate's degree      Good
1428 553351_010     53 12    4                 High school diploma      Good
1429 555441_010     54 12    0                                 GED      Fair
1430 554301_020     49 12    0                 High school diploma Very Good
1431 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1432 551150_010     74 16    0                     Master's degree Very Good
1433 555071_020     48 12    3                                 GED      Good
1434 559598_010     57 13    1                  Associate's degree Very Good
1435 558154_010     56 16    5                     Master's degree      Poor
1436 550985_020     54 16    0                     Master's degree Excellent
1437 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1438 552479_020     40 16    0                     Master's degree Excellent
1439 552753_010     53 15    0                  Associate's degree Very Good
1440 558897_010     51 12    4                 High school diploma      Fair
1441 550047_010     54 12    0                 High school diploma Excellent
1442 553793_010     55 14    1                  Associate's degree      Fair
1443 556833_010     54  9    0                                None Excellent
1444 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
1445 555603_020     43 13    4                  Associate's degree      Poor
1446 555788_010     67 16    0                     Master's degree      Good
1447 559227_020     50 16    0                     Master's degree      Poor
1448 552529_020     55 16    1                     Master's degree Very Good
1449 559121_010     56 11    6                                None      Poor
1450 556143_010     58 14    0                   Bachelor's degree Very Good
1451 554238_020     75 14    0                 High school diploma Very Good
1452 550362_010     55 12    8                                 GED      Poor
1453 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1454 554793_010     64 12    1                 High school diploma      Good
1455 550233_010     66 13    1                  Associate's degree      Good
1456 554740_010     58 12    5                 High school diploma      Good
1457 553570_020     40 12    2                 High school diploma      Fair
1458 553166_020     82  7    0                                None      Good
1459 555244_010     60  2    3                                None      Fair
1460 553055_010     63 13    1                  Associate's degree      Fair
1461 557391_010     73 11    2                                None Very Good
1462 556352_010     58 16    0                     Master's degree Excellent
1463 555545_020     60 10    2                                None Very Good
1464 550686_010     58 11    2                 High school diploma      Good
1465 555310_010     76 12    2                                 GED      Fair
1466 555545_010     60 11    1                                None Excellent
1467 556073_010     65 11    5                 High school diploma Very Good
1468 553890_010     54 12    0                 High school diploma Very Good
1469 559315_010     53 14    3                  Associate's degree      Fair
1470 556154_020     54 16    1                     Master's degree Very Good
1471 556873_010     70  6    1                                None Very Good
1472 552633_010     61 12    0                 High school diploma      Good
1473 559893_010     62 11    4                 High school diploma      Fair
1474 555515_010     52 12    1                                 GED      Fair
1475 554548_010     61 14    6                   Bachelor's degree      Poor
1476 550356_010     54 11    7                                 GED      Fair
1477 554724_020     68 12    1                 High school diploma      Good
1478 551203_010     56 NA    0                   Bachelor's degree Excellent
1479 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
1480 556266_010     57 17    3                  Associate's degree      Fair
1481 553482_010     57 12    6                 High school diploma      Poor
1482 556445_010     58 12    5                 High school diploma      Fair
1483 552917_010     56 17    1                     Master's degree Very Good
1484 558237_010     55 12    5                 High school diploma      Fair
1485 551505_010     74 13    0                  Associate's degree      Good
1486 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1487 557690_010     60  6    2                                None      Poor
1488 553399_010     71 17    0                     Master's degree Very Good
1489 555441_010     54 12    0                 High school diploma      Fair
1490 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
1491 557795_010     82 12    4                 High school diploma      Fair
1492 559964_010     66 17    6                     Master's degree      Fair
1493 558951_020     54 16    5                   Bachelor's degree      Fair
1494 556179_020     45 12    1                 High school diploma      Fair
1495 559346_010     73 12    0                                None      Good
1496 557710_010     87 14    0                  Associate's degree Very Good
1497 551746_010     52 10    1                                None      Good
1498 557126_020     50 14    2                 High school diploma Very Good
1499 553443_020     61 17    5                     Master's degree      Good
1500 554517_010     57 16    0                     Master's degree Excellent
1501 553086_010     67 14    1                   Bachelor's degree Very Good
1502 553826_020     59 14    0                   Bachelor's degree Excellent
1503 551957_020     51 16    1                     Master's degree      Good
1504 555241_010     52 12    7                 High school diploma      Fair
1505 554624_010     91  7    0                                None      Fair
1506 559691_010     50 14    1                  Associate's degree      Good
1507 559839_010     53 17    0                     Master's degree Very Good
1508 557882_010     52  9    0                 High school diploma      Good
1509 558747_010     54 16    7                     Master's degree      Fair
1510 556260_020     57 15    0                   Bachelor's degree Very Good
1511 557141_010     53  9    0                 High school diploma      Fair
1512 557198_010     55 12    1                 High school diploma      Good
1513 556240_020     51 12    3                 High school diploma      Good
1514 551057_010     77  5    0                                None      Fair
1515 551450_010     56 14    0                   Bachelor's degree      Good
1516 556869_010     73 12    4                 High school diploma      Good
1517 556138_010     59 13    6                  Associate's degree      Fair
1518 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1519 550873_010     52 12    3                 High school diploma      Good
1520 554238_020     75 14    1                 High school diploma      Good
1521 552482_010     63 10    2                                None      Fair
1522 559963_010     54 16    3                     Master's degree      Fair
1523 556288_020     74 16    1                     Master's degree Very Good
1524 555336_010     65 12    1                 High school diploma      Good
1525 551450_010     56 17    0                     Master's degree      Good
1526 553435_010     75  2    3                 High school diploma Very Good
1527 551723_010     64  6    1                                None      Good
1528 551238_010     53 14    4                  Associate's degree      Good
1529 557198_010     55 12    1                 High school diploma      Good
1530 551483_010     66  4    1                                None      Fair
1531 559387_010     53 11    1                                 GED      Good
1532 558602_020     63  6    0                                None      Fair
1533 550524_010     69 16    1                     Master's degree      Good
1534 558069_010     67 15    2                   Bachelor's degree      Fair
1535 557754_010     64 12    6                                None      Fair
1536 558266_010     56  3    2                 High school diploma      Fair
1537 556545_010     52 14    0                   Bachelor's degree      Good
1538 558309_010     82 16    5                     Master's degree      Poor
1539 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1540 558693_010     52  6    0                                None      Fair
1541 553248_010     69 14    0                  Associate's degree Very Good
1542 557721_020     53 14    0                  Associate's degree Very Good
1543 557131_020     69 12    0                 High school diploma      Good
1544 550063_010     52 16    2                     Master's degree Very Good
1545 550759_010     69 12    2                 High school diploma      Good
1546 552050_010     57 12    4                 High school diploma      Fair
1547 555216_020     70 11    0                                None      Fair
1548 552812_020     54 16    1                     Master's degree      Good
1549 557842_010     52 12    1                                None      Good
1550 559329_020     45 17    0                     Master's degree      Poor
1551 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1552 556549_010     72 12    1                 High school diploma      Fair
1553 559649_010     60 13    3                   Bachelor's degree      Good
1554 554129_020     90 16    2                     Master's degree      Good
1555 550904_020     47 17    1                     Master's degree Very Good
1556 552949_010     54 12    5                                 GED      Fair
1557 552100_010     63 16    0                     Master's degree Very Good
1558 558837_020     67  4    0                                None      Fair
1559 556477_010     53 NA    5                                None      Poor
1560 558082_010     82 12    1                 High school diploma      Good
1561 554250_010     77 17    5                     Master's degree      Good
1562 551110_010     68 11    0                                 GED      Good
1563 557721_020     53 14    0                  Associate's degree Very Good
1564 557407_010     53 13    4                  Associate's degree      Poor
1565 558284_010     81 14    0                  Associate's degree      Good
1566 557253_010     74 12    0                 High school diploma      Good
1567 558991_010     52 17    4                  Associate's degree      Fair
1568 557126_020     50 14    2                 High school diploma Very Good
1569 556509_010     80 12    2                 High school diploma      Good
1570 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1571 559484_020     52 14    1                  Associate's degree Very Good
1572 558004_010     53 12    2                 High school diploma      Good
1573 550904_020     47 17    1                     Master's degree Very Good
1574 551024_010     79 14    1                  Associate's degree      Good
1575 550783_010     84 10    0                                None      Fair
1576 559691_010     50 14    1                  Associate's degree      Good
1577 552745_010     52 14    1                  Associate's degree      Good
1578 557785_020     52 14    3                   Bachelor's degree      Good
1579 559786_020     52  9    1                                None      Poor
1580 558380_010     63 10    0                                None      Fair
1581 554256_020     55 10    2                                 GED      Fair
1582 559470_010     61 11    1                                 GED      Good
1583 557775_010     53 16    3                     Master's degree Very Good
1584 559762_010     54 17    0                     Master's degree Very Good
1585 553267_010     71  9    0                 High school diploma Very Good
1586 552156_010     65 13    0                  Associate's degree Very Good
1587 551286_020     67  8    2                                None      Fair
1588 558927_010     54 14    1                   Bachelor's degree Excellent
1589 557003_010     56 16    3                     Master's degree Very Good
1590 557385_020     64 14    1                  Associate's degree      Good
1591 555911_010     51 14    5                   Bachelor's degree      Fair
1592 558541_010     69 13    2                  Associate's degree      Good
1593 557461_020     51 16    3                     Master's degree      Good
1594 552048_010     79 13    7                  Associate's degree      Fair
1595 557223_010     70 14    1                  Associate's degree      Fair
1596 557034_010     68  7    0                                None      Fair
1597 550794_020     55 15    0                 High school diploma      Good
1598 552872_020     64 17    0                     Master's degree Excellent
1599 556654_010     51 14    1                   Bachelor's degree Very Good
1600 551761_010     68 12    1                 High school diploma Excellent
1601 553948_020     66 16    1                 High school diploma      Good
1602 552690_010     60 12    4                 High school diploma      Fair
1603 554939_010     59 12    1                 High school diploma      Fair
1604 557425_010     54 12    0                 High school diploma Very Good
1605 553393_010     52 12    5                 High school diploma Very Good
1606 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1607 551305_010     54 12    0                 High school diploma Very Good
1608 558826_010     73 14    1                   Bachelor's degree      Good
1609 552025_010     51 16    2                     Master's degree      Fair
1610 554195_010     60 16    0                     Master's degree Very Good
1611 559806_010     64  3    1                                None      Fair
1612 551564_010     54 12    2                                 GED      Fair
1613 554069_020     60 11    2                                None      Fair
1614 551767_010     53 14    3                  Associate's degree Excellent
1615 556484_010     57 15    0                   Bachelor's degree Very Good
1616 556367_010     55 12    1                 High school diploma Excellent
1617 556141_020     74 14    2                  Associate's degree      Fair
1618 553715_010     61 12    2                 High school diploma      Fair
1619 551261_010     54 15    0                  Associate's degree Very Good
1620 555872_010     56 14    0                   Bachelor's degree Very Good
1621 555473_010     64 11    3                                None      Fair
1622 552548_010     65 14    5                     Master's degree Very Good
1623 551057_010     77  9    0                                None      Fair
1624 554427_020     49 16    2                     Master's degree Excellent
1625 557386_010     88  2    1                                None      Fair
1626 559512_010    100 14    2                  Associate's degree      Good
1627 550822_010     54 13    1                  Associate's degree      Fair
1628 554831_010     70 12    1                 High school diploma      Good
1629 558926_010     56 12    0                 High school diploma Very Good
1630 559512_010     96 14    2                  Associate's degree      Good
1631 550278_010     68 15    1                   Bachelor's degree      Good
1632 556545_010     52 14    0                   Bachelor's degree      Good
1633 553206_010     54 14    0                  Associate's degree      Fair
1634 559704_010     60 15    1                   Bachelor's degree Excellent
1635 557721_020     53 14    0                  Associate's degree Very Good
1636 553393_010     52 12    5                 High school diploma Very Good
1637 553826_020     58 14    0                  Associate's degree Excellent
1638 550295_010     52  6    3                                None      Fair
1639 551026_010     78 12    0                 High school diploma      Good
1640 556114_010     52 16    0                     Master's degree Very Good
1641 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
1642 557876_010     72 12    0                                 GED      Good
1643 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1644 557721_010     53 14    0                  Associate's degree Excellent
1645 558131_010     55 12    1                 High school diploma      Fair
1646 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1647 557093_010     62 11    0                                None      Fair
1648 558266_010     56  0    2                 High school diploma      Fair
1649 554917_010     66 14    1                  Associate's degree Excellent
1650 558131_020     56 16    1                     Master's degree      Good
1651 555245_010     52 12    1                 High school diploma      Good
1652 557773_010     56 15    3                  Associate's degree Very Good
1653 557038_010     68 14    0                  Associate's degree      Good
1654 551087_010     58 12    0                 High school diploma      Good
1655 555050_010     53 14    0                   Bachelor's degree      Good
1656 550845_010     53 16    5                     Master's degree      Good
1657 553327_010     51 12    5                 High school diploma      Good
1658 555053_010     81  1    1                                None      Good
1659 552053_010     57 15    2                  Associate's degree      Good
1660 552812_020     54 16    0                     Master's degree Very Good
1661 557030_010     82 16    2                     Master's degree      Poor
1662 557673_010     64 13    4                  Associate's degree      Good
1663 551225_010     55  6    2                                None      Fair
1664 550143_010     76 10    0                                None Excellent
1665 554354_010     60 13    0                  Associate's degree      Good
1666 557073_020     65  6    0                                None      Fair
1667 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1668 557223_010     73 14    1                  Associate's degree      Fair
1669 558809_010     55 16    1                     Master's degree      Poor
1670 554578_020     54 13    0                     Master's degree Very Good
1671 554578_010     55 13    1                   Bachelor's degree      Good
1672 551783_010     65 12    2                 High school diploma Very Good
1673 550317_010     51 13    0                  Associate's degree Very Good
1674 559586_010     55 16    4                     Master's degree      Good
1675 556668_020     74 13    1                  Associate's degree      Good
1676 552776_010     53 12    4                 High school diploma      Good
1677 559579_020     51 17    1                     Master's degree Very Good
1678 550105_010     71 13    1                  Associate's degree      Good
1679 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1680 558974_010     55 13    2                  Associate's degree      Good
1681 555780_010     68 12    4                 High school diploma      Good
1682 555053_020     77  1    3                                None      Fair
1683 550356_010     54 11    7                                 GED      Fair
1684 550164_020     65 17    0                     Master's degree Very Good
1685 559660_010     62 11    1                                None      Fair
1686 559477_020     36 16    0                     Master's degree      Fair
1687 553121_010     56 16    0                     Master's degree      Good
1688 557924_010     54 14    3                   Bachelor's degree      Good
1689 554146_010     62 13    3                  Associate's degree Excellent
1690 554121_010     58 16    0                     Master's degree Very Good
1691 556475_010     71 15    1                  Associate's degree      Good
1692 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1693 559758_010     67 13    1                  Associate's degree      Fair
1694 550240_020     70 12    4                 High school diploma      Fair
1695 556698_010     55 16    2                     Master's degree Very Good
1696 553262_010     52 12    5                 High school diploma      Good
1697 557680_010     67 12    0                 High school diploma Excellent
1698 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
1699 557063_020     52 12    7                 High school diploma      Fair
1700 551207_010     53 12    6                                 GED      Good
1701 558859_010     54 14    3                   Bachelor's degree Very Good
1702 550228_010     64 12    2                 High school diploma      Good
1703 554069_010     67 13    1                 High school diploma      Good
1704 557842_010     52 14    1                  Associate's degree      Good
1705 554255_010     56  6    0                                None      Good
1706 555891_020     55 10    6                                None      Fair
1707 559806_020     50  2    0                                None      Fair
1708 555171_010     79  7    1                                None Very Good
1709 556533_020     41 12    1                 High school diploma      Good
1710 558185_010     55 14    8                   Bachelor's degree      Fair
1711 557152_010     54 16    0                     Master's degree      Good
1712 556857_010     51 12    2                 High school diploma Very Good
1713 559912_020     56 16    0                     Master's degree Very Good
1714 554363_010     56 11    1                                None      Good
1715 558693_020     53  6    0                                None      Fair
1716 552648_010     64 12   NA                 High school diploma Very Good
1717 559752_010     69 16    0                     Master's degree      Good
1718 552906_010     51 12    2                 High school diploma      Good
1719 559186_020     47  3    0                                 GED Very Good
1720 553623_010     59 13    2                 High school diploma Very Good
1721 555853_010     72  0    6                                None      Fair
1722 551957_020     51 16    1                     Master's degree      Good
1723 554517_010     57 16    0                     Master's degree Excellent
1724 554832_010     61 13    2                     Master's degree      Good
1725 555053_010     84  1    1                                None      Good
1726 553180_010     87  0    6                                None      Good
1727 557510_020     47 12    0                 High school diploma Excellent
1728 554075_010     64 11    0                 High school diploma      Good
1729 559814_010     55 15    0                  Associate's degree      Good
1730 556976_020     47 12    0                                None      Good
1731 553738_010     77 16    6                     Master's degree      Fair
1732 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1733 559653_010     68 14    0                   Bachelor's degree Excellent
1734 559921_010     53 16    2                  Associate's degree      Poor
1735 557667_010     55 14    8                   Bachelor's degree      Poor
1736 551080_020     69 12    1                 High school diploma      Good
1737 556224_010     67 15    0                  Associate's degree      Good
1738 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1739 554789_010     65 16    3                     Master's degree      Good
1740 550964_020     56 12    3                 High school diploma Very Good
1741 554724_020     68 12    0                 High school diploma      Good
1742 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1743 554445_010     74 14    1                   Bachelor's degree      Good
1744 558015_010     64 13    2                  Associate's degree      Good
1745 557470_020     56 16    0                     Master's degree      Good
1746 559369_010     69 15    0                   Bachelor's degree      Good
1747 556144_020     63 16    0                  Associate's degree Very Good
1748 553921_010     92 12    1                 High school diploma      Poor
1749 550385_010     64 11    0                 High school diploma Very Good
1750 552779_010     91 14    4                   Bachelor's degree      Poor
1751 554392_010     65 14    1                  Associate's degree      Good
1752 557885_020     54 12    2                 High school diploma      Fair
1753 557349_020     49  6    0                 High school diploma Very Good
1754 559470_010     65 14    1                   Bachelor's degree      Good
1755 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1756 551214_010     66  0    3                                None      Fair
1757 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1758 555706_020     54 13    2                  Associate's degree      Fair
1759 550295_010     52  6    2                                None      Fair
1760 550967_020     63 14    2                 High school diploma      Good
1761 550962_010     53 14    1                  Associate's degree      Fair
1762 559144_010     84 10    2                                None      Good
1763 558974_010     55 13    2                  Associate's degree      Good
1764 559223_020     49 13    4                  Associate's degree      Fair
1765 552811_020     60 17    0                     Master's degree Excellent
1766 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1767 556402_010     52 13    1                  Associate's degree Very Good
1768 550291_010     54  9    1                                None      Good
1769 550043_010     75 12    0                 High school diploma Very Good
1770 554228_020     69 12    7                                None      Fair
1771 553325_010     70 13    1                  Associate's degree      Good
1772 551686_010     54 16    2                     Master's degree      Poor
1773 559649_010     60 13    3                   Bachelor's degree      Good
1774 552301_010     77 13    0                  Associate's degree Excellent
1775 558109_010     57 16    1                     Master's degree      Good
1776 554899_010     51 14    2                  Associate's degree      Fair
1777 550015_020     49 11    0                 High school diploma      Good
1778 550985_020     54 16    0                     Master's degree Excellent
1779 558936_010     63 11    5                 High school diploma      Fair
1780 551132_020     56 16    1                     Master's degree Very Good
1781 554369_010     65 10    4                                None      Fair
1782 559343_010     55 16    1                     Master's degree Excellent
1783 553793_010     55 14    1                  Associate's degree      Fair
1784 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1785 557433_010     65 12    3                                 GED      Good
1786 555260_010     77 17    0                     Master's degree      Fair
1787 554494_020     51 12    1                 High school diploma      Poor
1788 558739_010     52 17    1                     Master's degree      Good
1789 554875_020     50 12    1                 High school diploma Very Good
1790 559270_010     52 NA    0                   Bachelor's degree Very Good
1791 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1792 553994_020     51  5    8                                None      Poor
1793 556851_010     55 17    7                     Master's degree      Fair
1794 550185_020     50 16    1                     Master's degree Excellent
1795 555338_010     74  0    0                                None      Fair
1796 551286_020     67  4    2                                None      Fair
1797 555351_010     53 14    1                  Associate's degree Excellent
1798 559011_010     54 13    3                  Associate's degree      Fair
1799 551085_010     55 12    1                 High school diploma Excellent
1800 552629_010     78  6    2                                None      Fair
1801 554463_010     56 11    5                                 GED      Fair
1802 551026_010     78 12    0                 High school diploma      Good
1803 556943_020     54 12    1                 High school diploma      Good
1804 558646_010     64 11    2                                None      Good
1805 556827_010     69 11    3                                None      Fair
1806 550964_010     53 12    1                 High school diploma Very Good
1807 552053_010     57 15    2                  Associate's degree      Good
1808 559839_020     45 13    0                  Associate's degree      Fair
1809 550015_010     56 12    2                 High school diploma Very Good
1810 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1811 553935_010     69 17    1                     Master's degree Very Good
1812 553995_010     62 12    0                 High school diploma      Poor
1813 557795_010     82 12    4                 High school diploma      Fair
1814 556779_020     51 13    0                   Bachelor's degree      Good
1815 550522_010     56  9    1                                None      Fair
1816 555441_010     54 12    0                 High school diploma      Fair
1817 551737_020     51 16    1                   Bachelor's degree Excellent
1818 558652_020     50 15    1                  Associate's degree      Good
1819 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1820 559300_010     56 16    0                     Master's degree Very Good
1821 557908_010     56 14    0                  Associate's degree      Good
1822 557784_010     54 13    4                  Associate's degree      Fair
1823 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1824 556936_010     62 16    0                     Master's degree      Good
1825 557559_020     67 17    0                     Master's degree      Good
1826 559440_010     55 12    7                 High school diploma      Good
1827 551228_010     57 12    6                                None      Fair
1828 552383_010     70 11    2                                None      Good
1829 559132_010     59 14    0                   Bachelor's degree Very Good
1830 554655_010     53 12    8                 High school diploma      Fair
1831 551686_020     53 15    0                  Associate's degree Very Good
1832 556586_010     69 16    2                     Master's degree      Good
1833 557571_010     68 12    2                 High school diploma Very Good
1834 552499_020     62 NA    0                   Bachelor's degree      Fair
1835 559593_010     51 16    0                  Associate's degree      Fair
1836 559653_010     64 16    0                     Master's degree Excellent
1837 559199_020     46  8    7                                None      Good
1838 558938_010     53 15    3                   Bachelor's degree Very Good
1839 551108_020     51 14    5                     Master's degree      Good
1840 555071_010     51 12    3                                 GED      Good
1841 557647_010     53 12    2                 High school diploma      Poor
1842 555925_010     70 16    0                     Master's degree Very Good
1843 553826_010     60 14    0                  Associate's degree Excellent
1844 551735_010     51 16    1                     Master's degree      Good
1845 553522_010     56 14    1                   Bachelor's degree      Fair
1846 556976_010     52 14    0                   Bachelor's degree      Good
1847 559272_010     51 13    0                  Associate's degree      Good
1848 552332_020     64 12    2                                 GED      Fair
1849 555331_020     46 16    0                     Master's degree Very Good
1850 557617_010     65 16    1                     Master's degree      Fair
1851 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1852 556390_010     52 15    0                  Associate's degree      Good
1853 555944_010     57 11    0                                None Very Good
1854 553139_020     52 17    2                     Master's degree Excellent
1855 556456_010     52 14    1                   Bachelor's degree Excellent
1856 552177_010     54 16    0                     Master's degree Excellent
1857 552646_010     52 14    1                  Associate's degree      Fair
1858 553552_010     76 NA    0                 High school diploma Very Good
1859 550181_010     55 17    2                     Master's degree      Good
1860 553413_010     64  6    2                                None      Fair
1861 551080_010     69 12    1                 High school diploma      Good
1862 550100_010     53 12    1                                None Very Good
1863 552448_010     75  0    1                                None Very Good
1864 557063_020     52 12    7                 High school diploma      Fair
1865 555716_020     56 12    5                 High school diploma Very Good
1866 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1867 556413_020     55 12    1                 High school diploma      Good
1868 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1869 559346_010     75 12    1                                None      Good
1870 555022_010     52 17    0                     Master's degree      Fair
1871 556646_020     60 15    0                  Associate's degree Very Good
1872 554591_020     48 17    6                     Master's degree      Good
1873 550822_020     55 12    1                                None      Fair
1874 558671_020     78 13    2                     Master's degree      Fair
1875 552748_010     63 16    5                     Master's degree      Good
1876 553641_010     52 12    1                 High school diploma      Good
1877 554463_010     56 11    5                                 GED      Fair
1878 551628_010     59 11    0                 High school diploma Very Good
1879 557375_010     51  6    1                                None      Fair
1880 555338_020     82  1    0                                None      Fair
1881 557940_010     56 12    8                 High school diploma      Fair
1882 555297_020     54 16    0                     Master's degree Excellent
1883 557353_010     67 14    0                  Associate's degree Excellent
1884 553998_010     53 13    0                  Associate's degree      Poor
1885 559001_010     69 12    4                 High school diploma      Poor
1886 554420_010     85 13    1                  Associate's degree      Good
1887 555706_020     54 12    2                 High school diploma      Fair
1888 552964_010     54 12   NA                 High school diploma      Good
1889 556484_010     57 15    0                   Bachelor's degree Very Good
1890 556038_010     64 15    2                  Associate's degree Very Good
1891 553241_010     52 16    1                     Master's degree      <NA>
1892 559029_020     50 16    0                     Master's degree      Good
1893 550233_020     64 12    1                 High school diploma      Fair
1894 550375_010     63 12    6                 High school diploma      Good
1895 550583_010     54 14    3                   Bachelor's degree      Fair
1896 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1897 557855_010     59 14    6                  Associate's degree      Good
1898 550147_010     59 12    0                 High school diploma      Fair
1899 550581_020     62  7    1                                None Very Good
1900 554445_010     73 14    1                   Bachelor's degree      Good
1901 559472_010     89 13    0                   Bachelor's degree      Good
1902 555663_010     56  6    1                                None      Fair
1903 555216_010     71 14    6                  Associate's degree      Good
1904 552454_010     59 13    0                  Associate's degree Very Good
1905 552633_010     61 12    0                 High school diploma      Good
1906 553564_020     46 10    0                                None      Fair
1907 557510_010     58 14    1                  Associate's degree      Good
1908 558330_020     68 14    0                   Bachelor's degree      Good
1909 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
1910 557456_020     65  6    4                                None      Good
1911 557699_010     51 12    3                 High school diploma      Fair
1912 551310_010     66 14    4                  Associate's degree      Fair
1913 556073_010     65 11    5                 High school diploma Very Good
1914 556141_020     71 14    2                  Associate's degree      Fair
1915 553775_020     45  6    0                                None      Fair
1916 551762_010     52 12    2                 High school diploma      Good
1917 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1918 558174_020     78 16    0                     Master's degree Excellent
1919 559660_010     62 11    1                                None      Fair
1920 558281_010     91  4    2                                None      Fair
1921 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1922 551140_010     67 12    2                 High school diploma Very Good
1923 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1924 556484_010     57 15    0                   Bachelor's degree Very Good
1925 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1926 559660_010     62 11    1                                None      Fair
1927 559346_020     76  9    1                                None      Good
1928 551761_020     63 12    0                 High school diploma Very Good
1929 557102_010     53 12    2                                 GED      Good
1930 550535_010     55 12    0                                None      Fair
1931 559909_010     54 13    4                  Associate's degree      Good
1932 555607_010     63 10    0                 High school diploma Excellent
1933 554630_010     68 14    1                   Bachelor's degree      Good
1934 559269_020     51 12    6                 High school diploma      Fair
1935 551517_010     55 12    1                 High school diploma      Good
1936 556089_020     59 12    0                 High school diploma      Poor
1937 558216_010     53 13    2                   Bachelor's degree      Good
1938 552482_020     69 12    1                                 GED      Fair
1939 553768_010     79 16    5                     Master's degree      Fair
1940 551337_020     74 14    1                  Associate's degree      Fair
1941 556350_010     53  9    5                                None      Fair
1942 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1943 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1944 558446_010     54  9    3                                None      Fair
1945 557802_010     67 14    1                   Bachelor's degree Very Good
1946 553030_010     52 12    1                 High school diploma      Fair
1947 555395_020     56 15    0                   Bachelor's degree Very Good
1948 555053_020     74  3    3                                None      Fair
1949 555258_010     54 14    5                   Bachelor's degree      Good
1950 557617_020     64 16    0                     Master's degree Excellent
1951 554603_010     52 15    8                  Associate's degree Excellent
1952 557791_010     51 16    3                     Master's degree      Fair
1953 552332_010     60 12    2                 High school diploma      Fair
1954 550653_010     81  6    6                                None      Fair
1955 555050_010     53 14    0                   Bachelor's degree      Good
1956 550626_010     66 13    1                  Associate's degree      Fair
1957 556384_010     66  3    7                                None      Fair
1958 557351_010     69 10    5                                None      Fair
1959 559877_020     46 16    0                     Master's degree Excellent
1960 554369_010     65 10    4                                None      Fair
1961 559842_010     52 14    1                  Associate's degree      Fair
1962 554933_010     55 NA    1                 High school diploma Very Good
1963 555578_010     66 12    0                 High school diploma      Good
1964 550830_010     56 16    0                  Associate's degree      Good
1965 557751_010     58 16    1                     Master's degree Very Good
1966 551547_010     68 13    2                  Associate's degree      Good
1967 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
1968 555192_010     87 13    0                  Associate's degree      Good
1969 554845_020     67 14    0                  Associate's degree Very Good
1970 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1971 558765_010     62 12    3                 High school diploma Very Good
1972 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1973 553262_010     52 12    5                 High school diploma      Good
1974 557788_010     77  6    1                                None      Fair
1975 556758_010     53 12    0                                 GED Very Good
1976 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1977 557417_010     67  3    1                                None      Fair
1978 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1979 557518_010     58 14    2                  Associate's degree Very Good
1980 558062_010     59 12    2                 High school diploma      Fair
1981 554717_010     55 16    5                     Master's degree Very Good
1982 558055_010     78 12    1                 High school diploma      Fair
1983 554789_020     68 16    3                     Master's degree      Good
1984 556921_010     73  5    0                                None      Good
1985 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1986 550685_010     55 16    0                     Master's degree Very Good
1987 555232_010     73 16    1                 High school diploma      Fair
1988 551645_010     76 13    0                  Associate's degree Very Good
1989 557538_020     55 12    0                 High school diploma Very Good
1990 553778_010     65 16    2                     Master's degree Very Good
1991 557223_020     64 11    1                                None      Good
1992 552490_010     73 12    2                 High school diploma      Good
1993 550862_020     63 10    1                                None      Good
1994 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1995 557131_010     64 13    7                  Associate's degree      Good
1996 559300_010     56 16    0                     Master's degree Very Good
1997 550270_010     52 12    6                 High school diploma      Fair
1998 559565_010     74 12    0                 High school diploma      Fair
1999 550851_020     47 12    1                                 GED      Fair
2000 551372_010     56 12    1                                 GED      Fair
2001 554951_010     54 13    0                  Associate's degree Very Good
2002 550404_010     57 11    2                                None      Good
2003 558313_010     64 16    0                     Master's degree Very Good
2004 553994_010     51  9    8                                None      Poor
2005 554789_020     69 16    3                     Master's degree      Good
2006 557557_010     53 14    2                   Bachelor's degree      Good
2007 551973_010     56 12    2                 High school diploma      Fair
2008 550524_010     74 16    1                     Master's degree      Good
2009 554488_020     55 14    0                   Bachelor's degree Very Good
2010 553970_020     45 16    0                     Master's degree      Good
2011 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
2012 557723_010     61 13    5                  Associate's degree      Fair
2013 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2014 559470_020     66 11    1                                 GED      Poor
2015 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2016 551878_020     54 11    3                                 GED      Good
2017 558321_010     52 16    2                     Master's degree Very Good
2018 551346_010     59  4    0                                None      Good
2019 554789_010     63 17    1                     Master's degree Very Good
2020 555171_010     79  7    1                                None Very Good
2021 552529_020     55 17    1                     Master's degree Very Good
2022 555138_010     54 15    0                     Master's degree Excellent
2023 551808_010     74 10    0                                None Very Good
2024 557125_010     58 10    7                                None      Poor
2025 551228_010     57 12    6                                None      Fair
2026 551030_010     54 11    7                 High school diploma      Fair
2027 554764_010     58 17    1                     Master's degree      Good
2028 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2029 552499_010     74  6    2                                None      Fair
2030 550310_010     67 16    3                     Master's degree      Fair
2031 559622_010     97 13    0                  Associate's degree      Good
2032 556223_020     65 16    1                     Master's degree      Fair
2033 559133_010     81 12    0                 High school diploma Very Good
2034 553721_010     55 12    1                 High school diploma      Good
2035 559343_010     55 16    1                     Master's degree Excellent
2036 556077_020     63 13    1                  Associate's degree      Fair
2037 558158_010     57 13    0                  Associate's degree      Good
2038 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2039 557226_010     77 14    2                  Associate's degree      Fair
2040 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2041 553771_010     54 12    6                 High school diploma      Poor
2042 557025_020     62 17    0                     Master's degree      Fair
2043 551461_020     52 NA    1                 High school diploma Very Good
2044 559741_010     62 11    1                                None      Good
2045 554686_010     54 17    1                     Master's degree Very Good
2046 559646_010     53 14    5                  Associate's degree      Poor
2047 557476_010     52 15    1                  Associate's degree      Good
2048 552554_020     48 16    0                     Master's degree Very Good
2049 555262_020     54 17    0                     Master's degree      Good
2050 559121_010     56 11    6                                None      Poor
2051 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2052 557721_010     53 14    0                  Associate's degree Excellent
2053 556111_010     55 16    2                     Master's degree Very Good
2054 556985_010     53 15    0                  Associate's degree Very Good
2055 556008_020     47 11    1                                None      Good
2056 553623_020     59 14    0                 High school diploma Very Good
2057 553211_010     73 16    0                     Master's degree Very Good
2058 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
2059 552163_010     67 12    0                 High school diploma      Good
2060 558366_010     56 16    2                     Master's degree      Good
2061 556720_020     84 11    0                                None      Good
2062 552383_010     70 11    2                                None      Good
2063 557351_010     69 10    4                                 GED      Fair
2064 554717_010     55 16    7                     Master's degree Very Good
2065 558355_010     69 11    2                                None      Fair
2066 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2067 556758_010     53 12    0                                 GED Very Good
2068 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
2069 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2070 552908_010     54 13    0                     Master's degree      Good
2071 559984_010     75  6    0                                None      Fair
2072 559190_010     56 16    0                     Master's degree Excellent
2073 557642_010     56 16    1                     Master's degree      Good
2074 557034_010     68  7    0                                None      Fair
2075 552693_010     55 16    6                  Associate's degree      Fair
2076 558004_020     55 12    1                 High school diploma      Good
2077 551140_010     67 12    2                 High school diploma Very Good
2078 555946_010     64 12    0                 High school diploma Very Good
2079 558935_010     66 12    0                 High school diploma      Good
2080 553948_010     65 11    5                                None      Fair
2081 551664_010     74 16    0                     Master's degree      Good
2082 552745_020     52 16    0                     Master's degree      Good
2083 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
2084 552104_010     51 NA    6                                 GED      Poor
2085 555087_010     51 12    1                 High school diploma      Good
2086 558568_020     71 12    0                 High school diploma      Good
2087 554490_010     57 16    1                     Master's degree      Fair
2088 553611_010     76 10    0                                None Very Good
2089 552919_010     57 12    1                 High school diploma Very Good
2090 559069_020     57 16    1                     Master's degree      Good
2091 554845_010     67 14    0                  Associate's degree      Fair
2092 559220_010     52 13    2                  Associate's degree Excellent
2093 554171_020     57  7    1                 High school diploma Very Good
2094 553448_010     61 11    3                                None      Fair
2095 551553_010     67 12    2                 High school diploma      Good
2096 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2097 550310_010     67 16    3                     Master's degree      Fair
2098 551651_010     53 12    0                 High school diploma Very Good
2099 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2100 555922_010     75  9    0                                None      Fair
2101 554117_020     52 16    2                     Master's degree Excellent
2102 550985_020     54 16    0                     Master's degree Excellent
2103 554630_010     68 14    1                   Bachelor's degree      Good
2104 550119_010     75 12    2                 High school diploma      Fair
2105 555929_010     55 16    0                     Master's degree Very Good
2106 556291_010     58 16    1                     Master's degree Excellent
2107 558344_010     54 NA    1                 High school diploma      Good
2108 557977_020     51  9    0                 High school diploma Excellent
2109 553768_010     79 15    5                   Bachelor's degree      Fair
2110 553206_010     54 14    0                  Associate's degree      Fair
2111 554344_010     71 13    0                  Associate's degree      Good
2112 559839_020     45 13    0                  Associate's degree Very Good
2113 557014_010     68 12    0                 High school diploma Very Good
2114 556402_010     52 13    1                  Associate's degree Very Good
2115 554690_010     54 15    2                     Master's degree Very Good
2116 552811_020     61 17    0                     Master's degree Excellent
2117 551723_020     66  6    1                                None      Poor
2118 559270_020     48 12    0                 High school diploma Excellent
2119 551553_020     70 12    2                 High school diploma      Good
2120 559617_020     55 16    0                     Master's degree      Good
2121 554238_020     76 17    0                     Master's degree Very Good
2122 553832_010     72 13    1                  Associate's degree      Poor
2123 550315_010     52 16    0                     Master's degree Very Good
2124 550583_010     54 14    3                   Bachelor's degree      Fair
2125 551140_010     67 12    2                 High school diploma Very Good
2126 550237_010     53 16    1                     Master's degree      Fair
2127 558602_020     63  6    0                                None      Fair
2128 554953_010     53  6    0                                None Excellent
2129 555262_010     52 16    1                     Master's degree Excellent
2130 553338_010     71 13    1                  Associate's degree      Good
2131 558087_010     54 11    3                                None      Fair
2132 556997_010     66 14    0                  Associate's degree      Good
2133 550747_010     53 13    5                  Associate's degree      Poor
2134 557011_010     83 16    2                     Master's degree Very Good
2135 553043_010     73 12    2                 High school diploma      Fair
2136 552786_010     59 12    4                 High school diploma      Good
2137 559129_010     58 12    6                 High school diploma      Fair
2138 550859_010     56 15    0                  Associate's degree      Fair
2139 556536_010     53 16    0                     Master's degree      Fair
2140 557924_010     54 14    4                   Bachelor's degree      Good
2141 555978_010     62 12    2                 High school diploma      Good
2142 557451_020     41  3    1                                None      Fair
2143 551602_010     71  0    0                                None      Fair
2144 553970_020     45 16    0                     Master's degree      Good
2145 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2146 559986_010     54 16    1                   Bachelor's degree Very Good
2147 552414_020     50 16    0                     Master's degree      Good
2148 553532_010     58 12    0                 High school diploma      Fair
2149 559598_020     57 13    1                  Associate's degree Very Good
2150 552656_010     54 16    0                     Master's degree      Good
2151 557930_020     68 14    0                 High school diploma Very Good
2152 553400_010     63 12    4                 High school diploma      Poor
2153 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2154 553582_010     49 14    2                   Bachelor's degree      Fair
2155 558446_010     54  9    3                                None      Fair
2156 552861_010     77 12    0                 High school diploma      Fair
2157 559315_010     53 14    3                  Associate's degree      Fair
2158 554840_010     55 16    3                     Master's degree      Fair
2159 555736_010     51 14    0                   Bachelor's degree Excellent
2160 556138_010     59 13    6                  Associate's degree      Fair
2161 553913_010     79 12    0                                 GED      Fair
2162 558985_010     54 13    7                   Bachelor's degree      Fair
2163 554413_010     65 10    1                                None      Fair
2164 550100_020     51 10    2                                None      Fair
2165 555441_010     54 12    0                 High school diploma      Fair
2166 550401_010     53 15    0                   Bachelor's degree      Good
2167 551892_010     52 17    3                     Master's degree      Good
2168 551104_020     49 16    2                     Master's degree      Poor
2169 558131_020     56 14    1                 High school diploma      Good
2170 550904_010     53 17    3                     Master's degree Very Good
2171 556266_020     50 11    2                                None      Fair
2172 556635_010     68 12    3                 High school diploma Very Good
2173 555697_020     54 12    6                                None      Fair
2174 551279_010     54 12    1                 High school diploma      Good
2175 550015_020     49  9    1                 High school diploma      Good
2176 556445_010     58 12    5                 High school diploma      Fair
2177 558764_010     56 14    2                   Bachelor's degree      Fair
2178 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2179 556181_010     70 16    1                     Master's degree      Good
2180 553765_020     51 14    6                  Associate's degree      Fair
2181 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2182 550233_020     64 12    1                 High school diploma      Fair
2183 553935_010     69 17    1                     Master's degree Very Good
2184 552681_020     51 12    2                 High school diploma Very Good
2185 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2186 552323_010     70  5    3                                None      Fair
2187 552156_020     62 13    0                  Associate's degree Very Good
2188 557932_020     53 15    1                  Associate's degree      Good
2189 555134_020     55 12    1                 High school diploma      Fair
2190 552911_010     51 13    4                  Associate's degree Very Good
2191 559416_020     56 12    5                                 GED Excellent
2192 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2193 558962_010     55 16    0                     Master's degree      Good
2194 559083_010     69 12    1                 High school diploma      Fair
2195 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2196 557088_010     71  9    2                                None      Good
2197 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2198 550384_010     60 10    6                                None      Poor
2199 557347_020     55  9    1                                None Very Good
2200 559878_010     83 16    0                     Master's degree      Poor
2201 557775_010     53 16    3                     Master's degree Very Good
2202 550514_020     50 13    3                  Associate's degree      Fair
2203 559456_010     76 13    3                  Associate's degree      Fair
2204 551396_010     62 17    1                     Master's degree Very Good
2205 556148_020     76 12    0                 High school diploma      Good
2206 550661_010     54  7    7                                None      Poor
2207 551292_010     56  9    3                                None      Poor
2208 556698_010     55 12    2                                None Very Good
2209 551564_010     54 12    2                                 GED      Fair
2210 550962_010     53 14    1                  Associate's degree      Fair
2211 552965_010     57 17    0                     Master's degree      Good
2212 551238_010     53 14    4                  Associate's degree      Good
2213 550783_010     84 10    0                                None      Fair
2214 550238_010     64 13    2                  Associate's degree Very Good
2215 558951_020     54 16    5                   Bachelor's degree      Fair
2216 555915_020     54 12    1                 High school diploma Very Good
2217 550904_020     47 17    1                     Master's degree Very Good
2218 558001_010     53 11    1                                 GED Very Good
2219 557326_010     71 12    7                                 GED      Poor
2220 554601_010     51  6    2                                None      Poor
2221 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2222 555217_010     53 16    4                     Master's degree      Poor
2223 555706_020     54 12    2                 High school diploma      Fair
2224 557433_010     65 12    3                                 GED      Good
2225 551557_010     53 13    1                  Associate's degree      Good
2226 552156_020     62 13    0                  Associate's degree      Good
2227 558155_010     58 12    0                 High school diploma      Good
2228 555463_020     83  6    3                                None      <NA>
2229 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2230 558158_010     57 13    0                  Associate's degree      Good
2231 559766_010     67 15    1                  Associate's degree      Good
2232 556936_010     62 16    0                     Master's degree      Good
2233 552188_010     53 16    0                     Master's degree Very Good
2234 557011_010     83 16    2                     Master's degree Very Good
2235 552567_010     58 16    1                  Associate's degree      Good
2236 559893_010     62 11    4                                 GED      Fair
2237 559404_010     72 13    1                  Associate's degree Excellent
2238 552777_010     76  2    0                                None      Good
2239 550315_010     52 16    0                     Master's degree Very Good
2240 556758_010     53 12    0                                 GED Very Good
2241 558271_020     53 16    0                     Master's degree Very Good
2242 555103_010     54 14    8                  Associate's degree      Poor
2243 556341_010     61 NA    7                                 GED      Fair
2244 552816_010     67  3    0                                None      Fair
2245 558739_020     52 17    1                     Master's degree      Good
2246 557003_010     56 16    3                     Master's degree Very Good
2247 554152_020     57 16    0                     Master's degree Very Good
2248 558911_020     50 15    2                   Bachelor's degree      Good
2249 557855_010     59 14    6                  Associate's degree      Good
2250 555262_020     54 17    0                     Master's degree      Good
2251 556018_010     52 16    0                     Master's degree Very Good
2252 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2253 559487_010     72 13    5                  Associate's degree      Fair
2254 559353_010     51 12    0                 High school diploma      Good
2255 551991_020     50 12    2                                 GED      Good
2256 553775_020     45  7    1                                None      Fair
2257 550385_010     65 14    0                  Associate's degree Very Good
2258 557413_010     51 17    4                     Master's degree      Fair

`arrange()`

Sorting datasets using `arrange()`

arrange() changes the order of the rows in a dataset based on the values in one or more columns

You can arrange by ascending or descending order

Why use arrange()?
- Visual clarity when you look at data (see a variable ordered)
- Helpful in conjunction with other functions (like count())

Example: sort data by ascending birth year

By default, arrage_yr() sorts in ascending order:

hrs_data |> 
  arrange(age_yr)

             id age_yr ed cesd                              degree       srh
1    559494_020     34 16    0                  Associate's degree Very Good
2    553815_020     34 NA    0                                <NA> Excellent
3    555037_020     35 NA    2                                <NA> Very Good
4    553815_020     35 NA    0                                <NA> Excellent
5    559494_020     36 16    0                  Associate's degree Very Good
6    559477_020     36 16    0                     Master's degree      Fair
7    555037_020     36 NA    2                                <NA>      Good
8    551116_020     37 NA    0                                <NA> Very Good
9    557909_020     38 16    1                     Master's degree      Fair
10   553815_020     38 NA    0                                <NA> Excellent
11   551116_020     38 NA    0                                <NA> Very Good
12   550201_020     40 17    2                     Master's degree Excellent
13   552479_020     40 16    0                     Master's degree Excellent
14   553280_020     40  4    6                                None Very Good
15   553280_020     40  3    6                                None      Good
16   550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
17   550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
18   559494_020     40 17    0                  Associate's degree      Good
19   550201_020     40 17    2                     Master's degree Excellent
20   553280_020     40  3    7                                None Very Good
21   552479_020     40 16    0                     Master's degree Excellent
22   553570_020     40 12    2                 High school diploma      Fair
23   555737_020     41  3    0                                None      Good
24   552025_020     41 16    0                     Master's degree      Good
25   555737_020     41  6    0                                None      Good
26   555785_020     41 NA    3                                <NA>      Fair
27   554899_020     41 13    5                  Associate's degree      Fair
28   554899_020     41 17    5                     Master's degree      Fair
29   554899_020     41 13    5                  Associate's degree      Fair
30   555785_020     41 NA    3                                <NA>      Fair
31   555785_020     41 NA    3                                <NA>      Fair
32   556533_020     41 12    1                 High school diploma      Good
33   557451_020     41  3    1                                None      Fair
34   551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
35   558844_020     42 NA    0                                None Very Good
36   558844_020     42 NA    0                                None Very Good
37   556225_020     42 NA    8                                <NA>      Fair
38   553798_020     42 NA    1                                <NA>      Good
39   556225_020     42 NA    4                                <NA>      Fair
40   551762_020     43 14    0                   Bachelor's degree Very Good
41   551156_020     43 NA    1                                <NA> Excellent
42   552638_020     43 NA    0                                <NA> Very Good
43   555603_020     43 13    4                  Associate's degree      Poor
44   559301_020     43 NA    5                                <NA>      Good
45   552638_020     43 NA    0                                <NA> Very Good
46   551156_020     44 NA    1                                <NA> Excellent
47   555603_020     44 13    4                  Associate's degree      Fair
48   553294_020     44 NA    8                                <NA>      Good
49   556424_020     45 12    5                                 GED      Fair
50   556424_020     45 12    5                 High school diploma      Fair
51   551155_010     45 NA    0                                <NA> Very Good
52   556179_020     45 12    1                 High school diploma      Fair
53   559329_020     45 17    0                     Master's degree      Poor
54   559839_020     45 13    0                  Associate's degree      Fair
55   557529_020     45 NA    0                                <NA>      Good
56   553775_020     45  6    0                                None      Fair
57   553970_020     45 16    0                     Master's degree      Good
58   559839_020     45 13    0                  Associate's degree Very Good
59   553970_020     45 16    0                     Master's degree      Good
60   555198_010     45 NA    0                                <NA> Excellent
61   555198_010     45 NA    0                                <NA> Excellent
62   553775_020     45  7    1                                None      Fair
63   553564_020     46 11    0                                None      Fair
64   558849_020     46 17    0                     Master's degree Very Good
65   557263_020     46 15    1                   Bachelor's degree      Good
66   558138_020     46 16    0                     Master's degree Very Good
67   551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
68   551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
69   554972_020     46  1    4                                None      Fair
70   559877_020     46 16    0                     Master's degree Excellent
71   555331_020     46 13    0                 High school diploma Very Good
72   556993_020     46 16    3                     Master's degree Very Good
73   555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
74   559199_020     46  8    7                                None      Good
75   555331_020     46 16    0                     Master's degree Very Good
76   553564_020     46 10    0                                None      Fair
77   559877_020     46 16    0                     Master's degree Excellent
78   555439_020     46 NA    1                                <NA>      Good
79   556675_020     47 16    0                     Master's degree Excellent
80   559806_020     47  5    0                                None      Fair
81   550614_020     47 12    0                 High school diploma      Good
82   559093_020     47 14    2                  Associate's degree      Good
83   559103_020     47 16    6                     Master's degree Very Good
84   553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
85   556008_020     47 11    1                                None      Good
86   559229_020     47 12    0                 High school diploma Very Good
87   556666_020     47 11    4                 High school diploma      Good
88   557320_020     47 12    1                 High school diploma      Good
89   556878_020     47 12    0                 High school diploma      Fair
90   550790_020     47 NA    0                                <NA>      Good
91   556666_020     47 13    4                  Associate's degree      Good
92   557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
93   557320_020     47 12    1                 High school diploma      Good
94   559093_020     47 13    1                  Associate's degree      Good
95   557510_020     47 14    0                  Associate's degree Excellent
96   556325_020     47 NA    0                                <NA> Very Good
97   556666_020     47 13    4                  Associate's degree      Good
98   557510_020     47 12    0                 High school diploma Excellent
99   555311_020     47 NA    4                                <NA> Excellent
100  553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
101  550851_020     47 12    1                                 GED      Good
102  556666_020     47 12    4                 High school diploma      Good
103  550790_020     47 NA    0                                <NA> Very Good
104  559420_010     47 NA    0                                <NA>      Good
105  558191_020     47 NA    3                                <NA>      Good
106  550904_020     47 17    1                     Master's degree Very Good
107  553241_020     47 NA    0                                <NA> Very Good
108  550904_020     47 17    1                     Master's degree Very Good
109  555311_020     47 NA    4                                <NA> Excellent
110  550790_020     47 NA    0                                <NA>      Good
111  558626_020     47 NA    0                                <NA> Very Good
112  559186_020     47  3    0                                 GED Very Good
113  557510_020     47 12    0                 High school diploma Excellent
114  556976_020     47 12    0                                None      Good
115  550851_020     47 12    1                                 GED      Fair
116  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
117  556008_020     47 11    1                                None      Good
118  555721_020     47 NA    3                                <NA> Very Good
119  550790_020     47 NA    0                                <NA> Very Good
120  550904_020     47 17    1                     Master's degree Very Good
121  557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
122  555071_020     48 12    3                                 GED Very Good
123  553124_020     48 NA    5                                <NA> Excellent
124  554591_020     48 17    6                     Master's degree      Good
125  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
126  557337_020     48  6    6                                None      Fair
127  554252_020     48  3    1                                None      Good
128  550239_020     48 10    1                 High school diploma Very Good
129  554471_020     48 16    4                     Master's degree      Fair
130  552775_020     48 NA    0                                <NA>      Good
131  554591_020     48 16    6                     Master's degree      Good
132  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
133  552976_020     48 NA    2                                <NA> Very Good
134  552976_020     48 NA    2                                <NA>      Good
135  552775_020     48 NA    0                                <NA>      Good
136  556675_020     48 16    0                     Master's degree Excellent
137  559080_020     48 NA    2                                <NA>      Fair
138  554252_020     48  3    1                                None      Good
139  554591_020     48 17    6                     Master's degree      Good
140  555071_020     48 12    3                                 GED      Good
141  555071_020     48 12    3                                 GED      Good
142  557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
143  554591_020     48 17    6                     Master's degree      Good
144  552554_020     48 16    0                     Master's degree Very Good
145  559270_020     48 12    0                 High school diploma Excellent
146  554690_020     49 15    1                     Master's degree      Good
147  554233_020     49 17    0                     Master's degree      Good
148  558403_020     49 12    0                 High school diploma      Fair
149  552989_020     49 12    0                 High school diploma Very Good
150  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
151  554233_020     49 17    0                     Master's degree      Good
152  559223_010     49 12    4                  Associate's degree      Fair
153  552154_020     49  9    5                                None      Fair
154  554301_020     49 14    0                  Associate's degree Very Good
155  552154_020     49  9    5                                None      Fair
156  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
157  557630_020     49 12    0                 High school diploma      Fair
158  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
159  559905_010     49 NA    0                                <NA>      Good
160  555113_020     49 NA    1                                <NA> Very Good
161  558403_020     49 12    0                 High school diploma      Fair
162  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
163  552154_020     49 11    5                                None      Fair
164  557630_020     49 12    0                 High school diploma      Good
165  554409_020     49  6    0                                None Excellent
166  555754_010     49 NA    0                                <NA> Very Good
167  557349_020     49  8    0                 High school diploma Very Good
168  557349_020     49  9    0                 High school diploma Very Good
169  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
170  550015_020     49  9    1                 High school diploma      Good
171  554427_020     49 16    2                     Master's degree Excellent
172  554301_020     49 12    0                 High school diploma Very Good
173  554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
174  554427_020     49 16    2                     Master's degree Excellent
175  557349_020     49  6    0                 High school diploma Very Good
176  555113_020     49 NA    1                                <NA> Very Good
177  559223_020     49 13    4                  Associate's degree      Fair
178  550015_020     49 11    0                 High school diploma      Good
179  558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
180  557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
181  558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
182  553582_010     49 14    2                   Bachelor's degree      Fair
183  551104_020     49 16    2                     Master's degree      Poor
184  550015_020     49  9    1                 High school diploma      Good
185  558143_020     50 16    1                     Master's degree Excellent
186  555511_010     50 NA    2                                <NA>      Poor
187  552306_020     50 NA    0                                <NA>      Fair
188  554387_020     50 NA    0                                <NA> Very Good
189  556766_010     50 NA    1                                <NA> Very Good
190  551143_020     50 10    8                                 GED      Fair
191  551878_020     50 11    2                                 GED Very Good
192  551991_020     50 12    2                                 GED      Good
193  559734_020     50 NA    0                                <NA> Excellent
194  555064_020     50 11    1                                None      Fair
195  554345_010     50 NA    0                                <NA> Excellent
196  552346_010     50 12    0                 High school diploma Very Good
197  552722_020     50 NA    0                                <NA>      Fair
198  551803_020     50 NA    0                                <NA> Very Good
199  557052_010     50 16    1                     Master's degree Very Good
200  555071_010     50 12    4                                 GED      Good
201  559898_020     50 12    0                 High school diploma      Good
202  556131_010     50 13    2                  Associate's degree      Good
203  550299_020     50 NA    0                                <NA>      Good
204  556090_010     50 12    0                 High school diploma Very Good
205  552346_010     50 12    0                 High school diploma Very Good
206  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
207  559734_020     50 NA    0                                <NA> Very Good
208  554852_010     50 NA    1                                <NA>      Good
209  558187_020     50  9    2                                 GED      Poor
210  558511_010     50 NA    2                                <NA> Excellent
211  556760_010     50 NA    0                                <NA> Excellent
212  553446_010     50 NA    4                                <NA>      Fair
213  559691_010     50 12    1                 High school diploma      Good
214  556796_010     50 12    0                 High school diploma Excellent
215  555506_010     50 NA    6                                <NA>      Poor
216  556495_020     50 NA    2                                <NA> Very Good
217  556634_010     50 NA    4                                <NA>      Good
218  557461_020     50 17    3                     Master's degree      Good
219  559691_010     50 14    1                  Associate's degree      Good
220  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
221  552104_010     50 NA    6                                 GED      Poor
222  550410_010     50 NA    0                                <NA> Very Good
223  552306_020     50 NA    1                                <NA>      Fair
224  559029_020     50 16    0                     Master's degree      Good
225  556495_020     50 NA    3                                <NA> Very Good
226  557461_020     50 17    3                     Master's degree      Good
227  553503_020     50 12    4                                None      Poor
228  556495_020     50 NA    3                                <NA> Very Good
229  553846_010     50 NA    7                                <NA>      Fair
230  558143_020     50 16    1                     Master's degree Excellent
231  554550_010     50 NA   NA                                <NA>      Poor
232  553446_010     50 NA    4                                <NA>      Fair
233  552306_020     50 NA    1                                <NA>      Fair
234  550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
235  553118_020     50 NA    0                                <NA>      Poor
236  551335_020     50 12    0                 High school diploma      Good
237  553884_010     50 NA    5                                <NA>      Good
238  553114_020     50 NA    0                                <NA>      Good
239  551143_020     50 11    8                 High school diploma      Fair
240  552306_020     50 NA    1                                <NA>      Fair
241  556799_020     50 16    2                     Master's degree      Poor
242  555506_010     50 NA    6                                <NA>      Poor
243  556760_010     50 NA    0                                <NA> Excellent
244  556090_010     50 12    0                 High school diploma Very Good
245  559227_020     50 16    0                     Master's degree      Poor
246  550410_010     50 NA    0                                <NA> Very Good
247  557126_020     50 14    2                 High school diploma Very Good
248  559301_010     50 NA    5                                <NA> Very Good
249  559691_010     50 14    1                  Associate's degree      Good
250  557126_020     50 14    2                 High school diploma Very Good
251  559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
252  559691_010     50 14    1                  Associate's degree      Good
253  550347_020     50 NA    5                                <NA>      Good
254  559905_010     50 NA    0                                <NA>      Good
255  554345_020     50 NA    0                                <NA> Excellent
256  559806_020     50  2    0                                None      Fair
257  557544_020     50 NA    0                                <NA> Very Good
258  554345_010     50 NA    0                                <NA> Excellent
259  556766_010     50 NA    1                                <NA> Very Good
260  553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
261  554875_020     50 12    1                 High school diploma Very Good
262  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
263  550185_020     50 16    1                     Master's degree Excellent
264  558652_020     50 15    1                  Associate's degree      Good
265  555511_010     50 NA    2                                <NA>      Poor
266  558511_020     50 NA    2                                <NA> Excellent
267  552306_020     50 NA    1                                <NA>      Fair
268  559029_020     50 16    0                     Master's degree      Good
269  555636_010     50 NA    0                                <NA> Very Good
270  559734_020     50 NA    3                                <NA>      Fair
271  553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
272  550490_010     50 NA    1                                <NA> Very Good
273  554387_020     50 NA    0                                <NA>      Good
274  556344_010     50 NA    2                                <NA>      Good
275  553167_020     50 NA    3                                <NA>      Poor
276  554345_020     50 NA    0                                <NA> Excellent
277  552414_020     50 16    0                     Master's degree      Good
278  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
279  556266_020     50 11    2                                None      Fair
280  550514_020     50 13    3                  Associate's degree      Fair
281  556435_010     50 NA    0                                <NA> Very Good
282  556710_010     50 NA    0                                <NA>      Fair
283  556710_010     50 NA    0                                <NA>      Fair
284  550410_010     50 NA    0                                <NA> Very Good
285  558911_020     50 15    2                   Bachelor's degree      Good
286  551991_020     50 12    2                                 GED      Good
287  559093_010     51 13    2                  Associate's degree      Fair
288  551108_020     51 13    4                     Master's degree      Good
289  558128_010     51 NA    0                                <NA> Very Good
290  557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
291  557375_010     51  6    1                                None      Fair
292  555215_020     51 NA    0                                <NA>      Good
293  554341_010     51 14    2                  Associate's degree Very Good
294  557413_010     51 17    4                     Master's degree      Fair
295  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
296  556779_020     51 14    2                   Bachelor's degree      Good
297  558532_010     51 NA    1                                <NA> Very Good
298  553646_020     51 NA    0                                <NA> Very Good
299  553341_010     51 NA    1                                <NA>      Fair
300  551468_010     51 16    2                     Master's degree      Good
301  552681_020     51 12    2                 High school diploma      Fair
302  551944_010     51 NA    0                                <NA>      Good
303  557225_010     51 NA    7                                <NA>      Poor
304  552554_010     51 16    0                     Master's degree Very Good
305  554913_010     51 NA    3                                <NA>      Fair
306  558560_010     51 NA    1                                <NA>      Good
307  553646_020     51 NA    0                                <NA> Very Good
308  555146_010     51 17    0                     Master's degree Excellent
309  554301_010     51 14    1                   Bachelor's degree Excellent
310  552079_010     51 12    5                 High school diploma      Good
311  558252_010     51 10    7                                None      Fair
312  558410_010     51 NA    1                                <NA> Very Good
313  553646_010     51 NA    0                                <NA> Very Good
314  551108_010     51 14    7                     Master's degree      Good
315  559819_010     51  6    6                                None      Fair
316  552613_010     51 14    1                  Associate's degree      Good
317  550902_010     51 12    7                 High school diploma      Good
318  553341_010     51 NA    1                                <NA>      Fair
319  553118_020     51 NA    0                                <NA>      Poor
320  555653_010     51 NA    0                                <NA> Excellent
321  552104_020     51 16    4                   Bachelor's degree      Poor
322  550156_020     51 11    0                                None      Good
323  551944_010     51 NA    0                                <NA> Very Good
324  557375_010     51  6    1                                None      Fair
325  555952_020     51 11    5                 High school diploma      Good
326  555797_010     51 NA    1                                <NA> Excellent
327  557225_010     51 NA    7                                <NA>      Poor
328  555037_010     51 NA    2                                <NA> Very Good
329  556424_010     51 12    1                 High school diploma      Good
330  559353_010     51 12    0                 High school diploma      Good
331  557965_010     51 16    1                     Master's degree      Good
332  559379_010     51 NA    1                                <NA>      Good
333  554604_020     51 NA    0                                <NA> Very Good
334  556983_020     51 NA    0                                <NA> Excellent
335  550688_010     51 12    7                 High school diploma      Fair
336  557480_010     51  0    0                                None      Fair
337  553914_020     51 NA    0                                <NA>      Good
338  559431_020     51 17    1                     Master's degree Very Good
339  553994_020     51  8    8                                None      Poor
340  555797_010     51 NA    1                                <NA> Excellent
341  558252_010     51 10    7                                 GED      Fair
342  558252_010     51 10    7                                 GED      Fair
343  558897_010     51 12    4                 High school diploma      Fair
344  559269_020     51 16    6                   Bachelor's degree      Fair
345  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
346  550156_010     51 12    0                                None      Good
347  552025_010     51 16    0                     Master's degree      Fair
348  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
349  555004_010     51 10    8                                None      Poor
350  556431_010     51 NA    0                                <NA>      Fair
351  559698_010     51 NA    0                                <NA> Very Good
352  554161_010     51 14    0                  Associate's degree Excellent
353  557424_010     51 14    1                   Bachelor's degree      Good
354  552025_010     51 16    0                     Master's degree      Fair
355  557461_020     51 16    3                     Master's degree      Good
356  557529_010     51 NA    1                                <NA>      Good
357  552079_010     51 12    5                 High school diploma      Good
358  558532_010     51 NA    1                                <NA> Very Good
359  554877_010     51 16    2                     Master's degree      Good
360  554073_010     51 16    0                     Master's degree Very Good
361  559353_010     51 12    0                 High school diploma      Good
362  553139_020     51 16    1                     Master's degree Excellent
363  559234_010     51 NA    0                                <NA>      Good
364  553646_010     51 NA    0                                <NA> Very Good
365  557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
366  555215_010     51 NA    0                                <NA>      Good
367  555439_010     51 NA    0                                <NA>      Good
368  555037_010     51 NA    2                                <NA> Very Good
369  557140_010     51 NA    4                                <NA> Very Good
370  552681_020     51 12    0                 High school diploma      Good
371  558157_010     51 NA    0                                <NA>      Good
372  551735_020     51 16    1                     Master's degree      Fair
373  550514_020     51 12    2                 High school diploma      Fair
374  559283_020     51 NA    0                                <NA>      Good
375  557036_010     51 NA    5                                <NA>      Fair
376  557699_010     51 12    3                 High school diploma      Fair
377  550745_010     51 NA    1                                <NA>      Good
378  554471_010     51 16    4                     Master's degree      Fair
379  558532_010     51 NA    1                                <NA> Very Good
380  552911_010     51 13    4                  Associate's degree Very Good
381  557411_020     51 16    3                     Master's degree      Poor
382  551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
383  554604_010     51 NA    2                                <NA> Very Good
384  554604_020     51 NA    1                                <NA> Very Good
385  558103_010     51 14    1                  Associate's degree      Poor
386  555911_010     51 14    5                   Bachelor's degree      Fair
387  559698_010     51 NA    0                                <NA> Very Good
388  555215_020     51 NA    0                                <NA>      Good
389  555952_010     51 14    5                   Bachelor's degree      Good
390  555797_010     51 NA    1                                <NA> Excellent
391  555215_010     51 NA    0                                <NA>      Good
392  553327_010     51 12    5                 High school diploma      Good
393  557792_010     51 16    3                     Master's degree      Good
394  551957_010     51 16    0                     Master's degree Very Good
395  558410_010     51 NA    1                                <NA> Very Good
396  551975_020     51 NA    0                                <NA> Very Good
397  552613_010     51 13    1                  Associate's degree      Good
398  550156_020     51 12    5                                None      Good
399  552837_010     51 13    0                  Associate's degree Excellent
400  558103_010     51 14    1                  Associate's degree      Poor
401  557842_020     51  8    2                                None      Good
402  558897_010     51 12    4                 High school diploma      Fair
403  558532_010     51 NA    1                                <NA> Very Good
404  558413_020     51 NA    0                                <NA> Very Good
405  551957_020     51 16    1                     Master's degree      Good
406  556240_020     51 12    3                 High school diploma      Good
407  556126_010     51 NA    3                                <NA> Very Good
408  555911_010     51 14    5                   Bachelor's degree      Fair
409  557461_020     51 16    3                     Master's degree      Good
410  556654_010     51 14    1                   Bachelor's degree Very Good
411  552025_010     51 16    2                     Master's degree      Fair
412  555311_010     51 NA    2                                <NA> Excellent
413  553327_010     51 12    5                 High school diploma      Good
414  556411_010     51 NA    2                                <NA>      Good
415  550317_010     51 13    0                  Associate's degree Very Good
416  559579_020     51 17    1                     Master's degree Very Good
417  556857_010     51 12    2                 High school diploma Very Good
418  552906_010     51 12    2                 High school diploma      Good
419  551957_020     51 16    1                     Master's degree      Good
420  553167_020     51 NA    3                                <NA>      Poor
421  554899_010     51 14    2                  Associate's degree      Fair
422  554494_020     51 12    1                 High school diploma      Poor
423  553994_020     51  5    8                                None      Poor
424  556779_020     51 13    0                   Bachelor's degree      Good
425  551737_020     51 16    1                   Bachelor's degree Excellent
426  555653_020     51 NA    0                                <NA> Very Good
427  556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
428  559593_010     51 16    0                  Associate's degree      Fair
429  552019_010     51 NA    0                                <NA> Very Good
430  556431_010     51 NA    0                                <NA>      Fair
431  551108_020     51 14    5                     Master's degree      Good
432  555071_010     51 12    3                                 GED      Good
433  551735_010     51 16    1                     Master's degree      Good
434  559272_010     51 13    0                  Associate's degree      Good
435  555037_010     51 NA    2                                <NA> Very Good
436  557375_010     51  6    1                                None      Fair
437  557699_010     51 12    3                 High school diploma      Fair
438  551116_010     51 NA    1                                <NA> Very Good
439  558128_010     51 NA    0                                <NA> Very Good
440  559269_020     51 12    6                 High school diploma      Fair
441  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
442  558175_020     51 NA    0                                <NA> Very Good
443  557791_010     51 16    3                     Master's degree      Fair
444  550041_020     51 NA    0                                <NA> Very Good
445  550041_010     51 NA    5                                <NA> Very Good
446  555439_010     51 NA    0                                <NA>      Good
447  553994_010     51  9    8                                None      Poor
448  552104_010     51 NA    6                                 GED      Poor
449  555087_010     51 12    1                 High school diploma      Good
450  557977_020     51  9    0                 High school diploma Excellent
451  550745_010     51 NA    1                                <NA>      Good
452  552808_010     51 NA    2                                <NA>      Good
453  555736_010     51 14    0                   Bachelor's degree Excellent
454  550100_020     51 10    2                                None      Fair
455  553765_020     51 14    6                  Associate's degree      Fair
456  552681_020     51 12    2                 High school diploma Very Good
457  552911_010     51 13    4                  Associate's degree Very Good
458  557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
459  554601_010     51  6    2                                None      Poor
460  554604_010     51 NA    1                                <NA> Very Good
461  555635_010     51 NA    0                                <NA>      Good
462  556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
463  559353_010     51 12    0                 High school diploma      Good
464  557413_010     51 17    4                     Master's degree      Fair
465  551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
466  555022_010     52 17    0                     Master's degree      Fair
467  556900_010     52 13    2                  Associate's degree      Poor
468  559820_010     52 17    0                     Master's degree      Good
469  553847_010     52 NA    0                                <NA>      Good
470  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
471  555467_010     52 NA    2                                <NA>      Fair
472  551597_020     52 NA    6                                <NA>      Good
473  557152_020     52 17    0                     Master's degree Very Good
474  552941_010     52 12    7                 High school diploma      Good
475  555209_010     52 NA    0                                 GED      Good
476  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
477  558175_010     52 NA    0                                <NA> Very Good
478  551944_020     52 NA    2                                <NA>      Good
479  559885_010     52 14    3                  Associate's degree Very Good
480  555918_010     52 12    1                 High school diploma      Fair
481  556114_010     52 15    0                   Bachelor's degree      Good
482  551238_020     52 14    4                  Associate's degree      Good
483  556390_010     52 15    0                  Associate's degree      Good
484  550347_020     52 NA    5                                <NA>      Good
485  556836_010     52 10    4                                 GED      Poor
486  550962_020     52 12    1                 High school diploma      Fair
487  550543_010     52 15    0                  Associate's degree      Good
488  556951_010     52 NA    2                                <NA> Excellent
489  557031_010     52 14    1                  Associate's degree      Good
490  550186_010     52 16    2                     Master's degree Very Good
491  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
492  551892_010     52 17    3                     Master's degree      Good
493  556936_020     52 16    1                     Master's degree Very Good
494  554864_020     52 NA    1                                <NA>      Good
495  553060_020     52 15    1                  Associate's degree      Good
496  550186_010     52 16    2                     Master's degree Very Good
497  558917_010     52 NA    0                                <NA>      Poor
498  557785_020     52 17    3                     Master's degree      Good
499  557031_010     52 14    1                  Associate's degree      Good
500  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
501  550173_010     52 14    1                  Associate's degree      Good
502  559235_020     52 NA    0                                <NA>      Good
503  550962_020     52 12    1                 High school diploma      Fair
504  555515_010     52  9    1                                 GED      Fair
505  554149_010     52 NA    1                                <NA>      Fair
506  551944_020     52 NA    2                                <NA>      Good
507  558917_010     52 NA    0                                <NA>      Poor
508  553393_010     52 12    5                 High school diploma Very Good
509  554819_010     52 16    3                  Associate's degree      Good
510  556018_010     52 16    0                     Master's degree Very Good
511  556865_010     52 16    0                     Master's degree Very Good
512  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
513  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
514  554847_010     52 NA    2                                <NA>      Good
515  555262_010     52 16    1                     Master's degree Excellent
516  557407_010     52 13    4                  Associate's degree      Poor
517  553951_020     52 16    2                     Master's degree      Good
518  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
519  554117_020     52 16    2                     Master's degree Very Good
520  553262_010     52 12    5                 High school diploma      Good
521  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
522  555241_010     52 12    7                 High school diploma      Fair
523  558841_010     52 16    0                     Master's degree      Good
524  556431_020     52 NA    0                                <NA>      Good
525  551461_020     52 NA    1                 High school diploma Very Good
526  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
527  556483_010     52 16    1                     Master's degree Excellent
528  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
529  559373_010     52 NA    5                                <NA>      Fair
530  553852_010     52 12    0                 High school diploma      Good
531  552681_010     52 12    0                 High school diploma Very Good
532  555209_010     52 NA    0                                 GED      Good
533  559820_010     52 17    0                     Master's degree      Good
534  552681_010     52 12    0                 High school diploma Excellent
535  557118_010     52 12    2                 High school diploma      Good
536  550683_010     52 12    2                                None      <NA>
537  554864_020     52 NA    1                                <NA>      Good
538  553114_010     52 NA    3                                <NA>      Good
539  552179_010     52 NA    7                                <NA>      Good
540  559842_010     52 14    1                  Associate's degree      Fair
541  552510_010     52 12    0                 High school diploma Excellent
542  553319_010     52 NA    0                                <NA>      Good
543  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
544  557924_020     52 16    6                     Master's degree Excellent
545  551944_020     52 NA    2                                <NA>      Good
546  550295_010     52  6    2                                None      Fair
547  552231_010     52 NA    0                                <NA>      Good
548  556390_010     52 15    0                  Associate's degree      Good
549  550683_010     52 12    2                                None      <NA>
550  558175_010     52 NA    0                                <NA> Very Good
551  550637_020     52 NA    0                                <NA> Excellent
552  555151_010     52 17    2                     Master's degree      Fair
553  552840_010     52 NA    7                                <NA>      Fair
554  557924_020     52 16    7                     Master's degree Excellent
555  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
556  550964_010     52 12    1                 High school diploma Very Good
557  556939_010     52 NA    3                                <NA>      Poor
558  551263_020     52 16    0                     Master's degree Very Good
559  551263_020     52 16    0                     Master's degree Very Good
560  556241_010     52 13    2                  Associate's degree Very Good
561  554280_010     52 NA    0                                <NA>      Good
562  551253_010     52 16    2                     Master's degree      Good
563  553030_010     52 12    1                 High school diploma      Fair
564  558922_010     52 15    1                     Master's degree      Poor
565  556300_010     52 NA    0                                <NA> Very Good
566  554652_010     52 12    0                                 GED Very Good
567  559235_010     52 NA    0                                <NA>      Fair
568  553641_010     52 12    1                 High school diploma      Good
569  555663_020     52 12    0                 High school diploma Very Good
570  559235_010     52 NA    0                                <NA>      Fair
571  557882_010     52  9    0                 High school diploma      Good
572  556993_010     52 16    3                     Master's degree Very Good
573  557882_010     52  9    0                 High school diploma      Good
574  554847_010     52 NA    2                                <NA>      Good
575  552822_020     52 14    1                  Associate's degree      Fair
576  553627_010     52 NA    2                                <NA>      Fair
577  558290_020     52 14    0                     Master's degree Excellent
578  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
579  557630_010     52  6    0                                None Very Good
580  559103_010     52 17    4                     Master's degree Excellent
581  550962_020     52 12    1                 High school diploma      Fair
582  558679_020     52 NA    0                                <NA> Excellent
583  553951_020     52 14   NA                 High school diploma      Good
584  559722_010     52 NA    1                                <NA>      Fair
585  557785_010     52 14    3                   Bachelor's degree      Good
586  553670_010     52 NA    0                                <NA>      Good
587  557097_010     52 NA    6                                <NA>      Fair
588  558693_010     52  6    0                                None      Fair
589  558797_010     52 NA    0                                <NA>      Fair
590  550889_010     52 NA    8                                <NA>      Poor
591  552822_010     52 13    1                  Associate's degree      Fair
592  557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
593  553114_020     52 NA    0                                <NA>      Good
594  553393_010     52 12    7                 High school diploma Very Good
595  557484_020     52 NA    1                                <NA>      Good
596  550320_010     52 16    0                     Master's degree Very Good
597  552028_020     52 17    5                     Master's degree Very Good
598  553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
599  557615_010     52 NA    0                                <NA> Very Good
600  550554_010     52 NA    1                                <NA>      Good
601  557882_010     52  9    0                 High school diploma      Good
602  552646_010     52 14    1                  Associate's degree      Fair
603  550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
604  559270_010     52 NA    0                                <NA> Very Good
605  555209_010     52 NA    0                 High school diploma      Good
606  557152_020     52 17    0                     Master's degree      Good
607  551944_020     52 NA    2                                <NA>      Good
608  556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
609  557882_010     52  9    0                 High school diploma      Good
610  552692_010     52 NA    0                                <NA> Very Good
611  551126_010     52 12    0                 High school diploma Excellent
612  556276_020     52 NA    1                                <NA>      Good
613  552028_020     52 17    6                     Master's degree Very Good
614  553060_020     52 14    3                  Associate's degree      Good
615  557858_010     52 NA    7                                 GED      Poor
616  555515_010     52 12    1                                 GED      Fair
617  552840_010     52 NA    7                                <NA>      Fair
618  557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
619  551746_010     52 10    1                                None      Good
620  555241_010     52 12    7                 High school diploma      Fair
621  557882_010     52  9    0                 High school diploma      Good
622  557219_010     52 NA    0                                <NA> Excellent
623  550554_010     52 NA    1                                <NA>      Good
624  550873_010     52 12    3                 High school diploma      Good
625  556545_010     52 14    0                   Bachelor's degree      Good
626  554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
627  558268_010     52 NA    0                                <NA> Excellent
628  558693_010     52  6    0                                None      Fair
629  550063_010     52 16    2                     Master's degree Very Good
630  557842_010     52 12    1                                None      Good
631  558991_010     52 17    4                  Associate's degree      Fair
632  559484_020     52 14    1                  Associate's degree Very Good
633  552745_010     52 14    1                  Associate's degree      Good
634  557785_020     52 14    3                   Bachelor's degree      Good
635  559786_020     52  9    1                                None      Poor
636  553393_010     52 12    5                 High school diploma Very Good
637  556545_010     52 14    0                   Bachelor's degree      Good
638  553393_010     52 12    5                 High school diploma Very Good
639  550295_010     52  6    3                                None      Fair
640  556114_010     52 16    0                     Master's degree Very Good
641  555245_010     52 12    1                 High school diploma      Good
642  553262_010     52 12    5                 High school diploma      Good
643  559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
644  557063_020     52 12    7                 High school diploma      Fair
645  557842_010     52 14    1                  Associate's degree      Good
646  555653_010     52 NA    0                                <NA> Excellent
647  550295_010     52  6    2                                None      Fair
648  556402_010     52 13    1                  Associate's degree Very Good
649  558739_010     52 17    1                     Master's degree      Good
650  559270_010     52 NA    0                   Bachelor's degree Very Good
651  552302_010     52 NA    6                                <NA>      Fair
652  556976_010     52 14    0                   Bachelor's degree      Good
653  556390_010     52 15    0                  Associate's degree      Good
654  553139_020     52 17    2                     Master's degree Excellent
655  556456_010     52 14    1                   Bachelor's degree Excellent
656  556431_020     52 NA    0                                <NA>      Good
657  552646_010     52 14    1                  Associate's degree      Fair
658  557063_020     52 12    7                 High school diploma      Fair
659  555022_010     52 17    0                     Master's degree      Fair
660  553641_010     52 12    1                 High school diploma      Good
661  553241_010     52 16    1                     Master's degree      <NA>
662  551597_020     52 NA    6                                <NA>      Good
663  556205_010     52 NA    4                                <NA> Very Good
664  556205_010     52 NA    4                                <NA> Very Good
665  551762_010     52 12    2                 High school diploma      Good
666  554280_010     52 NA    0                                <NA>      Good
667  553030_010     52 12    1                 High school diploma      Fair
668  554864_010     52 NA    0                                <NA> Excellent
669  559492_020     52 NA    2                                <NA>      Fair
670  554603_010     52 15    8                  Associate's degree Excellent
671  556276_020     52 NA    1                                <NA>      Good
672  550637_020     52 NA    0                                <NA> Excellent
673  559842_010     52 14    1                  Associate's degree      Fair
674  553262_010     52 12    5                 High school diploma      Good
675  554864_020     52 NA    1                                <NA>      Good
676  550270_010     52 12    6                 High school diploma      Fair
677  558321_010     52 16    2                     Master's degree Very Good
678  558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
679  551461_020     52 NA    1                 High school diploma Very Good
680  557476_010     52 15    1                  Associate's degree      Good
681  553670_010     52 NA    0                                <NA>      Good
682  558748_010     52 NA    7                                <NA>      Fair
683  552745_020     52 16    0                     Master's degree      Good
684  555710_010     52 NA    0                                <NA>      Good
685  559220_010     52 13    2                  Associate's degree Excellent
686  552179_010     52 NA    7                                <NA>      Good
687  554117_020     52 16    2                     Master's degree Excellent
688  556402_010     52 13    1                  Associate's degree Very Good
689  550315_010     52 16    0                     Master's degree Very Good
690  555262_010     52 16    1                     Master's degree Excellent
691  551892_010     52 17    3                     Master's degree      Good
692  557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
693  550637_020     52 NA    0                                <NA> Excellent
694  550315_010     52 16    0                     Master's degree Very Good
695  558739_020     52 17    1                     Master's degree      Good
696  556018_010     52 16    0                     Master's degree Very Good
697  555294_010     53 NA    7                                <NA> Very Good
698  551238_010     53 12    4                 High school diploma      Good
699  556018_020     53 16    1                     Master's degree      Fair
700  558441_010     53 NA    1                                <NA>      Fair
701  550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
702  556536_010     53 16    0                     Master's degree      Fair
703  558004_010     53 12    2                 High school diploma      Good
704  553553_010     53  9    2                 High school diploma      Good
705  559646_010     53 16    5                  Associate's degree      Poor
706  559601_010     53 NA    3                                <NA>      Fair
707  551767_010     53 14    3                  Associate's degree Excellent
708  556979_010     53 NA    0                                 GED Very Good
709  559375_010     53 16    2                     Master's degree      Good
710  559479_010     53 NA    8                                <NA>      Good
711  551833_010     53 NA    4                                <NA>      Good
712  550964_010     53 12    1                 High school diploma Very Good
713  555460_010     53 NA    6                                <NA>      Fair
714  558651_010     53 16    0                     Master's degree      Good
715  553031_010     53 16    0                     Master's degree      Good
716  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
717  559227_010     53 12    2                 High school diploma      Poor
718  553067_010     53 NA    0                                <NA> Very Good
719  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
720  558831_010     53 NA    1                                <NA>      Fair
721  552828_010     53 16    0                     Master's degree      Good
722  556859_010     53 NA    2                                <NA> Very Good
723  553294_010     53 NA    2                                <NA> Excellent
724  558391_020     53 12    0                 High school diploma      Good
725  556558_010     53 NA    0                                <NA> Very Good
726  551557_010     53 13    1                  Associate's degree      Good
727  557061_010     53 13    1                  Associate's degree      Good
728  559839_010     53 13    0                  Associate's degree      Fair
729  552110_010     53 NA    0                                <NA>      Poor
730  558748_010     53 NA    7                                <NA>      Fair
731  555301_010     53 NA    1                                <NA>      Good
732  554076_010     53 14    0                   Bachelor's degree Very Good
733  557914_010     53 12    0                 High school diploma Very Good
734  559484_020     53 12    1                 High school diploma Very Good
735  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
736  554628_010     53 NA    4                                <NA>      Good
737  558290_010     53 14    0                     Master's degree      Good
738  556233_010     53 16    1                     Master's degree Excellent
739  550832_020     53 NA    2                                <NA>      Fair
740  559839_010     53 12    0                  Associate's degree      Good
741  552949_010     53 14    5                  Associate's degree      Fair
742  556793_010     53 11    4                                None      Fair
743  550753_020     53 15    0                   Bachelor's degree      Good
744  550832_020     53 NA    2                                <NA>      Fair
745  552103_010     53 10    1                                None      Fair
746  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
747  555822_010     53 NA    1                                <NA>      Fair
748  551803_010     53 NA    1                                <NA> Very Good
749  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
750  551222_010     53 NA    0                                <NA>      Good
751  551991_010     53 12    4                                 GED      Good
752  555249_010     53 NA    1                                <NA>      Fair
753  552734_010     53  9    5                                None      Good
754  558391_020     53 12    0                 High school diploma      Good
755  554655_010     53 12    8                 High school diploma      Fair
756  557020_020     53 16    0                     Master's degree Very Good
757  557061_010     53 13    1                  Associate's degree      Good
758  556260_010     53 14    0                   Bachelor's degree      Good
759  558938_010     53 15    3                   Bachelor's degree Very Good
760  555877_010     53 16    6                  Associate's degree      Poor
761  557775_010     53 16    3                     Master's degree Very Good
762  555405_020     53 12    2                 High school diploma Excellent
763  550661_010     53  7    7                                None      Poor
764  554953_010     53  6    0                                None Excellent
765  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
766  556943_020     53 12    1                 High school diploma      Good
767  557721_020     53 14    0                  Associate's degree Very Good
768  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
769  559839_010     53 16    0                     Master's degree Very Good
770  558001_010     53 11    1                                 GED Very Good
771  559002_010     53 17    7                     Master's degree      Good
772  559283_010     53 NA    0                                <NA>      Good
773  557141_010     53  9    0                 High school diploma      Fair
774  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
775  559928_010     53 11    0                                 GED      Good
776  554655_010     53 12    8                 High school diploma      Fair
777  552184_010     53 NA    0                                <NA>      Fair
778  551833_010     53 NA    4                                <NA>      Good
779  555294_010     53 NA    7                                <NA> Very Good
780  558441_010     53 NA    1                                <NA>      Fair
781  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
782  556437_020     53 NA    7                                <NA>      Fair
783  556050_010     53 14    1                  Associate's degree Very Good
784  555351_010     53 14    1                  Associate's degree Excellent
785  553574_010     53 16    0                     Master's degree      Good
786  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
787  559707_010     53 NA    4                                <NA>      Good
788  550239_010     53 11    3                 High school diploma      Good
789  556300_020     53 NA    0                                <NA> Very Good
790  556717_020     53 NA    0                                <NA>      Good
791  555405_010     53 12    2                 High school diploma Excellent
792  550882_010     53 11    1                                None      Fair
793  555464_010     53 12    0                 High school diploma Very Good
794  556979_010     53 NA    0                                 GED Very Good
795  551928_010     53 12    5                                 GED      Fair
796  557811_020     53 14    0                   Bachelor's degree Very Good
797  556793_010     53 11    4                                None      Fair
798  557967_020     53 16    0                     Master's degree Excellent
799  555476_010     53 16    1                     Master's degree Very Good
800  555156_020     53 16    5                     Master's degree      Fair
801  550614_010     53 12    4                 High school diploma      Fair
802  558198_010     53 NA    8                 High school diploma      Fair
803  557721_020     53 14    0                  Associate's degree Very Good
804  553294_010     53 NA    4                                <NA> Very Good
805  553280_010     53  5    0                                None Very Good
806  551975_010     53 NA    0                                <NA>      Good
807  559839_010     53 13    0                  Associate's degree      Fair
808  551222_010     53 NA    0                                <NA>      Good
809  557141_010     53  9    0                 High school diploma      Fair
810  552753_010     53 15    0                  Associate's degree Very Good
811  554687_010     53 NA    0                                <NA> Very Good
812  558366_020     53 15    2                  Associate's degree      Good
813  553067_010     53 NA    0                                <NA> Very Good
814  558703_010     53 NA    1                                <NA>      Fair
815  550418_010     53 NA    0                                <NA> Excellent
816  555156_020     53 16    4                     Master's degree      Fair
817  552734_010     53  9    5                                None      Good
818  554427_010     53 16    2                     Master's degree      Good
819  558366_020     53 16    2                     Master's degree      Good
820  557883_010     53 NA    0                                <NA>      Good
821  559315_010     53 14    3                  Associate's degree      Fair
822  559928_010     53 11    0                                 GED      Good
823  550155_010     53 12    1                                 GED Very Good
824  551923_010     53 16    1                     Master's degree Very Good
825  550418_010     53 NA    0                                <NA> Excellent
826  550683_010     53 12    2                                None      Good
827  554213_010     53 16    0                     Master's degree      Good
828  555460_010     53 NA    6                                <NA>      Fair
829  557557_010     53 14    2                   Bachelor's degree      Good
830  556135_010     53 12    1                 High school diploma      Fair
831  555405_010     53 12    2                 High school diploma Excellent
832  556536_010     53 16    0                     Master's degree      Fair
833  559484_020     53 14    1                  Associate's degree Very Good
834  556758_010     53 12    0                                 GED Very Good
835  550038_010     53 12    2                 High school diploma      Fair
836  556018_020     53 16    1                     Master's degree      Fair
837  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
838  559616_010     53  9    0                                None      Fair
839  559283_010     53 NA    0                                <NA>      Good
840  555844_010     53 11    1                                None      Fair
841  550962_010     53 14    1                  Associate's degree      Fair
842  551686_020     53 16    1                     Master's degree Very Good
843  557551_010     53 NA    0                                <NA>      Fair
844  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
845  555844_010     53 11    1                                None      Fair
846  558441_010     53 NA    1                                <NA>      Fair
847  559839_010     53 16    0                     Master's degree      Good
848  554398_010     53  6    0                                None      Good
849  559023_010     53 NA    3                                <NA>      Fair
850  558694_020     53 16    3                     Master's degree Very Good
851  551803_010     53 NA    1                                <NA> Very Good
852  553920_010     53 NA    1                                <NA>      Good
853  557061_010     53 13    1                  Associate's degree      Good
854  559321_010     53 NA    6                                <NA>      Fair
855  552963_010     53 12    5                 High school diploma      Good
856  559479_010     53 NA    8                                <NA>      Good
857  553351_010     53 12    4                 High school diploma      Good
858  552753_010     53 15    0                  Associate's degree Very Good
859  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
860  559315_010     53 14    3                  Associate's degree      Fair
861  559023_010     53 NA    3                                <NA>      Fair
862  558668_010     53 NA    8                                <NA>      Fair
863  559839_010     53 17    0                     Master's degree Very Good
864  557141_010     53  9    0                 High school diploma      Fair
865  552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
866  551238_010     53 14    4                  Associate's degree      Good
867  559387_010     53 11    1                                 GED      Good
868  557721_020     53 14    0                  Associate's degree Very Good
869  556477_010     53 NA    5                                None      Poor
870  557721_020     53 14    0                  Associate's degree Very Good
871  557407_010     53 13    4                  Associate's degree      Poor
872  553424_010     53 NA    3                                <NA>      Good
873  558004_010     53 12    2                 High school diploma      Good
874  557775_010     53 16    3                     Master's degree Very Good
875  554628_010     53 NA    4                                <NA>      Good
876  551767_010     53 14    3                  Associate's degree Excellent
877  557721_020     53 14    0                  Associate's degree Very Good
878  557721_010     53 14    0                  Associate's degree Excellent
879  555050_010     53 14    0                   Bachelor's degree      Good
880  550845_010     53 16    5                     Master's degree      Good
881  550418_010     53 NA    0                                <NA> Excellent
882  552776_010     53 12    4                 High school diploma      Good
883  551207_010     53 12    6                                 GED      Good
884  559283_010     53 NA    0                                <NA>      Good
885  558693_020     53  6    0                                None      Fair
886  559921_010     53 16    2                  Associate's degree      Poor
887  551833_010     53 NA    4                                <NA>      Good
888  550962_010     53 14    1                  Associate's degree      Fair
889  555351_010     53 14    1                  Associate's degree Excellent
890  553424_010     53 NA    3                                <NA>      Good
891  550964_010     53 12    1                 High school diploma Very Good
892  551031_010     53 NA    0                                <NA> Very Good
893  554655_010     53 12    8                 High school diploma      Fair
894  551686_020     53 15    0                  Associate's degree Very Good
895  558938_010     53 15    3                   Bachelor's degree Very Good
896  557647_010     53 12    2                 High school diploma      Poor
897  558703_010     53 NA    1                                <NA>      Poor
898  550100_010     53 12    1                                None Very Good
899  556717_020     53 NA    0                                <NA>      Good
900  553998_010     53 13    0                  Associate's degree      Poor
901  559023_010     53 NA    3                                <NA>      Fair
902  551223_010     53 NA    0                                <NA> Excellent
903  555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
904  557102_010     53 12    2                                 GED      Good
905  558216_010     53 13    2                   Bachelor's degree      Good
906  556350_010     53  9    5                                None      Fair
907  555050_010     53 14    0                   Bachelor's degree      Good
908  559722_010     53 NA    1                                <NA>      Fair
909  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
910  556758_010     53 12    0                                 GED Very Good
911  558398_010     53 NA    2                                <NA> Very Good
912  557557_010     53 14    2                   Bachelor's degree      Good
913  554687_010     53 NA    0                                <NA> Very Good
914  559646_010     53 14    5                  Associate's degree      Poor
915  557721_010     53 14    0                  Associate's degree Excellent
916  555294_010     53 NA    7                                <NA> Very Good
917  556985_010     53 15    0                  Associate's degree Very Good
918  556758_010     53 12    0                                 GED Very Good
919  551651_010     53 12    0                 High school diploma Very Good
920  559023_010     53 NA    3                                <NA>      Fair
921  552110_010     53 NA    0                                <NA>      Poor
922  550237_010     53 16    1                     Master's degree      Fair
923  554953_010     53  6    0                                None Excellent
924  550747_010     53 13    5                  Associate's degree      Poor
925  556536_010     53 16    0                     Master's degree      Fair
926  559315_010     53 14    3                  Associate's degree      Fair
927  558441_010     53 NA    1                                <NA>      Fair
928  550401_010     53 15    0                   Bachelor's degree      Good
929  550904_010     53 17    3                     Master's degree Very Good
930  559283_020     53 NA    0                                <NA>      Good
931  557932_020     53 15    1                  Associate's degree      Good
932  557775_010     53 16    3                     Master's degree Very Good
933  555460_010     53 NA    6                                <NA>      Fair
934  550962_010     53 14    1                  Associate's degree      Fair
935  551238_010     53 14    4                  Associate's degree      Good
936  558001_010     53 11    1                                 GED Very Good
937  555217_010     53 16    4                     Master's degree      Poor
938  551557_010     53 13    1                  Associate's degree      Good
939  551223_010     53 NA    0                                <NA> Excellent
940  554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
941  552188_010     53 16    0                     Master's degree Very Good
942  556758_010     53 12    0                                 GED Very Good
943  558271_020     53 16    0                     Master's degree Very Good
944  559170_010     54 NA    2                                <NA>      Good
945  559002_010     54 17    7                     Master's degree      Good
946  553480_010     54 16    8                     Master's degree      Fair
947  559990_010     54 NA    1                                <NA> Very Good
948  556381_010     54 16    0                     Master's degree Excellent
949  553534_010     54 NA    4                                <NA>      Fair
950  555324_010     54  7    1                                None Very Good
951  553508_010     54 NA    0                                <NA>      Good
952  559170_010     54 NA    2                                <NA>      Good
953  554186_010     54 11    0                                None      Poor
954  554494_010     54 12    0                 High school diploma      Good
955  554561_010     54 16    0                  Associate's degree      Good
956  556050_020     54 16    0                     Master's degree Very Good
957  550931_010     54 NA    1                                <NA>      Good
958  550753_020     54 15    0                   Bachelor's degree      Good
959  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
960  559963_010     54 16    3                     Master's degree      Good
961  556943_020     54 12    1                 High school diploma      Good
962  554674_010     54 14    2                  Associate's degree      Good
963  557667_010     54 14    8                   Bachelor's degree      Poor
964  558184_020     54  4    6                                None      Fair
965  550822_020     54 12    4                                None      Fair
966  559170_010     54 NA    2                                <NA>      Good
967  556859_010     54 NA    2                                <NA> Very Good
968  559190_020     54 17    0                     Master's degree      Good
969  558613_010     54 NA    4                                <NA>      Good
970  553480_010     54 16    8                     Master's degree      Fair
971  557967_010     54 16    0                     Master's degree Very Good
972  556381_010     54 16    0                     Master's degree Excellent
973  558703_010     54 NA    1                                <NA>      Fair
974  559002_010     54 17    7                     Master's degree      Good
975  556741_010     54 14    1                   Bachelor's degree Very Good
976  558747_010     54 16    7                     Master's degree      Fair
977  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
978  553654_010     54 NA    7                                <NA>      Fair
979  551279_010     54 12    1                 High school diploma      Good
980  559170_010     54 NA    2                                <NA>      Good
981  551305_010     54 12    0                 High school diploma Very Good
982  556381_010     54 16    0                     Master's degree Excellent
983  553904_010     54 NA    6                                <NA>      Fair
984  556154_010     54 16    1                     Master's degree Very Good
985  553776_010     54 NA    3                                <NA>      Good
986  550661_010     54  7    7                                None      Poor
987  559269_010     54 10    1                 High school diploma      Fair
988  556741_010     54 14    1                   Bachelor's degree Very Good
989  556833_010     54  9    0                                None Excellent
990  555931_010     54 16    0                     Master's degree Excellent
991  556886_020     54 NA    1                                <NA> Very Good
992  555915_020     54 12    1                 High school diploma Very Good
993  558859_010     54 14    3                   Bachelor's degree Very Good
994  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
995  555586_010     54 NA    0                                <NA>      Fair
996  558985_010     54 13    7                   Bachelor's degree      Fair
997  559840_010     54 NA    2                                <NA>      Good
998  554961_010     54 NA    0                                <NA>      Fair
999  553206_010     54 14    0                  Associate's degree      Fair
1000 559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1001 556175_010     54 12    1                 High school diploma      Good
1002 557966_010     54 NA    6                                <NA>      Fair
1003 555931_010     54 16    0                     Master's degree Excellent
1004 555086_010     54 NA    7                                <NA>      Poor
1005 552949_020     54 12    1                                 GED      Fair
1006 552812_010     54 14    1                  Associate's degree      Good
1007 553775_010     54 12    0                 High school diploma      Good
1008 553534_010     54 NA    4                                <NA>      Fair
1009 553771_010     54 12    6                 High school diploma      Poor
1010 556995_010     54 NA    0                                <NA> Very Good
1011 555163_010     54 14    1                  Associate's degree      Good
1012 559762_010     54 17    0                     Master's degree Very Good
1013 550166_010     54 16    0                     Master's degree Very Good
1014 550661_010     54  7    7                                None      Poor
1015 558344_010     54 NA    1                                <NA>      Good
1016 551380_010     54 16    1                     Master's degree Very Good
1017 555697_020     54 12    7                                None      Fair
1018 559973_010     54 17    2                  Associate's degree      Fair
1019 551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1020 559269_010     54 16    1                   Bachelor's degree      Fair
1021 558271_010     54 16    0                     Master's degree Very Good
1022 558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1023 558390_010     54 16    2                     Master's degree Very Good
1024 559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1025 550583_010     54 14    3                   Bachelor's degree      Fair
1026 557811_020     54 14    0                   Bachelor's degree      Good
1027 553534_010     54 NA    4                                <NA>      Fair
1028 550931_010     54 NA    1                                <NA>      Good
1029 559818_010     54 NA    0                                <NA> Excellent
1030 552177_010     54 16    0                     Master's degree Excellent
1031 552812_010     54 14    1                  Associate's degree      Good
1032 551514_010     54 NA    4                                <NA>      Poor
1033 559617_020     54 16    3                     Master's degree      Good
1034 553610_010     54 12    1                 High school diploma Very Good
1035 555648_010     54 NA    2                                <NA>      Fair
1036 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1037 552964_020     54 12   NA                 High school diploma Very Good
1038 550685_010     54 16    0                     Master's degree Very Good
1039 559762_010     54 17    0                     Master's degree      Good
1040 557997_010     54 NA    0                                <NA> Very Good
1041 555777_010     54 NA    1                 High school diploma Excellent
1042 553273_010     54 16    5                     Master's degree      Good
1043 555103_010     54 14    8                  Associate's degree      Poor
1044 553273_010     54 16    5                     Master's degree      Good
1045 559600_010     54 NA    1                                <NA> Excellent
1046 555586_010     54 NA    0                                <NA>      Fair
1047 556179_010     54 12    2                 High school diploma      Fair
1048 559963_010     54 17    3                     Master's degree      Good
1049 558390_010     54 16    2                     Master's degree Very Good
1050 553765_010     54 12    8                                 GED      Fair
1051 555441_020     54 12    1                 High school diploma Very Good
1052 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1053 559793_010     54 NA    1                                <NA> Very Good
1054 559350_010     54 16    3                     Master's degree      Good
1055 555339_010     54 12    1                 High school diploma      Good
1056 556325_010     54 NA    1                                <NA>      Good
1057 559818_010     54 NA    0                                <NA> Excellent
1058 559963_010     54 16    3                     Master's degree      Fair
1059 554408_010     54 NA    2                                <NA> Very Good
1060 559806_020     54  5    0                                None      Fair
1061 555765_010     54 12    5                                 GED      Fair
1062 559990_010     54 NA    1                                <NA> Very Good
1063 556833_010     54  9    0                                None Excellent
1064 552693_010     54 16    6                  Associate's degree      Fair
1065 559190_020     54 17    0                     Master's degree      Good
1066 551048_010     54 NA    0                                <NA> Very Good
1067 558144_010     54 16    4                     Master's degree      Poor
1068 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1069 553761_010     54 15    6                   Bachelor's degree      Poor
1070 555065_010     54 NA    2                                <NA> Very Good
1071 553280_010     54  5    0                                None Very Good
1072 555166_010     54 NA    3                                <NA>      Good
1073 558953_010     54 NA    5                                <NA>      Poor
1074 551279_010     54 12    1                 High school diploma      Good
1075 558693_020     54  6    0                                None      Fair
1076 558344_010     54 NA    1                                <NA>      Good
1077 558849_010     54 14    0                   Bachelor's degree Very Good
1078 555441_010     54 12    0                                 GED      Fair
1079 556845_010     54 NA    0                                <NA>      Good
1080 550985_020     54 16    0                     Master's degree Excellent
1081 550047_010     54 12    0                 High school diploma Excellent
1082 556833_010     54  9    0                                None Excellent
1083 553890_010     54 12    0                 High school diploma Very Good
1084 556154_020     54 16    1                     Master's degree Very Good
1085 550356_010     54 11    7                                 GED      Fair
1086 555441_010     54 12    0                 High school diploma      Fair
1087 558951_020     54 16    5                   Bachelor's degree      Fair
1088 558747_010     54 16    7                     Master's degree      Fair
1089 554203_010     54 NA    0                                <NA> Very Good
1090 559963_010     54 16    3                     Master's degree      Fair
1091 559968_010     54 NA    1                                <NA>      Good
1092 552228_020     54 NA    3                                <NA>      Fair
1093 552812_020     54 16    1                     Master's degree      Good
1094 552231_020     54 NA    0                                <NA>      Fair
1095 559793_010     54 NA    1                                <NA> Very Good
1096 552949_010     54 12    5                                 GED      Fair
1097 559762_010     54 17    0                     Master's degree Very Good
1098 558927_010     54 14    1                   Bachelor's degree Excellent
1099 557484_020     54 NA    1                                <NA>      Good
1100 551514_010     54 NA    4                                <NA>      Poor
1101 557425_010     54 12    0                 High school diploma Very Good
1102 551305_010     54 12    0                 High school diploma Very Good
1103 551564_010     54 12    2                                 GED      Fair
1104 551261_010     54 15    0                  Associate's degree Very Good
1105 550822_010     54 13    1                  Associate's degree      Fair
1106 553206_010     54 14    0                  Associate's degree      Fair
1107 551514_010     54 NA    4                                <NA>      Poor
1108 552812_020     54 16    0                     Master's degree Very Good
1109 554578_020     54 13    0                     Master's degree Very Good
1110 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1111 550356_010     54 11    7                                 GED      Fair
1112 557924_010     54 14    3                   Bachelor's degree      Good
1113 558859_010     54 14    3                   Bachelor's degree Very Good
1114 557152_010     54 16    0                     Master's degree      Good
1115 557966_010     54 NA    6                                <NA>      Fair
1116 557885_020     54 12    2                 High school diploma      Fair
1117 552578_020     54 NA    0                                <NA>      Good
1118 555706_020     54 13    2                  Associate's degree      Fair
1119 550291_010     54  9    1                                None      Good
1120 551686_010     54 16    2                     Master's degree      Poor
1121 550985_020     54 16    0                     Master's degree Excellent
1122 559011_010     54 13    3                  Associate's degree      Fair
1123 556943_020     54 12    1                 High school diploma      Good
1124 555441_010     54 12    0                 High school diploma      Fair
1125 557784_010     54 13    4                  Associate's degree      Fair
1126 559990_010     54 NA    1                                <NA> Very Good
1127 550551_010     54 NA    1                                <NA> Very Good
1128 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1129 552177_010     54 16    0                     Master's degree Excellent
1130 555297_020     54 16    0                     Master's degree Excellent
1131 555706_020     54 12    2                 High school diploma      Fair
1132 552964_010     54 12   NA                 High school diploma      Good
1133 550583_010     54 14    3                   Bachelor's degree      Fair
1134 552578_010     54 NA    1                                <NA>      Good
1135 559355_010     54 NA    2                                <NA> Very Good
1136 557484_020     54 NA    1                                <NA>      Good
1137 559909_010     54 13    4                  Associate's degree      Good
1138 558446_010     54  9    3                                None      Fair
1139 552578_020     54 NA    0                                <NA>      Good
1140 555258_010     54 14    5                   Bachelor's degree      Good
1141 554961_010     54 NA    0                                <NA>      Fair
1142 559968_010     54 NA    1                                <NA>      Fair
1143 554951_010     54 13    0                  Associate's degree Very Good
1144 551878_020     54 11    3                                 GED      Good
1145 555138_010     54 15    0                     Master's degree Excellent
1146 551030_010     54 11    7                 High school diploma      Fair
1147 553771_010     54 12    6                 High school diploma      Poor
1148 559887_010     54 NA    1                                <NA>      Good
1149 554686_010     54 17    1                     Master's degree Very Good
1150 555262_020     54 17    0                     Master's degree      Good
1151 552908_010     54 13    0                     Master's degree      Good
1152 556845_010     54 NA    0                                <NA>      Good
1153 555648_010     54 NA    2                                <NA>      Fair
1154 550985_020     54 16    0                     Master's degree Excellent
1155 558344_010     54 NA    1                 High school diploma      Good
1156 553206_010     54 14    0                  Associate's degree      Fair
1157 554690_010     54 15    2                     Master's degree Very Good
1158 550583_010     54 14    3                   Bachelor's degree      Fair
1159 558087_010     54 11    3                                None      Fair
1160 557924_010     54 14    4                   Bachelor's degree      Good
1161 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
1162 559986_010     54 16    1                   Bachelor's degree Very Good
1163 552656_010     54 16    0                     Master's degree      Good
1164 558446_010     54  9    3                                None      Fair
1165 558985_010     54 13    7                   Bachelor's degree      Fair
1166 555441_010     54 12    0                 High school diploma      Fair
1167 552231_020     54 NA    0                                <NA> Very Good
1168 555697_020     54 12    6                                None      Fair
1169 551279_010     54 12    1                 High school diploma      Good
1170 559355_010     54 NA    2                                <NA> Very Good
1171 550661_010     54  7    7                                None      Poor
1172 551564_010     54 12    2                                 GED      Fair
1173 558951_020     54 16    5                   Bachelor's degree      Fair
1174 555915_020     54 12    1                 High school diploma Very Good
1175 555706_020     54 12    2                 High school diploma      Fair
1176 555103_010     54 14    8                  Associate's degree      Poor
1177 555262_020     54 17    0                     Master's degree      Good
1178 558095_010     54 NA    7                                <NA>      Fair
1179 558095_010     54 NA    7                                <NA>      Fair
1180 552754_010     55 NA    1                                <NA>      Fair
1181 559734_010     55 NA    0                                <NA> Very Good
1182 555578_020     55 10    1                                None Excellent
1183 558974_010     55 13    2                  Associate's degree      Good
1184 552939_010     55 16    0                     Master's degree      Good
1185 554479_010     55 14    1                     Master's degree Very Good
1186 550920_020     55  9    3                                None      Fair
1187 557446_010     55 15    1                   Bachelor's degree      Poor
1188 553970_010     55 16    0                     Master's degree Very Good
1189 551225_010     55  6    2                                None      Fair
1190 558974_010     55 13    2                  Associate's degree      Good
1191 553273_010     55 16    5                     Master's degree      Good
1192 556734_010     55 17    8                     Master's degree      Good
1193 554862_010     55 NA    4                                <NA>      Poor
1194 554203_020     55 NA    1                                <NA>      Good
1195 555332_010     55 NA    0                                <NA> Excellent
1196 556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
1197 559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1198 555900_010     55 12    0                 High school diploma Very Good
1199 554994_020     55 NA    0                                <NA>      Poor
1200 559244_010     55 16    4                     Master's degree      Fair
1201 559586_010     55 16    4                   Bachelor's degree      Good
1202 557470_020     55 16    0                     Master's degree      Good
1203 556413_020     55 12    0                 High school diploma      Good
1204 559506_010     55 NA    0                                <NA>      Good
1205 558246_010     55 11    4                                 GED Very Good
1206 557470_020     55 14    0                  Associate's degree      Good
1207 552741_010     55 13    2                  Associate's degree      Fair
1208 559341_010     55 17    1                     Master's degree Very Good
1209 553721_010     55 12    1                 High school diploma      Good
1210 554994_020     55 NA    1                                <NA> Very Good
1211 552423_020     55 13    1                  Associate's degree Very Good
1212 552656_020     55 16    4                     Master's degree      Good
1213 556433_010     55 NA    8                                <NA>      Fair
1214 551789_010     55 NA    2                                <NA>      Fair
1215 553055_020     55 13    0                  Associate's degree      Good
1216 556301_010     55 16    1                     Master's degree      Good
1217 558626_010     55 NA    0                                <NA>      Good
1218 552504_010     55 10    3                                None Very Good
1219 552329_010     55 13    0                  Associate's degree      Fair
1220 554479_010     55 14    1                     Master's degree Very Good
1221 556717_020     55 NA    0                                <NA>      Good
1222 550887_010     55 NA    1                                <NA>      Good
1223 557461_010     55 14    0                   Bachelor's degree      Good
1224 556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1225 552339_010     55 12    4                                 GED      Poor
1226 554840_010     55 16    3                     Master's degree      Fair
1227 550299_010     55 NA    1                                <NA>      Good
1228 559734_010     55 NA    0                                <NA> Very Good
1229 559341_010     55 17    1                     Master's degree Very Good
1230 558191_010     55 NA    1                                <NA>      Fair
1231 554144_010     55 NA    0                                <NA>      Poor
1232 555073_020     55 17    4                     Master's degree      Good
1233 554256_020     55 10    2                                 GED      Fair
1234 551748_010     55 16    0                     Master's degree Very Good
1235 557538_020     55 12    0                 High school diploma Very Good
1236 559600_020     55 NA    1                                <NA> Very Good
1237 552228_010     55 NA    4                                <NA>      Fair
1238 555650_010     55 13    4                  Associate's degree      Fair
1239 555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1240 558532_020     55 NA    1                                <NA>      Good
1241 556121_010     55 NA    3                                <NA>      Fair
1242 557446_010     55 14    1                   Bachelor's degree      Poor
1243 559586_010     55 16    4                  Associate's degree      Good
1244 552118_020     55  8    2                                None      Fair
1245 555065_010     55 NA    2                                <NA> Very Good
1246 559624_010     55 NA    0                                <NA>      Good
1247 552741_010     55 13    2                  Associate's degree      Fair
1248 557446_010     55 14    1                   Bachelor's degree      Poor
1249 552154_010     55 12    1                 High school diploma      Good
1250 554256_010     55 11    2                                 GED      Fair
1251 559917_010     55 10    3                 High school diploma      Good
1252 558594_010     55 NA    0                                <NA>      Fair
1253 554660_020     55 NA    0                     Master's degree      Good
1254 552154_010     55 12    1                 High school diploma Very Good
1255 557538_020     55 16    0                 High school diploma Very Good
1256 557283_010     55 13    6                  Associate's degree      Fair
1257 554387_010     55 NA    0                                <NA> Excellent
1258 553430_010     55  3    0                 High school diploma Excellent
1259 559600_020     55 NA    4                                <NA>      Fair
1260 553970_010     55 16    0                     Master's degree Very Good
1261 552819_010     55 NA    0                                <NA> Very Good
1262 555331_010     55 15    0                 High school diploma Very Good
1263 555169_010     55 13    4                  Associate's degree Excellent
1264 557258_010     55 NA    0                                <NA> Very Good
1265 555134_010     55 NA    1                     Master's degree      Good
1266 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1267 557619_010     55 NA    0                                <NA> Very Good
1268 558950_010     55 NA    1                                <NA> Very Good
1269 552423_020     55 13    1                  Associate's degree Very Good
1270 555929_010     55 16    0                     Master's degree Very Good
1271 556433_010     55 NA    8                                <NA>      Fair
1272 559586_010     55 16    4                     Master's degree      Good
1273 555332_010     55 NA    0                                <NA> Excellent
1274 556606_010     55 11    5                                None      Good
1275 554717_010     55 16    5                     Master's degree Very Good
1276 559445_010     55 12    0                                None      Good
1277 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1278 551781_010     55 NA    0                                <NA> Very Good
1279 551748_010     55 16    0                     Master's degree Very Good
1280 553508_010     55 NA    0                                <NA>      Good
1281 559814_010     55 17    0                     Master's degree Very Good
1282 551104_010     55 14    2                  Associate's degree      Fair
1283 553790_020     55 14    0                   Bachelor's degree      Good
1284 553512_010     55 NA    1                                <NA> Very Good
1285 550362_010     55 12    8                                None      Poor
1286 558594_010     55 NA    0                                <NA>      Fair
1287 559445_010     55 12    0                                None      Good
1288 554717_010     55 16    5                     Master's degree Very Good
1289 550880_010     55 12    0                 High school diploma      Fair
1290 550609_010     55 12    0                  Associate's degree      Good
1291 550272_010     55 16    2                     Master's degree      Good
1292 552819_010     55 NA    0                                <NA> Very Good
1293 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1294 556079_010     55 14    7                   Bachelor's degree      Fair
1295 550181_010     55 17    2                     Master's degree      Good
1296 559506_010     55 NA    0                                <NA>      Good
1297 559586_010     55 16    7                     Master's degree      Good
1298 550223_010     55 16    2                     Master's degree Very Good
1299 559734_010     55 NA    0                                <NA> Very Good
1300 557624_010     55 12    4                 High school diploma      Fair
1301 553793_010     55 14    1                  Associate's degree      Fair
1302 554862_010     55 NA    4                                <NA>      Poor
1303 552529_020     55 16    1                     Master's degree Very Good
1304 550362_010     55 12    8                                 GED      Poor
1305 558237_010     55 12    5                 High school diploma      Fair
1306 555749_010     55 NA    0                                <NA>      Poor
1307 557198_010     55 12    1                 High school diploma      Good
1308 559861_020     55 NA    0                                <NA> Very Good
1309 557198_010     55 12    1                 High school diploma      Good
1310 554256_020     55 10    2                                 GED      Fair
1311 554314_010     55 NA    1                                <NA> Very Good
1312 556433_010     55 NA    8                                <NA>      Fair
1313 550794_020     55 15    0                 High school diploma      Good
1314 556433_010     55 NA    8                                <NA>      Fair
1315 556367_010     55 12    1                 High school diploma Excellent
1316 558131_010     55 12    1                 High school diploma      Fair
1317 551225_010     55  6    2                                None      Fair
1318 558809_010     55 16    1                     Master's degree      Poor
1319 554578_010     55 13    1                   Bachelor's degree      Good
1320 559586_010     55 16    4                     Master's degree      Good
1321 558974_010     55 13    2                  Associate's degree      Good
1322 556698_010     55 16    2                     Master's degree Very Good
1323 555891_020     55 10    6                                None      Fair
1324 558185_010     55 14    8                   Bachelor's degree      Fair
1325 551316_010     55 NA    7                                <NA>      Good
1326 559814_010     55 15    0                  Associate's degree      Good
1327 557667_010     55 14    8                   Bachelor's degree      Poor
1328 554314_010     55 NA    1                                <NA> Very Good
1329 558974_010     55 13    2                  Associate's degree      Good
1330 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1331 559343_010     55 16    1                     Master's degree Excellent
1332 553793_010     55 14    1                  Associate's degree      Fair
1333 556851_010     55 17    7                     Master's degree      Fair
1334 551085_010     55 12    1                 High school diploma Excellent
1335 559734_010     55 NA    0                                <NA> Very Good
1336 559440_010     55 12    7                 High school diploma      Good
1337 557898_010     55 NA    3                                <NA>      Good
1338 550181_010     55 17    2                     Master's degree      Good
1339 556413_020     55 12    1                 High school diploma      Good
1340 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1341 550822_020     55 12    1                                None      Fair
1342 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1343 550535_010     55 12    0                                None      Fair
1344 551517_010     55 12    1                 High school diploma      Good
1345 557619_010     55 NA    0                                <NA> Very Good
1346 555721_010     55 NA    4                                <NA>      Good
1347 554933_010     55 NA    1                 High school diploma Very Good
1348 554717_010     55 16    5                     Master's degree Very Good
1349 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1350 550685_010     55 16    0                     Master's degree Very Good
1351 557538_020     55 12    0                 High school diploma Very Good
1352 554488_020     55 14    0                   Bachelor's degree Very Good
1353 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1354 552529_020     55 17    1                     Master's degree Very Good
1355 553721_010     55 12    1                 High school diploma      Good
1356 559343_010     55 16    1                     Master's degree Excellent
1357 556111_010     55 16    2                     Master's degree Very Good
1358 554717_010     55 16    7                     Master's degree Very Good
1359 555479_010     55 NA    0                                <NA>      Good
1360 556121_010     55 NA    3                                <NA>      Fair
1361 552693_010     55 16    6                  Associate's degree      Fair
1362 558004_020     55 12    1                 High school diploma      Good
1363 551781_010     55 NA    0                                <NA> Very Good
1364 555929_010     55 16    0                     Master's degree Very Good
1365 559617_020     55 16    0                     Master's degree      Good
1366 554840_010     55 16    3                     Master's degree      Fair
1367 555134_020     55 12    1                 High school diploma      Fair
1368 558962_010     55 16    0                     Master's degree      Good
1369 557347_020     55  9    1                                None Very Good
1370 556698_010     55 12    2                                None Very Good
1371 553275_010     55 NA    2                                <NA> Very Good
1372 555339_020     56 12    6                 High school diploma      Good
1373 550790_010     56 NA    1                                <NA>      Good
1374 557423_010     56 16    0                     Master's degree      Fair
1375 551973_010     56 12    2                 High school diploma      Fair
1376 553780_020     56 17    5                     Master's degree Very Good
1377 559300_010     56 16    0                     Master's degree Very Good
1378 557646_010     56 14    4                  Associate's degree      Fair
1379 558663_010     56 16    4                     Master's degree      Fair
1380 553817_010     56 12    6                 High school diploma      Good
1381 559292_010     56 11    6                                None      Fair
1382 558926_020     56 13    1                   Bachelor's degree      Good
1383 554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1384 552423_020     56 14    1                  Associate's degree Very Good
1385 553316_010     56 NA    3                                <NA>      Good
1386 551412_010     56 16    0                     Master's degree      Poor
1387 550859_010     56 15    0                  Associate's degree      Fair
1388 558774_020     56  3    0                                None      Fair
1389 557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1390 555805_010     56 NA    1                                <NA>      Fair
1391 550930_010     56 14    1                  Associate's degree      Fair
1392 550462_010     56  9    0                                 GED      Fair
1393 558133_010     56 17    3                     Master's degree Very Good
1394 557423_010     56 16    0                     Master's degree      Fair
1395 555085_020     56 NA    0                   Bachelor's degree Excellent
1396 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1397 552819_020     56 NA    0                                <NA> Excellent
1398 554098_010     56 NA    7                                <NA>      Poor
1399 553252_010     56  6    2                                None      Fair
1400 553961_020     56 14    0                   Bachelor's degree      Fair
1401 555872_010     56 14    0                   Bachelor's degree Very Good
1402 554377_010     56 12    0                 High school diploma      Good
1403 555073_020     56 17    4                     Master's degree      Good
1404 558266_010     56  3    2                 High school diploma      Fair
1405 552192_010     56 14    5                  Associate's degree      Fair
1406 552544_010     56 12    1                 High school diploma Very Good
1407 555085_020     56 NA    0                                <NA> Excellent
1408 559843_020     56 14    0                  Associate's degree      Good
1409 551372_010     56 12    1                                 GED      Fair
1410 555663_010     56  6    1                                None      Fair
1411 551188_010     56  6    3                                None      Poor
1412 553237_010     56 12    0                 High school diploma Excellent
1413 552741_010     56 13    2                  Associate's degree      Fair
1414 559551_010     56 11    2                                None      Fair
1415 556516_010     56 12    0                 High school diploma      Fair
1416 554154_020     56  8    0                                None      Fair
1417 552544_010     56 12    1                 High school diploma Very Good
1418 552192_010     56 14    5                  Associate's degree      Fair
1419 551132_020     56 14    1                   Bachelor's degree Very Good
1420 551412_020     56 16    4                     Master's degree      Poor
1421 558366_010     56 16    2                     Master's degree      Good
1422 554098_010     56 NA    7                                <NA>      Poor
1423 551646_010     56 NA    0                                <NA> Very Good
1424 558131_010     56 16    1                     Master's degree      Fair
1425 558115_010     56 NA    1                                <NA>      Fair
1426 558052_010     56 10    4                                None      Fair
1427 554154_020     56  8    0                                None      Fair
1428 552192_010     56 14    5                  Associate's degree      Fair
1429 559785_010     56 11    1                 High school diploma      Fair
1430 559912_020     56 16    0                     Master's degree Very Good
1431 555663_010     56  7    1                                None      Fair
1432 554330_020     56 16    1                   Bachelor's degree      Fair
1433 553780_020     56 17    5                     Master's degree      Good
1434 551412_020     56 16    4                     Master's degree      Poor
1435 559416_010     56 12    6                                 GED Excellent
1436 552819_010     56 NA    0                                <NA> Very Good
1437 559292_010     56 11    6                                None      Fair
1438 551092_010     56 NA    0                                <NA>      Good
1439 553227_010     56 12    1                 High school diploma Excellent
1440 556541_010     56 12    1                 High school diploma Very Good
1441 551940_010     56 12    7                 High school diploma      Fair
1442 553121_010     56 16    0                     Master's degree      Good
1443 553961_020     56 14    0                   Bachelor's degree      Fair
1444 554578_010     56 13    0                     Master's degree Very Good
1445 550015_010     56 12    0                 High school diploma Very Good
1446 552741_010     56 13    2                  Associate's degree      Fair
1447 554154_020     56 11    0                 High school diploma      Fair
1448 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1449 550110_010     56 12    4                 High school diploma      Poor
1450 555503_020     56 14    4                  Associate's degree      Fair
1451 550064_010     56 11    1                 High school diploma      Good
1452 554330_020     56 16    1                   Bachelor's degree      Fair
1453 550458_010     56 NA    0                                <NA> Excellent
1454 550064_010     56 12    3                 High school diploma      Good
1455 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1456 552238_010     56 NA    1                                <NA>      Good
1457 555042_010     56  6    1                                None Excellent
1458 558133_010     56 17    3                     Master's degree Very Good
1459 551064_010     56 NA    0                                <NA> Excellent
1460 553817_010     56 12    6                 High school diploma      Good
1461 559080_010     56 NA    0                                <NA>      Good
1462 559234_020     56 NA    0                                <NA> Very Good
1463 558266_010     56  1    2                 High school diploma      Fair
1464 550930_010     56 14    1                  Associate's degree      Fair
1465 555891_010     56 11    7                                None      Fair
1466 559785_020     56 11    1                                 GED      Fair
1467 557624_020     56 12    8                 High school diploma      Fair
1468 559785_010     56 11    1                 High school diploma      Fair
1469 551169_010     56 16    3                     Master's degree      Poor
1470 554540_010     56 NA    0                                <NA>      Good
1471 554312_010     56 NA    4                                <NA>      Good
1472 556964_010     56 NA    6                                <NA>      Fair
1473 551412_020     56 14    4                 High school diploma      Fair
1474 551843_010     56 12    0                 High school diploma      Good
1475 555341_010     56 16    8                     Master's degree      Poor
1476 558366_010     56 16    2                     Master's degree      Good
1477 557642_010     56 16    1                     Master's degree      Good
1478 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1479 557544_010     56 NA    0                                <NA>      Fair
1480 555073_020     56 17    4                     Master's degree      Good
1481 552836_020     56 17    0                     Master's degree Very Good
1482 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1483 558154_010     56 16    5                     Master's degree      Poor
1484 559121_010     56 11    6                                None      Poor
1485 550254_010     56 NA    6                                <NA> Very Good
1486 550254_010     56 NA    6                                <NA> Very Good
1487 551203_010     56 NA    0                   Bachelor's degree Excellent
1488 552917_010     56 17    1                     Master's degree Very Good
1489 551450_010     56 14    0                   Bachelor's degree      Good
1490 551450_010     56 17    0                     Master's degree      Good
1491 558266_010     56  3    2                 High school diploma      Fair
1492 557003_010     56 16    3                     Master's degree Very Good
1493 555872_010     56 14    0                   Bachelor's degree Very Good
1494 558926_010     56 12    0                 High school diploma Very Good
1495 558266_010     56  0    2                 High school diploma      Fair
1496 558131_020     56 16    1                     Master's degree      Good
1497 557773_010     56 15    3                  Associate's degree Very Good
1498 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1499 555805_010     56 NA    1                                <NA>      Fair
1500 554312_020     56 NA    3                                <NA>      Fair
1501 553121_010     56 16    0                     Master's degree      Good
1502 554255_010     56  6    0                                None      Good
1503 559912_020     56 16    0                     Master's degree Very Good
1504 554363_010     56 11    1                                None      Good
1505 550964_020     56 12    3                 High school diploma Very Good
1506 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1507 557470_020     56 16    0                     Master's degree      Good
1508 551132_020     56 16    1                     Master's degree Very Good
1509 554463_010     56 11    5                                 GED      Fair
1510 550015_010     56 12    2                 High school diploma Very Good
1511 550522_010     56  9    1                                None      Fair
1512 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1513 559300_010     56 16    0                     Master's degree Very Good
1514 557908_010     56 14    0                  Associate's degree      Good
1515 552238_010     56 NA    1                                <NA>      Good
1516 559234_020     56 NA    0                                <NA> Very Good
1517 553522_010     56 14    1                   Bachelor's degree      Fair
1518 555716_020     56 12    5                 High school diploma Very Good
1519 554463_010     56 11    5                                 GED      Fair
1520 557940_010     56 12    8                 High school diploma      Fair
1521 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1522 555663_010     56  6    1                                None      Fair
1523 555395_020     56 15    0                   Bachelor's degree Very Good
1524 550830_010     56 16    0                  Associate's degree      Good
1525 551646_010     56 NA    0                                <NA> Very Good
1526 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1527 551064_010     56 NA    0                                <NA> Excellent
1528 559300_010     56 16    0                     Master's degree Very Good
1529 551372_010     56 12    1                                 GED      Fair
1530 551973_010     56 12    2                 High school diploma      Fair
1531 550458_020     56 NA    0                                <NA> Very Good
1532 555085_010     56 NA    0                                <NA> Excellent
1533 559121_010     56 11    6                                None      Poor
1534 558366_010     56 16    2                     Master's degree      Good
1535 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
1536 559190_010     56 16    0                     Master's degree Excellent
1537 557642_010     56 16    1                     Master's degree      Good
1538 555113_010     56 NA    1                                <NA>      Fair
1539 550859_010     56 15    0                  Associate's degree      Fair
1540 551064_010     56 NA    0                                <NA> Excellent
1541 559624_010     56 NA    1                                <NA> Very Good
1542 557544_010     56 NA    0                                <NA>      Fair
1543 558131_020     56 14    1                 High school diploma      Good
1544 558764_010     56 14    2                   Bachelor's degree      Fair
1545 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1546 559416_020     56 12    5                                 GED Excellent
1547 551292_010     56  9    3                                None      Poor
1548 557003_010     56 16    3                     Master's degree Very Good
1549 551179_010     57 12    0                                None Very Good
1550 551054_010     57 12    1                 High school diploma Very Good
1551 551179_020     57  9    3                                None      Good
1552 555495_010     57 12    1                 High school diploma Excellent
1553 556266_010     57 14    3                  Associate's degree      Fair
1554 557977_010     57 12    0                 High school diploma Excellent
1555 552159_010     57 14    4                  Associate's degree      Good
1556 553715_020     57 12    1                 High school diploma      Fair
1557 557244_010     57  7    8                                None Very Good
1558 551579_010     57 10    7                                None      Poor
1559 558664_010     57 14    1                   Bachelor's degree      Good
1560 555767_010     57 11    2                                None Excellent
1561 551054_010     57 12    1                 High school diploma Very Good
1562 551179_020     57  9    3                                None Very Good
1563 559683_010     57 15    6                  Associate's degree      Fair
1564 559785_020     57 12    4                                 GED      Poor
1565 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1566 552989_010     57  6    0                 High school diploma      Fair
1567 554003_010     57 12    6                 High school diploma      Poor
1568 552193_010     57 NA    0                                None Very Good
1569 554152_020     57 16    0                     Master's degree Very Good
1570 559907_010     57  8    0                                None Very Good
1571 558158_010     57 13    0                  Associate's degree      Good
1572 556779_010     57 14    0                   Bachelor's degree      Good
1573 554003_010     57 12    6                 High school diploma      Poor
1574 556675_010     57 14    1                  Associate's degree Very Good
1575 554706_010     57 17    0                     Master's degree Excellent
1576 551054_010     57 12    1                 High school diploma Very Good
1577 555679_010     57 NA    2                                <NA>      Fair
1578 559069_020     57 16    1                     Master's degree      Good
1579 556541_010     57 12    1                 High school diploma Very Good
1580 557963_010     57 NA    2                                <NA>      Fair
1581 559812_010     57 12    6                 High school diploma      Fair
1582 554152_020     57 16    0                     Master's degree Very Good
1583 556240_010     57 12    3                 High school diploma      Poor
1584 555137_010     57 10    1                                 GED Very Good
1585 555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1586 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1587 550267_020     57 16    0                     Master's degree Very Good
1588 554152_020     57 16    0                     Master's degree Very Good
1589 558576_010     57 14    2                   Bachelor's degree      Good
1590 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1591 556266_010     57 15    3                  Associate's degree      Fair
1592 559598_010     57 13    1                  Associate's degree Very Good
1593 550267_020     57 16    0                     Master's degree Very Good
1594 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1595 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1596 555349_010     57 12    0                 High school diploma      Good
1597 554026_010     57  9    8                                None      Fair
1598 551179_020     57  9    3                                None      Good
1599 558664_010     57 14    1                   Bachelor's degree      Good
1600 550428_010     57 12    1                 High school diploma      Good
1601 551346_010     57  9    0                                None      Good
1602 558286_010     57 11    3                 High school diploma      Fair
1603 552292_010     57 14    4                   Bachelor's degree      Good
1604 550218_020     57 17    8                     Master's degree Very Good
1605 555553_010     57 NA    3                                <NA>      Good
1606 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1607 556394_010     57 17    3                  Associate's degree      Good
1608 559598_010     57 13    1                  Associate's degree Very Good
1609 556266_010     57 17    3                  Associate's degree      Fair
1610 553482_010     57 12    6                 High school diploma      Poor
1611 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1612 554517_010     57 16    0                     Master's degree Excellent
1613 556260_020     57 15    0                   Bachelor's degree Very Good
1614 552050_010     57 12    4                 High school diploma      Fair
1615 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1616 556484_010     57 15    0                   Bachelor's degree Very Good
1617 552053_010     57 15    2                  Associate's degree      Good
1618 554517_010     57 16    0                     Master's degree Excellent
1619 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1620 558109_010     57 16    1                     Master's degree      Good
1621 552053_010     57 15    2                  Associate's degree      Good
1622 551228_010     57 12    6                                None      Fair
1623 555944_010     57 11    0                                None Very Good
1624 556484_010     57 15    0                   Bachelor's degree Very Good
1625 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1626 556484_010     57 15    0                   Bachelor's degree Very Good
1627 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1628 550404_010     57 11    2                                None      Good
1629 551228_010     57 12    6                                None      Fair
1630 558158_010     57 13    0                  Associate's degree      Good
1631 554490_010     57 16    1                     Master's degree      Fair
1632 552919_010     57 12    1                 High school diploma Very Good
1633 559069_020     57 16    1                     Master's degree      Good
1634 554171_020     57  7    1                 High school diploma Very Good
1635 559598_020     57 13    1                  Associate's degree Very Good
1636 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1637 552965_010     57 17    0                     Master's degree      Good
1638 558158_010     57 13    0                  Associate's degree      Good
1639 554152_020     57 16    0                     Master's degree Very Good
1640 556712_010     58 13    2                  Associate's degree      Fair
1641 556291_010     58 16    1                     Master's degree Excellent
1642 556712_010     58 13    2                  Associate's degree      Fair
1643 556712_010     58 13    2                  Associate's degree      Fair
1644 554764_010     58 17    1                     Master's degree      Good
1645 555886_020     58 14    0                  Associate's degree      Good
1646 552567_010     58 16    1                  Associate's degree      Good
1647 556143_010     58 14    0                   Bachelor's degree Very Good
1648 556291_010     58 16    1                     Master's degree Excellent
1649 557125_010     58 10    7                                None      Poor
1650 556531_010     58 13    1                   Bachelor's degree      Good
1651 557269_010     58 13    7                  Associate's degree      Good
1652 556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1653 554594_010     58 14    1                   Bachelor's degree      Good
1654 557269_010     58 13    7                  Associate's degree      Good
1655 555601_010     58 14    1                 High school diploma      Fair
1656 556712_010     58 13    2                  Associate's degree      Fair
1657 558191_010     58 NA    1                                <NA>      Fair
1658 550753_010     58 13    1                  Associate's degree Very Good
1659 558264_010     58 11    0                                None      Fair
1660 558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
1661 555578_020     58 10    1                                None Very Good
1662 554449_010     58 16    0                     Master's degree Excellent
1663 555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1664 550686_010     58 12    2                 High school diploma      Good
1665 559071_010     58 12    0                 High school diploma      Good
1666 558155_010     58 12    2                 High school diploma      Fair
1667 551442_010     58 14    0                   Bachelor's degree      Good
1668 554449_010     58 16    0                     Master's degree Excellent
1669 559129_010     58 12    6                 High school diploma      Fair
1670 554740_010     58 12    5                 High school diploma      Good
1671 558155_010     58 12    0                 High school diploma      Fair
1672 557344_010     58 12    3                 High school diploma      Poor
1673 556352_010     58 16    0                     Master's degree Excellent
1674 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1675 556531_010     58 13    1                   Bachelor's degree      Good
1676 557751_010     58 16    1                     Master's degree Very Good
1677 557518_010     58 14    2                  Associate's degree Very Good
1678 557751_010     58 16    1                     Master's degree Very Good
1679 557269_010     58 13    7                  Associate's degree      Good
1680 551025_020     58 12    1                 High school diploma Very Good
1681 555601_010     58 14    1                 High school diploma      Fair
1682 557269_010     58 13    7                  Associate's degree      Good
1683 555560_010     58 14    1                  Associate's degree Very Good
1684 555489_020     58 14    1                   Bachelor's degree Very Good
1685 558155_010     58 14    0                 High school diploma      Good
1686 555073_010     58 16    0                     Master's degree      Good
1687 556143_010     58 14    0                   Bachelor's degree Very Good
1688 554740_010     58 12    5                 High school diploma      Good
1689 556352_010     58 16    0                     Master's degree Excellent
1690 550686_010     58 11    2                 High school diploma      Good
1691 556445_010     58 12    5                 High school diploma      Fair
1692 553826_020     58 14    0                  Associate's degree Excellent
1693 551087_010     58 12    0                 High school diploma      Good
1694 554121_010     58 16    0                     Master's degree Very Good
1695 557510_010     58 14    1                  Associate's degree      Good
1696 557751_010     58 16    1                     Master's degree Very Good
1697 557518_010     58 14    2                  Associate's degree Very Good
1698 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1699 557125_010     58 10    7                                None      Poor
1700 554764_010     58 17    1                     Master's degree      Good
1701 556291_010     58 16    1                     Master's degree Excellent
1702 559129_010     58 12    6                 High school diploma      Fair
1703 553532_010     58 12    0                 High school diploma      Fair
1704 556445_010     58 12    5                 High school diploma      Fair
1705 558155_010     58 12    0                 High school diploma      Good
1706 552567_010     58 16    1                  Associate's degree      Good
1707 556223_010     59 16    1                     Master's degree      Good
1708 554818_010     59 14    3                  Associate's degree Very Good
1709 553881_010     59 13    0                  Associate's degree Very Good
1710 555221_010     59  6    2                                None      Fair
1711 559843_010     59 14    0                  Associate's degree      Fair
1712 555375_010     59 16    0                     Master's degree      Fair
1713 552279_020     59  6    0                                None      Fair
1714 556944_010     59 13    1                  Associate's degree Excellent
1715 554365_020     59  6    0                                None      Good
1716 555375_010     59 16    0                     Master's degree      Fair
1717 550147_010     59 12    0                 High school diploma      Fair
1718 551299_010     59 14    6                   Bachelor's degree      Poor
1719 556394_020     59 13    3                  Associate's degree      Good
1720 554818_010     59 14    3                  Associate's degree Very Good
1721 550920_020     59 10    5                                None      Fair
1722 550147_010     59 12    0                 High school diploma      Fair
1723 557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1724 556149_010     59 13    8                  Associate's degree      Poor
1725 556570_010     59 14    0                  Associate's degree Excellent
1726 557804_020     59 13    4                   Bachelor's degree      Poor
1727 552786_010     59 12    4                 High school diploma      Good
1728 557855_010     59 14    6                  Associate's degree      Good
1729 556441_010     59 16    4                     Master's degree      Poor
1730 550920_010     59 12    3                 High school diploma      Fair
1731 550428_010     59 14    1                  Associate's degree      Good
1732 551744_020     59 16    0                     Master's degree Excellent
1733 556493_010     59 13    4                  Associate's degree      Fair
1734 555578_020     59 10    1                                None Very Good
1735 559567_020     59 12    3                 High school diploma      Poor
1736 551878_010     59 10    3                                 GED Very Good
1737 550428_010     59 12    1                 High school diploma      Good
1738 559567_020     59 12    3                 High school diploma      Poor
1739 555375_010     59 16    0                     Master's degree      Fair
1740 559471_010     59 12    6                 High school diploma      Poor
1741 556149_010     59 13    8                  Associate's degree      Poor
1742 559471_010     59 12    6                 High school diploma      Poor
1743 556441_010     59 16    4                     Master's degree      Poor
1744 553881_010     59 13    0                  Associate's degree Very Good
1745 554880_010     59 12    1                                None      Good
1746 558884_010     59 16    2                     Master's degree      Good
1747 556493_010     59 14    4                  Associate's degree      Fair
1748 553826_020     59 14    0                   Bachelor's degree Excellent
1749 556138_010     59 13    6                  Associate's degree      Fair
1750 554939_010     59 12    1                 High school diploma      Fair
1751 553623_010     59 13    2                 High school diploma Very Good
1752 559132_010     59 14    0                   Bachelor's degree Very Good
1753 551628_010     59 11    0                 High school diploma Very Good
1754 557855_010     59 14    6                  Associate's degree      Good
1755 550147_010     59 12    0                 High school diploma      Fair
1756 552454_010     59 13    0                  Associate's degree Very Good
1757 556089_020     59 12    0                 High school diploma      Poor
1758 558062_010     59 12    2                 High school diploma      Fair
1759 551346_010     59  4    0                                None      Good
1760 553623_020     59 14    0                 High school diploma Very Good
1761 552786_010     59 12    4                 High school diploma      Good
1762 556138_010     59 13    6                  Associate's degree      Fair
1763 557855_010     59 14    6                  Associate's degree      Good
1764 554874_010     60 12    0                                None      Fair
1765 559148_010     60  6    0                                None      Good
1766 552761_020     60 11    2                                None      Fair
1767 555545_010     60 11    1                                None Excellent
1768 557358_010     60 11    6                                 GED      Poor
1769 559704_010     60 14    1                   Bachelor's degree Excellent
1770 559342_020     60 12    0                 High school diploma      Fair
1771 557456_020     60  6    4                                None Excellent
1772 557690_010     60  6    2                                None      Poor
1773 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1774 557649_010     60 14    2                   Bachelor's degree Very Good
1775 555545_010     60 11    1                                None Excellent
1776 554874_010     60 12    0                                None      Fair
1777 555578_010     60 12    1                 High school diploma Very Good
1778 558546_010     60 15    0                  Associate's degree Very Good
1779 555578_010     60 12    1                 High school diploma Excellent
1780 557856_010     60 13    2                  Associate's degree      Fair
1781 557690_010     60  6    2                                None      Poor
1782 554069_020     60 11    2                                None      Fair
1783 559044_020     60 12    1                 High school diploma      Fair
1784 555441_020     60 12    1                                 GED Very Good
1785 555702_010     60 14    5                   Bachelor's degree      Fair
1786 552892_020     60 14    4                  Associate's degree      Fair
1787 556513_010     60 10    1                                None      Fair
1788 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1789 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1790 552892_020     60 15    6                  Associate's degree      Fair
1791 556137_010     60 15    1                  Associate's degree      Good
1792 555244_010     60  2    3                                None      Fair
1793 555545_020     60 10    2                                None Very Good
1794 555545_010     60 11    1                                None Excellent
1795 557690_010     60  6    2                                None      Poor
1796 559649_010     60 13    3                   Bachelor's degree      Good
1797 552690_010     60 12    4                 High school diploma      Fair
1798 554195_010     60 16    0                     Master's degree Very Good
1799 554069_020     60 11    2                                None      Fair
1800 559704_010     60 15    1                   Bachelor's degree Excellent
1801 554354_010     60 13    0                  Associate's degree      Good
1802 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1803 552811_020     60 17    0                     Master's degree Excellent
1804 559649_010     60 13    3                   Bachelor's degree      Good
1805 553826_010     60 14    0                  Associate's degree Excellent
1806 556646_020     60 15    0                  Associate's degree Very Good
1807 558198_010     60 NA    8                                <NA>      Fair
1808 552332_010     60 12    2                 High school diploma      Fair
1809 550384_010     60 10    6                                None      Poor
1810 554832_020     61 12    2                 High school diploma      Good
1811 556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
1812 554172_010     61 15    5                  Associate's degree      Fair
1813 551414_020     61  8    0                                None Very Good
1814 551087_020     61 12    0                 High school diploma      Good
1815 557104_010     61 12    0                 High school diploma Very Good
1816 557093_010     61 11    0                                None      Fair
1817 551548_010     61 14    6                  Associate's degree      Fair
1818 557856_010     61 13    2                  Associate's degree      Fair
1819 557104_010     61 12    0                 High school diploma Very Good
1820 551414_020     61  8    0                                None Very Good
1821 550698_010     61 14    0                  Associate's degree      Fair
1822 559644_010     61 12    2                                None      Poor
1823 558939_020     61  9    0                 High school diploma      Good
1824 555601_020     61 14    2                 High school diploma      Fair
1825 554172_010     61 15    5                  Associate's degree      Fair
1826 553315_020     61  1    2                 High school diploma      Fair
1827 557786_010     61 12    0                 High school diploma      Good
1828 559649_010     61 13    3                   Bachelor's degree      Good
1829 553879_010     61  6    1                                None      Poor
1830 559764_010     61 16    2                  Associate's degree      Fair
1831 554069_020     61 11    2                                None      Fair
1832 553715_010     61 12    2                 High school diploma      Fair
1833 553055_020     61 13    1                  Associate's degree      Good
1834 559178_020     61 14    3                  Associate's degree      Good
1835 553879_010     61  6    1                                None      Poor
1836 558602_010     61  6    0                                None      Fair
1837 557538_020     61 12    0                 High school diploma Very Good
1838 552059_010     61 14    0                   Bachelor's degree      Fair
1839 552633_010     61 12    0                 High school diploma      Good
1840 554548_010     61 14    6                   Bachelor's degree      Poor
1841 553443_020     61 17    5                     Master's degree      Good
1842 559470_010     61 11    1                                 GED      Good
1843 553715_010     61 12    2                 High school diploma      Fair
1844 554832_010     61 13    2                     Master's degree      Good
1845 552633_010     61 12    0                 High school diploma      Good
1846 557723_010     61 13    5                  Associate's degree      Fair
1847 553448_010     61 11    3                                None      Fair
1848 552811_020     61 17    0                     Master's degree Excellent
1849 556341_010     61 NA    7                                 GED      Fair
1850 550516_010     62 11    1                                None Excellent
1851 553443_020     62 17    5                     Master's degree      Good
1852 558588_010     62 14    2                  Associate's degree      Good
1853 559660_010     62 11    1                                None      Fair
1854 553826_020     62 14    0                  Associate's degree Excellent
1855 556499_010     62 12    4                 High school diploma      Good
1856 552892_020     62 16    6                  Associate's degree      Fair
1857 553055_010     62 13    1                  Associate's degree      Fair
1858 550516_010     62 11    1                                None Excellent
1859 550581_020     62  5    2                                None Very Good
1860 553055_010     62 13    1                  Associate's degree      Fair
1861 551827_010     62 16    7                     Master's degree      Good
1862 550516_010     62 11    1                                None Excellent
1863 557025_010     62 12    1                 High school diploma      Fair
1864 557889_010     62 12    1                 High school diploma Very Good
1865 551827_010     62 16    7                     Master's degree      Good
1866 557574_010     62  5    1                                None Very Good
1867 552590_010     62 NA    3                                None      Fair
1868 556499_010     62 12    4                 High school diploma      Good
1869 554146_010     62 13    3                  Associate's degree Excellent
1870 554846_010     62 17    1                     Master's degree Excellent
1871 550516_010     62 11    1                                None Excellent
1872 554789_020     62 17    1                     Master's degree Very Good
1873 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1874 552118_020     62 11    1                                None      Fair
1875 557889_010     62 12    1                 High school diploma Very Good
1876 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1877 550516_010     62 11    1                                None Excellent
1878 554438_010     62 16    3                     Master's degree      Fair
1879 555978_010     62 12    2                 High school diploma      Good
1880 551334_010     62 16    1                     Master's degree      Good
1881 558765_010     62 12    3                 High school diploma Very Good
1882 554674_020     62 15    2                  Associate's degree      Good
1883 553778_010     62 16    2                     Master's degree Very Good
1884 550943_010     62 10    4                                 GED      Poor
1885 552482_020     62 12    2                                 GED      Fair
1886 557885_020     62 12    3                 High school diploma      Fair
1887 551863_020     62 16    0                  Associate's degree Very Good
1888 555137_010     62 11    1                                 GED Very Good
1889 554903_010     62 12    2                                 GED Very Good
1890 553321_010     62 14    0                  Associate's degree      Poor
1891 556345_010     62 13    5                  Associate's degree      Poor
1892 554438_010     62 16    3                     Master's degree      Fair
1893 554627_010     62 13    3                  Associate's degree      Good
1894 556499_010     62 12    4                 High school diploma      Good
1895 559893_010     62 11    4                 High school diploma      Fair
1896 557093_010     62 11    0                                None      Fair
1897 559660_010     62 11    1                                None      Fair
1898 554146_010     62 13    3                  Associate's degree Excellent
1899 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1900 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1901 553995_010     62 12    0                 High school diploma      Poor
1902 556936_010     62 16    0                     Master's degree      Good
1903 552499_020     62 NA    0                   Bachelor's degree      Fair
1904 550581_020     62  7    1                                None Very Good
1905 559660_010     62 11    1                                None      Fair
1906 559660_010     62 11    1                                None      Fair
1907 558765_010     62 12    3                 High school diploma Very Good
1908 557025_020     62 17    0                     Master's degree      Fair
1909 559741_010     62 11    1                                None      Good
1910 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1911 555978_010     62 12    2                 High school diploma      Good
1912 552156_020     62 13    0                  Associate's degree Very Good
1913 551396_010     62 17    1                     Master's degree Very Good
1914 552156_020     62 13    0                  Associate's degree      Good
1915 556936_010     62 16    0                     Master's degree      Good
1916 559893_010     62 11    4                                 GED      Fair
1917 557595_020     63  7    0                                None Very Good
1918 554481_010     63  3    0                 High school diploma Excellent
1919 559996_010     63 14    3                   Bachelor's degree      Fair
1920 558039_010     63 13    6                  Associate's degree      Fair
1921 556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1922 552320_010     63  6    2                                None      Fair
1923 552868_010     63 12    3                 High school diploma      Good
1924 556345_010     63 13    6                  Associate's degree      Poor
1925 552748_010     63 16    5                     Master's degree      Good
1926 559213_010     63 14    4                   Bachelor's degree      Good
1927 559949_010     63 12    7                                None      Fair
1928 557595_020     63  7    0                                None Excellent
1929 557268_010     63 16    0                     Master's degree      Good
1930 551121_010     63 NA    1                 High school diploma      Fair
1931 559983_020     63 16    0                     Master's degree Very Good
1932 559659_010     63 16    1                     Master's degree      Good
1933 552868_010     63 12    3                 High school diploma      Good
1934 553699_010     63  9    6                                None Very Good
1935 551761_020     63 12    0                 High school diploma Very Good
1936 552874_010     63 12    4                 High school diploma      Fair
1937 552748_020     63 12    1                 High school diploma Very Good
1938 557268_010     63 16    0                     Master's degree      Good
1939 558380_010     63 10    0                                None      Fair
1940 553826_010     63 14    0                  Associate's degree Excellent
1941 551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1942 552100_010     63 16    0                     Master's degree Very Good
1943 550967_020     63 15    2                                 GED      Good
1944 552816_020     63  1    0                                None      Good
1945 555578_010     63 12    0                 High school diploma      Good
1946 552320_010     63  6    2                                None      Fair
1947 558380_010     63 10    0                                None      Fair
1948 552874_020     63 14    2                 High school diploma      Fair
1949 550461_010     63  8    1                                None Very Good
1950 558540_010     63 12    5                 High school diploma      Fair
1951 558552_020     63 12    0                 High school diploma Very Good
1952 555307_010     63 13    2                  Associate's degree      Fair
1953 558552_020     63 12    0                 High school diploma Very Good
1954 559748_010     63  9    1                                None      Good
1955 552304_010     63 17    0                     Master's degree      Good
1956 552789_010     63 14    1                  Associate's degree Very Good
1957 558404_020     63 12    0                                 GED Very Good
1958 554789_010     63 17    1                     Master's degree Very Good
1959 550093_020     63 13    1                  Associate's degree      Good
1960 558039_010     63 13    6                  Associate's degree      Fair
1961 558039_010     63 13    6                  Associate's degree      Fair
1962 553699_010     63  9    6                                None Very Good
1963 554481_010     63  3    0                 High school diploma Excellent
1964 553055_010     63 13    1                  Associate's degree      Fair
1965 552482_010     63 10    2                                None      Fair
1966 558602_020     63  6    0                                None      Fair
1967 552100_010     63 16    0                     Master's degree Very Good
1968 558380_010     63 10    0                                None      Fair
1969 556144_020     63 16    0                  Associate's degree Very Good
1970 550967_020     63 14    2                 High school diploma      Good
1971 558936_010     63 11    5                 High school diploma      Fair
1972 552748_010     63 16    5                     Master's degree      Good
1973 550375_010     63 12    6                 High school diploma      Good
1974 551761_020     63 12    0                 High school diploma Very Good
1975 555607_010     63 10    0                 High school diploma Excellent
1976 550862_020     63 10    1                                None      Good
1977 554789_010     63 17    1                     Master's degree Very Good
1978 556077_020     63 13    1                  Associate's degree      Fair
1979 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
1980 558602_020     63  6    0                                None      Fair
1981 553400_010     63 12    4                 High school diploma      Poor
1982 552314_010     64 14    3                  Associate's degree      Fair
1983 558646_010     64 11    2                                None      Good
1984 556732_010     64 17    5                     Master's degree      Fair
1985 558360_010     64 12    3                                 GED Very Good
1986 552618_010     64 12    3                 High school diploma      Fair
1987 550437_010     64 12    2                 High school diploma      Good
1988 556732_010     64 17    5                     Master's degree      Fair
1989 555473_010     64 11    3                                None      Fair
1990 550233_020     64 12    1                 High school diploma      Fair
1991 550233_020     64 13    1                  Associate's degree      Fair
1992 554443_010     64 11    2                                None      Fair
1993 555848_010     64 14    1                  Associate's degree Excellent
1994 556453_020     64  6    2                                None      Good
1995 555946_010     64 12    0                 High school diploma Very Good
1996 553413_010     64  7    3                                None      Fair
1997 553413_020     64 12    2                 High school diploma      Fair
1998 558543_020     64 13    0                  Associate's degree Very Good
1999 554793_010     64 12    1                 High school diploma      Good
2000 557223_020     64 11    1                                None      Good
2001 553413_020     64 12    3                 High school diploma      Fair
2002 559573_010     64 12    1                 High school diploma      Fair
2003 552314_010     64 14    3                  Associate's degree      Fair
2004 552332_020     64 12    2                                 GED      Fair
2005 556453_020     64  8    2                                None      Good
2006 556185_010     64 12    2                 High school diploma Very Good
2007 551512_010     64 NA    0                 High school diploma Excellent
2008 556732_010     64 17    5                     Master's degree      Fair
2009 554443_010     64  8    2                                None      Fair
2010 556732_010     64 17    5                     Master's degree      Fair
2011 557131_010     64 13    7                  Associate's degree      Good
2012 558543_020     64 13    0                  Associate's degree Very Good
2013 555848_010     64 14    1                  Associate's degree Excellent
2014 556038_010     64 15    2                  Associate's degree Very Good
2015 552454_010     64 12    0                                None Very Good
2016 551878_010     64 14    3                  Associate's degree Very Good
2017 553623_020     64 12    0                                 GED Very Good
2018 552748_020     64 12    1                 High school diploma Very Good
2019 554365_010     64  0    0                                None      Fair
2020 550233_010     64 12    6                 High school diploma      Good
2021 558543_020     64 11    0                 High school diploma Very Good
2022 552648_010     64 12   NA                 High school diploma      Good
2023 558646_010     64 11    2                                None      Good
2024 553413_020     64 12    3                 High school diploma      Fair
2025 554793_010     64 12    1                 High school diploma      Good
2026 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
2027 551723_010     64  6    1                                None      Good
2028 557754_010     64 12    6                                None      Fair
2029 557385_020     64 14    1                  Associate's degree      Good
2030 552872_020     64 17    0                     Master's degree Excellent
2031 559806_010     64  3    1                                None      Fair
2032 555473_010     64 11    3                                None      Fair
2033 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2034 557673_010     64 13    4                  Associate's degree      Good
2035 550228_010     64 12    2                 High school diploma      Good
2036 552648_010     64 12   NA                 High school diploma Very Good
2037 554075_010     64 11    0                 High school diploma      Good
2038 558015_010     64 13    2                  Associate's degree      Good
2039 550385_010     64 11    0                 High school diploma Very Good
2040 558646_010     64 11    2                                None      Good
2041 559653_010     64 16    0                     Master's degree Excellent
2042 552332_020     64 12    2                                 GED      Fair
2043 553413_010     64  6    2                                None      Fair
2044 556038_010     64 15    2                  Associate's degree Very Good
2045 550233_020     64 12    1                 High school diploma      Fair
2046 557617_020     64 16    0                     Master's degree Excellent
2047 557223_020     64 11    1                                None      Good
2048 557131_010     64 13    7                  Associate's degree      Good
2049 558313_010     64 16    0                     Master's degree Very Good
2050 555946_010     64 12    0                 High school diploma Very Good
2051 550233_020     64 12    1                 High school diploma      Fair
2052 550238_010     64 13    2                  Associate's degree Very Good
2053 554075_010     65 11    0                 High school diploma      Good
2054 559573_010     65 12    1                 High school diploma      Fair
2055 554680_010     65 12    1                 High school diploma      Good
2056 559806_010     65  0    1                                None      Fair
2057 556089_010     65 12    1                                 GED      Fair
2058 550698_010     65 14    0                  Associate's degree      Fair
2059 556073_010     65 11    5                 High school diploma Very Good
2060 555176_010     65 13    1                  Associate's degree      Good
2061 551444_010     65 12    1                 High school diploma      Fair
2062 557391_020     65  9    2                                None      Fair
2063 556453_020     65  8    2                                None      Good
2064 550827_010     65 13    1                  Associate's degree      Fair
2065 552874_020     65 12    4                 High school diploma      Fair
2066 556876_010     65 16    1                     Master's degree Very Good
2067 553948_020     65 11    1                                None      Good
2068 553948_020     65 11    1                                None      Good
2069 553112_010     65 12    0                 High school diploma      Good
2070 553948_010     65 10    5                                None      Fair
2071 550920_010     65 12    5                 High school diploma      Fair
2072 557213_010     65 14    4                  Associate's degree Very Good
2073 552156_010     65 13    0                  Associate's degree Very Good
2074 557681_010     65 14    1                   Bachelor's degree      Fair
2075 550605_010     65 12    0                 High school diploma      Good
2076 559603_020     65 13    0                  Associate's degree      Good
2077 554413_010     65 10    1                                None      Fair
2078 557213_010     65 14    4                  Associate's degree Very Good
2079 551512_010     65 NA    0                 High school diploma Excellent
2080 552548_010     65 14    7                     Master's degree Very Good
2081 554680_010     65 12    1                 High school diploma      Good
2082 555176_010     65 13    1                  Associate's degree      Good
2083 552429_010     65 16    0                     Master's degree      Good
2084 557617_010     65 16    1                     Master's degree      Fair
2085 558552_010     65 12    1                 High school diploma      Fair
2086 556471_010     65 12    5                                 GED      Good
2087 554885_010     65 14    2                  Associate's degree      Poor
2088 559513_020     65 16    0                     Master's degree      Good
2089 550385_010     65 14    0                  Associate's degree Very Good
2090 556073_010     65 11    5                 High school diploma Very Good
2091 555336_010     65 12    1                 High school diploma      Good
2092 552156_010     65 13    0                  Associate's degree Very Good
2093 552548_010     65 14    5                     Master's degree Very Good
2094 557073_020     65  6    0                                None      Fair
2095 551783_010     65 12    2                 High school diploma Very Good
2096 550164_020     65 17    0                     Master's degree Very Good
2097 554789_010     65 16    3                     Master's degree      Good
2098 554392_010     65 14    1                  Associate's degree      Good
2099 559470_010     65 14    1                   Bachelor's degree      Good
2100 554369_010     65 10    4                                None      Fair
2101 557433_010     65 12    3                                 GED      Good
2102 557617_010     65 16    1                     Master's degree      Fair
2103 557456_020     65  6    4                                None      Good
2104 556073_010     65 11    5                 High school diploma Very Good
2105 554369_010     65 10    4                                None      Fair
2106 553778_010     65 16    2                     Master's degree Very Good
2107 556223_020     65 16    1                     Master's degree      Fair
2108 553948_010     65 11    5                                None      Fair
2109 554413_010     65 10    1                                None      Fair
2110 557433_010     65 12    3                                 GED      Good
2111 550385_010     65 14    0                  Associate's degree Very Good
2112 553087_020     66 NA    0                                <NA>      Fair
2113 558935_010     66 12    0                 High school diploma      Good
2114 551334_010     66 16    0                     Master's degree Excellent
2115 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2116 551007_020     66 10    7                                None      Good
2117 559470_010     66 14    0                   Bachelor's degree      Good
2118 557383_010     66 16    2                     Master's degree      Poor
2119 552298_010     66 16    0                     Master's degree Very Good
2120 551553_020     66 12    2                 High school diploma      Good
2121 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2122 551723_020     66  6    1                                None      Poor
2123 557383_010     66 16    2                     Master's degree      Poor
2124 550587_010     66 14    3                   Bachelor's degree Excellent
2125 552418_010     66 12    6                 High school diploma      Poor
2126 556384_010     66  3    7                                None      Fair
2127 553993_010     66 16    0                     Master's degree      Good
2128 557322_010     66 16    2                     Master's degree Excellent
2129 556428_010     66 14    1                  Associate's degree      Good
2130 552418_010     66 12    6                 High school diploma      Poor
2131 551214_010     66  0    3                                None      Fair
2132 555336_010     66 12    1                 High school diploma      Good
2133 550316_010     66  2    8                                None      Fair
2134 556621_010     66  9    4                                 GED      Poor
2135 556428_010     66 14    1                  Associate's degree      Good
2136 553778_020     66 16    0                     Master's degree      Good
2137 550645_010     66 12    0                 High school diploma Very Good
2138 551808_020     66 12    0                                None Excellent
2139 556621_010     66  9    4                                 GED      Poor
2140 557633_010     66 12    6                 High school diploma      Poor
2141 552874_020     66 12    4                 High school diploma      Fair
2142 557824_010     66 16    0                     Master's degree Excellent
2143 558935_010     66 12    0                 High school diploma      Good
2144 557322_020     66 16    2                     Master's degree Excellent
2145 553778_020     66 16    0                     Master's degree      Fair
2146 552648_020     66 11   NA                                None      Fair
2147 550581_020     66  6    7                                None      Fair
2148 556057_010     66 14    0                  Associate's degree      Good
2149 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
2150 550233_010     66 13    1                  Associate's degree      Good
2151 559964_010     66 17    6                     Master's degree      Fair
2152 551483_010     66  4    1                                None      Fair
2153 553948_020     66 16    1                 High school diploma      Good
2154 554917_010     66 14    1                  Associate's degree Excellent
2155 551214_010     66  0    3                                None      Fair
2156 551310_010     66 14    4                  Associate's degree      Fair
2157 550626_010     66 13    1                  Associate's degree      Fair
2158 556384_010     66  3    7                                None      Fair
2159 555578_010     66 12    0                 High school diploma      Good
2160 559470_020     66 11    1                                 GED      Poor
2161 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2162 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2163 558935_010     66 12    0                 High school diploma      Good
2164 551723_020     66  6    1                                None      Poor
2165 556997_010     66 14    0                  Associate's degree      Good
2166 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2167 551524_020     66 NA    0                                <NA>      Fair
2168 557680_020     67 12    0                 High school diploma Excellent
2169 554344_020     67 15    1                  Associate's degree      Good
2170 553087_020     67 NA    0                                <NA>      Fair
2171 555788_010     67 16    0                     Master's degree      Good
2172 556870_010     67 13    0                  Associate's degree      Fair
2173 558837_020     67  0    3                                None      Fair
2174 556224_010     67 15    0                  Associate's degree      Good
2175 559603_020     67 12    0                 High school diploma      Good
2176 558837_010     67  7    0                                None      Fair
2177 552498_010     67 NA    0                                None Very Good
2178 558837_010     67  7    0                                None      Fair
2179 551845_010     67 13    4                  Associate's degree      Good
2180 556870_010     67 13    0                  Associate's degree      Fair
2181 557559_020     67 17    0                     Master's degree      Good
2182 559752_010     67 17    0                     Master's degree      Good
2183 559867_010     67 16    1                     Master's degree      Fair
2184 556398_010     67 12    0                 High school diploma      Fair
2185 557802_010     67 14    1                   Bachelor's degree Very Good
2186 558069_010     67 15    2                   Bachelor's degree      Fair
2187 558316_010     67 12    0                                 GED      Good
2188 557351_020     67 11    5                                 GED      Fair
2189 559515_020     67 14    0                   Bachelor's degree      Good
2190 559010_010     67 14    0                  Associate's degree Excellent
2191 554069_010     67 12    1                 High school diploma      Good
2192 559286_010     67 17    0                     Master's degree      Good
2193 559587_020     67 16    0                     Master's degree      Good
2194 552971_010     67 12    2                 High school diploma      Poor
2195 558568_020     67 12    0                 High school diploma      Good
2196 559603_020     67 13    1                  Associate's degree      Good
2197 559010_010     67 14    0                  Associate's degree Excellent
2198 559286_010     67 17    0                     Master's degree      Good
2199 553743_020     67 12    2                  Associate's degree      Good
2200 552816_020     67  0    0                                None      Good
2201 553443_010     67 17    0                     Master's degree      Good
2202 557802_010     67 14    1                   Bachelor's degree Very Good
2203 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2204 558837_010     67  4    0                                None      Fair
2205 550698_020     67 14    0                  Associate's degree      Good
2206 558419_010     67 12    4                 High school diploma      Fair
2207 558120_010     67 16    3                     Master's degree      Good
2208 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
2209 555788_010     67 16    0                     Master's degree      Good
2210 553086_010     67 14    1                   Bachelor's degree Very Good
2211 558069_010     67 15    2                   Bachelor's degree      Fair
2212 558837_020     67  4    0                                None      Fair
2213 551286_020     67  8    2                                None      Fair
2214 559758_010     67 13    1                  Associate's degree      Fair
2215 557680_010     67 12    0                 High school diploma Excellent
2216 554069_010     67 13    1                 High school diploma      Good
2217 556224_010     67 15    0                  Associate's degree      Good
2218 551286_020     67  4    2                                None      Fair
2219 557559_020     67 17    0                     Master's degree      Good
2220 557353_010     67 14    0                  Associate's degree Excellent
2221 551140_010     67 12    2                 High school diploma Very Good
2222 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2223 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2224 557802_010     67 14    1                   Bachelor's degree Very Good
2225 554845_020     67 14    0                  Associate's degree Very Good
2226 557417_010     67  3    1                                None      Fair
2227 550310_010     67 16    3                     Master's degree      Fair
2228 552163_010     67 12    0                 High school diploma      Good
2229 551140_010     67 12    2                 High school diploma Very Good
2230 554845_010     67 14    0                  Associate's degree      Fair
2231 551553_010     67 12    2                 High school diploma      Good
2232 550310_010     67 16    3                     Master's degree      Fair
2233 551140_010     67 12    2                 High school diploma Very Good
2234 559766_010     67 15    1                  Associate's degree      Good
2235 552816_010     67  3    0                                None      Fair
2236 554807_010     68  4    1                                None      Good
2237 555951_010     68 16    2                     Master's degree      Fair
2238 552482_010     68 10    1                                None      Fair
2239 556394_020     68 12    3                 High school diploma      Good
2240 552323_020     68  4    6                                None      Poor
2241 556635_010     68 12    3                 High school diploma Very Good
2242 551547_010     68 13    2                  Associate's degree      Good
2243 557038_010     68 14    0                  Associate's degree      Good
2244 558099_010     68 12    1                 High school diploma      Fair
2245 557371_010     68 17    0                     Master's degree Very Good
2246 557767_010     68 14    4                   Bachelor's degree Excellent
2247 557571_010     68 12    2                 High school diploma Very Good
2248 557983_010     68 12    0                 High school diploma      Fair
2249 550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2250 551950_020     68 16    0                     Master's degree      Fair
2251 551110_010     68 12    0                                 GED      Good
2252 558867_010     68 13    3                  Associate's degree      Fair
2253 555210_010     68 NA    3                 High school diploma      Fair
2254 559567_010     68 12    3                 High school diploma      Fair
2255 554069_010     68 12    1                 High school diploma      Good
2256 551110_010     68 12    0                                 GED      Good
2257 555178_010     68 12    0                 High school diploma      Good
2258 556493_020     68 12    1                 High school diploma      Fair
2259 554855_010     68 16    2                     Master's degree Excellent
2260 551127_010     68 15    0                   Bachelor's degree      Good
2261 557014_010     68 12    0                 High school diploma Very Good
2262 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
2263 558049_010     68 12    1                 High school diploma      Fair
2264 557396_010     68 13    5                  Associate's degree      Fair
2265 555780_010     68 12    3                 High school diploma Excellent
2266 554724_020     68 12    1                 High school diploma      Good
2267 551110_010     68 11    0                                 GED      Good
2268 557034_010     68  7    0                                None      Fair
2269 551761_010     68 12    1                 High school diploma Excellent
2270 550278_010     68 15    1                   Bachelor's degree      Good
2271 557038_010     68 14    0                  Associate's degree      Good
2272 555780_010     68 12    4                 High school diploma      Good
2273 559653_010     68 14    0                   Bachelor's degree Excellent
2274 554724_020     68 12    0                 High school diploma      Good
2275 557571_010     68 12    2                 High school diploma Very Good
2276 558330_020     68 14    0                   Bachelor's degree      Good
2277 554630_010     68 14    1                   Bachelor's degree      Good
2278 551547_010     68 13    2                  Associate's degree      Good
2279 554789_020     68 16    3                     Master's degree      Good
2280 557034_010     68  7    0                                None      Fair
2281 554630_010     68 14    1                   Bachelor's degree      Good
2282 557014_010     68 12    0                 High school diploma Very Good
2283 557930_020     68 14    0                 High school diploma Very Good
2284 556635_010     68 12    3                 High school diploma Very Good
2285 557351_020     69 11    5                                 GED      Fair
2286 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2287 556646_010     69 15    0                  Associate's degree Very Good
2288 550164_020     69 17    0                     Master's degree Very Good
2289 554228_020     69 16    7                  Associate's degree      Fair
2290 558629_010     69 16    1                     Master's degree Excellent
2291 552034_010     69 15    1                  Associate's degree      Good
2292 554425_010     69 12    2                 High school diploma      Fair
2293 552279_010     69  6    0                                None      Fair
2294 552082_020     69 10    5                                None      Fair
2295 558355_010     69 11    2                                None      Fair
2296 554486_010     69 14    1                   Bachelor's degree      Fair
2297 559342_020     69 16    0                  Associate's degree      Fair
2298 556709_010     69 12    7                 High school diploma      Poor
2299 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2300 552034_010     69 15    1                  Associate's degree      Good
2301 555951_010     69 16    2                     Master's degree      Fair
2302 558629_020     69 16    1                     Master's degree Excellent
2303 553935_010     69 17    1                     Master's degree Very Good
2304 558629_010     69 16    1                     Master's degree Excellent
2305 559750_010     69 17    1                     Master's degree      Good
2306 550759_010     69 12    2                 High school diploma      Good
2307 554486_010     69 14    1                   Bachelor's degree      Fair
2308 559001_010     69 12    4                 High school diploma      Poor
2309 559470_020     69 11    1                                 GED      Fair
2310 556686_020     69 NA    2                                 GED      Good
2311 557595_010     69  7    0                                None      Good
2312 557322_020     69 16    0                     Master's degree      Good
2313 551080_010     69 12    1                 High school diploma      Good
2314 550524_010     69 15    1                   Bachelor's degree      Good
2315 554842_010     69 13    3                  Associate's degree      Good
2316 550524_010     69 16    1                     Master's degree      Good
2317 553248_010     69 14    0                  Associate's degree Very Good
2318 557131_020     69 12    0                 High school diploma      Good
2319 550759_010     69 12    2                 High school diploma      Good
2320 558541_010     69 13    2                  Associate's degree      Good
2321 559752_010     69 16    0                     Master's degree      Good
2322 551080_020     69 12    1                 High school diploma      Good
2323 559369_010     69 15    0                   Bachelor's degree      Good
2324 554228_020     69 12    7                                None      Fair
2325 556827_010     69 11    3                                None      Fair
2326 553935_010     69 17    1                     Master's degree Very Good
2327 556586_010     69 16    2                     Master's degree      Good
2328 551080_010     69 12    1                 High school diploma      Good
2329 559001_010     69 12    4                 High school diploma      Poor
2330 552482_020     69 12    1                                 GED      Fair
2331 557351_010     69 10    5                                None      Fair
2332 554789_020     69 16    3                     Master's degree      Good
2333 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2334 557351_010     69 10    4                                 GED      Fair
2335 558355_010     69 11    2                                None      Fair
2336 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2337 553935_010     69 17    1                     Master's degree Very Good
2338 559083_010     69 12    1                 High school diploma      Fair
2339 556288_020     70 16    1                     Master's degree Very Good
2340 550696_010     70  9    1                                 GED Very Good
2341 559287_010     70 14    0                  Associate's degree Excellent
2342 558638_010     70  4    3                                None      Fair
2343 550183_020     70 16    0                     Master's degree Very Good
2344 550581_020     70  5    8                                None      Fair
2345 553267_010     70  9    0                 High school diploma Very Good
2346 552065_010     70 12    0                 High school diploma      Good
2347 554344_010     70 15    0                  Associate's degree      Good
2348 551808_020     70 12    0                                None Very Good
2349 556873_010     70  4    1                                None Very Good
2350 552780_020     70 NA    0                 High school diploma Very Good
2351 554344_020     70 15    1                  Associate's degree      Good
2352 552065_010     70 12    0                 High school diploma      Good
2353 558737_010     70 12    0                                 GED      Fair
2354 556806_010     70 14    0                   Bachelor's degree      Good
2355 555427_010     70 12    0                                 GED      Good
2356 557139_010     70 12    3                 High school diploma      Fair
2357 554344_020     70 15    1                  Associate's degree      Good
2358 558316_010     70 12    0                                 GED      Good
2359 556873_010     70  6    1                                None Very Good
2360 555216_020     70 11    0                                None      Fair
2361 557223_010     70 14    1                  Associate's degree      Fair
2362 554831_010     70 12    1                 High school diploma      Good
2363 550240_020     70 12    4                 High school diploma      Fair
2364 553325_010     70 13    1                  Associate's degree      Good
2365 552383_010     70 11    2                                None      Good
2366 555925_010     70 16    0                     Master's degree Very Good
2367 552383_010     70 11    2                                None      Good
2368 551553_020     70 12    2                 High school diploma      Good
2369 556181_010     70 16    1                     Master's degree      Good
2370 552323_010     70  5    3                                None      Fair
2371 554789_020     71 16    3                     Master's degree      Good
2372 552323_010     71  5    1                                None      Poor
2373 557139_010     71 12    3                 High school diploma      Fair
2374 551602_010     71  0    0                                None      Fair
2375 556475_010     71 14    1                  Associate's degree      Good
2376 552383_010     71 11    2                                None      Good
2377 552490_010     71 12    2                 High school diploma      Good
2378 550310_010     71 16    3                     Master's degree      Fair
2379 554432_020     71 16    7                     Master's degree Very Good
2380 559587_010     71 16    0                     Master's degree      Good
2381 559587_010     71 16    0                     Master's degree      Good
2382 552780_020     71 NA    0                 High school diploma Very Good
2383 559587_020     71 14    0                 High school diploma      Good
2384 557902_010     71 16    0                     Master's degree Very Good
2385 557384_010     71 14    2                  Associate's degree      Good
2386 551660_010     71 13    2                  Associate's degree      Poor
2387 552490_010     71 12    2                 High school diploma      Good
2388 553399_020     71 17    0                     Master's degree Very Good
2389 559408_010     71 12    0                 High school diploma      Good
2390 553399_010     71 17    0                     Master's degree Very Good
2391 554305_010     71 16    0                     Master's degree Excellent
2392 557680_020     71 12    0                 High school diploma Excellent
2393 557902_010     71 16    0                     Master's degree Very Good
2394 552618_020     71  8    8                                None      Good
2395 556475_010     71 15    1                  Associate's degree      Good
2396 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2397 553432_010     71 13    7                  Associate's degree      Good
2398 552490_010     71 12    2                 High school diploma      Good
2399 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2400 553399_010     71 17    0                     Master's degree Very Good
2401 553267_010     71  9    0                 High school diploma Very Good
2402 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2403 550105_010     71 13    1                  Associate's degree      Good
2404 556475_010     71 15    1                  Associate's degree      Good
2405 555216_010     71 14    6                  Associate's degree      Good
2406 556141_020     71 14    2                  Associate's degree      Fair
2407 558568_020     71 12    0                 High school diploma      Good
2408 554344_010     71 13    0                  Associate's degree      Good
2409 553338_010     71 13    1                  Associate's degree      Good
2410 551602_010     71  0    0                                None      Fair
2411 557088_010     71  9    2                                None      Good
2412 557326_010     71 12    7                                 GED      Poor
2413 550345_010     72 12    0                 High school diploma      Fair
2414 559902_010     72 16    7                     Master's degree      Fair
2415 556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
2416 555115_010     72 14    7                  Associate's degree      Poor
2417 559487_010     72 13    5                  Associate's degree      Fair
2418 556549_010     72 12    1                 High school diploma      Fair
2419 550240_020     72 12    4                 High school diploma      Fair
2420 553258_010     72 16    1                     Master's degree      Good
2421 551645_010     72 13    0                  Associate's degree Very Good
2422 555800_010     72 14    0                   Bachelor's degree Very Good
2423 556768_020     72 13    5                  Associate's degree      Good
2424 556579_010     72 14    2                  Associate's degree      Good
2425 554017_010     72 11    0                                None Excellent
2426 553014_010     72 11    1                                None      Poor
2427 557391_020     72  9    2                                None      Fair
2428 552886_010     72 14    1                  Associate's degree      Poor
2429 555962_010     72 12    2                 High school diploma      Poor
2430 553832_010     72 13    1                  Associate's degree      Poor
2431 556549_010     72 12    1                 High school diploma      Fair
2432 551712_010     72  2    0                                None      Fair
2433 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2434 555115_010     72 14    7                  Associate's degree      Poor
2435 555115_010     72 14    7                  Associate's degree      Poor
2436 554486_020     72 15    0                   Bachelor's degree      Good
2437 553014_020     72 17    1                     Master's degree      Good
2438 555962_010     72 12    2                 High school diploma      Poor
2439 556549_010     72 12    1                 High school diploma      Fair
2440 557876_010     72 12    0                                 GED      Good
2441 555853_010     72  0    6                                None      Fair
2442 553832_010     72 13    1                  Associate's degree      Poor
2443 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2444 559404_010     72 13    1                  Associate's degree Excellent
2445 559487_010     72 13    5                  Associate's degree      Fair
2446 553211_010     73 16    0                     Master's degree Very Good
2447 552780_010     73 13    0                  Associate's degree Excellent
2448 550240_010     73 12    6                                 GED Very Good
2449 554370_010     73 14    1                  Associate's degree Very Good
2450 554247_020     73 10    1                 High school diploma      Fair
2451 559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
2452 551761_010     73 12    0                 High school diploma Excellent
2453 550183_010     73 16    0                   Bachelor's degree Very Good
2454 556869_010     73 12    4                 High school diploma      Good
2455 550183_010     73 16    0                     Master's degree Very Good
2456 556869_010     73 12    4                 High school diploma      Good
2457 556921_010     73  5    0                                None      Good
2458 554302_010     73  6    8                                None      Poor
2459 554432_020     73 16    2                     Master's degree Very Good
2460 557391_010     73 11    2                                None Very Good
2461 559346_010     73 12    0                                None      Good
2462 556869_010     73 12    4                 High school diploma      Good
2463 558826_010     73 14    1                   Bachelor's degree      Good
2464 557223_010     73 14    1                  Associate's degree      Fair
2465 554445_010     73 14    1                   Bachelor's degree      Good
2466 556921_010     73  5    0                                None      Good
2467 555232_010     73 16    1                 High school diploma      Fair
2468 552490_010     73 12    2                 High school diploma      Good
2469 553211_010     73 16    0                     Master's degree Very Good
2470 553043_010     73 12    2                 High school diploma      Fair
2471 554006_010     74 13    1                  Associate's degree Very Good
2472 552766_010     74 14    0                  Associate's degree      Good
2473 551604_020     74 14    2                  Associate's degree Very Good
2474 559346_010     74 12    0                                None      Good
2475 551845_020     74 15    0                  Associate's degree Very Good
2476 554911_010     74 13    4                  Associate's degree      Good
2477 551505_010     74 12    0                 High school diploma      Good
2478 555922_010     74  9    0                                None      Fair
2479 554092_010     74 13    0                  Associate's degree      Good
2480 551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
2481 554006_010     74 13    1                  Associate's degree Very Good
2482 554911_010     74 13    4                  Associate's degree      Good
2483 552766_010     74 14    0                  Associate's degree      Good
2484 557253_010     74 12    1                 High school diploma      Good
2485 554006_010     74 13    1                  Associate's degree Very Good
2486 556069_010     74 12    0                 High school diploma      Good
2487 552721_010     74 13    7                   Bachelor's degree      Fair
2488 554569_010     74 14    1                  Associate's degree Very Good
2489 554006_010     74 13    1                  Associate's degree Very Good
2490 551150_010     74 16    0                     Master's degree Very Good
2491 552766_010     74 14    0                  Associate's degree      Good
2492 552721_010     74 13    7                   Bachelor's degree      Fair
2493 551664_010     74 16    0                     Master's degree      Good
2494 559834_010     74 14    1                  Associate's degree      Fair
2495 559969_010     74 10    1                                None      Fair
2496 551123_010     74  2    1                                None      Fair
2497 559487_010     74 13    5                  Associate's degree      Fair
2498 554092_010     74 11    0                 High school diploma      Good
2499 551150_010     74 16    0                     Master's degree Very Good
2500 551505_010     74 13    0                  Associate's degree      Good
2501 556288_020     74 16    1                     Master's degree Very Good
2502 557253_010     74 12    0                 High school diploma      Good
2503 556141_020     74 14    2                  Associate's degree      Fair
2504 556668_020     74 13    1                  Associate's degree      Good
2505 554445_010     74 14    1                   Bachelor's degree      Good
2506 555338_010     74  0    0                                None      Fair
2507 551337_020     74 14    1                  Associate's degree      Fair
2508 555053_020     74  3    3                                None      Fair
2509 559565_010     74 12    0                 High school diploma      Fair
2510 550524_010     74 16    1                     Master's degree      Good
2511 551808_010     74 10    0                                None Very Good
2512 552499_010     74  6    2                                None      Fair
2513 551664_010     74 16    0                     Master's degree      Good
2514 554670_020     75 12    4                                 GED      Fair
2515 559984_010     75  6    0                                None      Fair
2516 556311_010     75 17    1                     Master's degree Very Good
2517 558156_010     75 10    0                                None      Fair
2518 559984_010     75  6    0                                None      Poor
2519 558671_020     75 12    2                                None      Fair
2520 557111_010     75 14    4                     Master's degree      Fair
2521 555216_010     75 17    6                  Associate's degree      Good
2522 550941_010     75 14    1                   Bachelor's degree      Good
2523 556288_020     75 16    1                     Master's degree Very Good
2524 550143_010     75 10    0                                None Excellent
2525 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
2526 550421_010     75 14    2                   Bachelor's degree      Fair
2527 559932_010     75 17    5                     Master's degree      Fair
2528 550043_010     75 12    0                 High school diploma Very Good
2529 554238_020     75 14    0                 High school diploma Very Good
2530 554238_020     75 14    1                 High school diploma      Good
2531 553435_010     75  2    3                 High school diploma Very Good
2532 550043_010     75 12    0                 High school diploma Very Good
2533 552448_010     75  0    1                                None Very Good
2534 559346_010     75 12    1                                None      Good
2535 559984_010     75  6    0                                None      Fair
2536 555922_010     75  9    0                                None      Fair
2537 550119_010     75 12    2                 High school diploma      Fair
2538 553738_010     76 16    6                     Master's degree      Fair
2539 551604_020     76 14    2                  Associate's degree Very Good
2540 553435_010     76  2    3                 High school diploma Very Good
2541 555445_020     76 16    1                     Master's degree      Good
2542 555041_020     76 14    1                   Bachelor's degree      Good
2543 559767_010     76 11    0                                None      Fair
2544 559245_010     76 11    7                                None      Fair
2545 552777_010     76  2    0                                None      Good
2546 556148_020     76 12    0                 High school diploma      Good
2547 554238_020     76 16    0                     Master's degree Very Good
2548 555041_020     76 17    1                     Master's degree      Good
2549 550817_010     76 15    1                  Associate's degree Very Good
2550 550817_010     76 15    1                  Associate's degree Very Good
2551 554506_010     76 16    0                     Master's degree      Good
2552 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2553 555310_010     76 12    2                                 GED      Fair
2554 550143_010     76 10    0                                None Excellent
2555 553552_010     76 NA    0                 High school diploma Very Good
2556 559346_020     76  9    1                                None      Good
2557 551645_010     76 13    0                  Associate's degree Very Good
2558 553611_010     76 10    0                                None Very Good
2559 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2560 554238_020     76 17    0                     Master's degree Very Good
2561 559456_010     76 13    3                  Associate's degree      Fair
2562 556148_020     76 12    0                 High school diploma      Good
2563 552777_010     76  2    0                                None      Good
2564 556207_010     77 12    0                                 GED      Fair
2565 556989_010     77 14    3                  Associate's degree      Fair
2566 553640_010     77 11    0                 High school diploma      Good
2567 555041_020     77 16    1                     Master's degree      Good
2568 553651_010     77 12    3                                 GED      Good
2569 553849_010     77 NA    6                                <NA>      Fair
2570 552660_020     77 11    0                                None      Fair
2571 551144_010     77 13    0                  Associate's degree      Good
2572 559287_010     77 16    0                     Master's degree Excellent
2573 551057_010     77  6    0                                None      Fair
2574 552301_010     77 13    0                  Associate's degree Excellent
2575 559969_020     77  7    2                                None      Good
2576 550536_010     77 16    0                     Master's degree Very Good
2577 552660_010     77 12    0                 High school diploma      Fair
2578 555354_010     77 12    0                 High school diploma      Good
2579 553738_010     77 16    6                     Master's degree      Fair
2580 557226_010     77 14    2                  Associate's degree      Fair
2581 550536_010     77 16    0                     Master's degree Very Good
2582 553849_010     77 NA    6                     Master's degree      Fair
2583 551057_010     77  5    0                                None      Fair
2584 554250_010     77 17    5                     Master's degree      Good
2585 551057_010     77  9    0                                None      Fair
2586 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
2587 555053_020     77  1    3                                None      Fair
2588 553738_010     77 16    6                     Master's degree      Fair
2589 552301_010     77 13    0                  Associate's degree Excellent
2590 555260_010     77 17    0                     Master's degree      Fair
2591 557788_010     77  6    1                                None      Fair
2592 557226_010     77 14    2                  Associate's degree      Fair
2593 552861_010     77 12    0                 High school diploma      Fair
2594 551026_010     78 12    0                 High school diploma      Good
2595 558741_010     78 12    6                                 GED      Fair
2596 553768_010     78 16    5                     Master's degree      Fair
2597 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2598 552843_010     78 16    7                     Master's degree      Fair
2599 558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2600 552629_010     78  5    2                                None      Fair
2601 555053_020     78  3    3                                None      Fair
2602 556668_020     78  9    1                                None      Good
2603 551026_010     78 12    0                 High school diploma      Good
2604 552629_010     78  6    2                                None      Fair
2605 551026_010     78 12    0                 High school diploma      Good
2606 558671_020     78 13    2                     Master's degree      Fair
2607 558174_020     78 16    0                     Master's degree Excellent
2608 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2609 558055_010     78 12    1                 High school diploma      Fair
2610 556364_010     79 14    0                  Associate's degree      Good
2611 550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
2612 558174_010     79 17    1                     Master's degree      Good
2613 558096_010     79  0    0                                None      Poor
2614 557111_020     79 12    2                                None Very Good
2615 550503_010     79  8    0                                None      Fair
2616 558174_010     79 16    0                     Master's degree Excellent
2617 551024_010     79 14    1                  Associate's degree      Good
2618 552048_010     79 13    7                  Associate's degree      Fair
2619 555171_010     79  7    1                                None Very Good
2620 553768_010     79 16    5                     Master's degree      Fair
2621 555171_010     79  7    1                                None Very Good
2622 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
2623 553768_010     79 15    5                   Bachelor's degree      Fair
2624 553913_010     79 12    0                                 GED      Fair
2625 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2626 550119_020     80 12    0                 High school diploma      Good
2627 550513_010     80 12    0                 High school diploma      Good
2628 559055_010     80  8    2                                None      Good
2629 554851_010     80  0    1                                None      Fair
2630 557151_010     80 NA    1                     Master's degree      Good
2631 550066_010     80 15    2                  Associate's degree      Fair
2632 556125_010     80  9    0                                None      Fair
2633 557664_010     80 14    0                  Associate's degree      Good
2634 554318_010     80 11    5                                None      Poor
2635 553911_010     80 12    1                 High school diploma      Fair
2636 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
2637 556509_010     80 12    2                 High school diploma      Good
2638 557151_010     80 NA    1                                <NA>      Good
2639 557892_010     81 16    0                     Master's degree      Poor
2640 559133_010     81 12    0                 High school diploma Very Good
2641 557892_020     81 15    0                  Associate's degree      Poor
2642 554247_020     81 10    1                 High school diploma      Fair
2643 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2644 558284_010     81 14    0                  Associate's degree      Good
2645 555053_010     81  1    1                                None      Good
2646 550653_010     81  6    6                                None      Fair
2647 559133_010     81 12    0                 High school diploma Very Good
2648 551191_010     82 13    3                  Associate's degree      Fair
2649 556868_010     82 16    2                     Master's degree      Fair
2650 555314_010     82 12    0                                 GED      Fair
2651 557795_010     82 12    4                 High school diploma      Fair
2652 558309_010     82 16    5                     Master's degree      Poor
2653 558082_010     82 12    1                 High school diploma      Good
2654 557014_010     82 12    0                 High school diploma Very Good
2655 558309_010     82 16    5                     Master's degree      Poor
2656 551529_010     82 12    0                 High school diploma      Good
2657 558082_010     82 12    1                 High school diploma      Good
2658 550736_010     82 16    0                  Associate's degree Excellent
2659 558142_010     82  6    2                                None      Good
2660 551529_010     82 12    0                 High school diploma      Good
2661 553925_010     82 11    1                                 GED Very Good
2662 551191_010     82 13    3                  Associate's degree      Fair
2663 553166_020     82  7    0                                None      Good
2664 557795_010     82 12    4                 High school diploma      Fair
2665 558309_010     82 16    5                     Master's degree      Poor
2666 558082_010     82 12    1                 High school diploma      Good
2667 557030_010     82 16    2                     Master's degree      Poor
2668 557795_010     82 12    4                 High school diploma      Fair
2669 555338_020     82  1    0                                None      Fair
2670 559587_020     83 14    0                 High school diploma      Good
2671 556668_020     83  8    1                                None      Fair
2672 557011_010     83 16    2                     Master's degree Very Good
2673 559878_010     83 16    0                     Master's degree      Poor
2674 555463_020     83  6    3                                None      <NA>
2675 557011_010     83 16    2                     Master's degree Very Good
2676 555463_010     84  6    3                                None      Poor
2677 556668_010     84  8    3                                None      Poor
2678 555314_010     84 12    0                                 GED      Fair
2679 553707_010     84 12    3                                 GED      Good
2680 559878_010     84 16    0                     Master's degree      Poor
2681 555463_020     84  6    0                                None      Poor
2682 550445_010     84 17    0                     Master's degree Very Good
2683 550783_010     84 10    0                                None      Fair
2684 555053_010     84  1    1                                None      Good
2685 559144_010     84 10    2                                None      Good
2686 556720_020     84 11    0                                None      Good
2687 550783_010     84 10    0                                None      Fair
2688 555053_010     85  3    1                                None      Good
2689 554420_010     85 13    1                  Associate's degree      Good
2690 552395_010     86  6    0                                None      Good
2691 552395_010     86  6    0                                None      Good
2692 552395_010     86  6    0                                None      Good
2693 554772_010     87 14    1                  Associate's degree      Good
2694 555192_020     87 17    5                  Associate's degree      Fair
2695 555286_010     87 14    4                  Associate's degree      Poor
2696 550419_010     87 15    1                  Associate's degree      Fair
2697 557710_010     87 14    0                  Associate's degree Very Good
2698 557710_010     87 14    0                  Associate's degree Very Good
2699 553180_010     87  0    6                                None      Good
2700 555192_010     87 13    0                  Associate's degree      Good
2701 558281_010     88  4    2                                None      Fair
2702 558281_010     88  4    2                                None      Fair
2703 556088_010     88 10    6                                None      Fair
2704 556088_010     88  6    6                                None      Fair
2705 557386_010     88  2    1                                None      Fair
2706 554727_010     89 16    1                     Master's degree      Fair
2707 555955_010     89  8    1                                None      Fair
2708 558281_010     89  4    2                                None      Fair
2709 559472_010     89 13    0                   Bachelor's degree      Good
2710 557601_010     90 12    0                 High school diploma      Good
2711 552986_010     90 12    1                 High school diploma      Fair
2712 554624_010     90  7    0                                None      Fair
2713 559391_010     90  4    3                                None      Good
2714 554129_020     90 16    2                     Master's degree      Good
2715 552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2716 550500_010     91  4    3                                None Very Good
2717 558142_010     91  6    2                                None      Good
2718 554624_010     91  7    0                                None      Fair
2719 552779_010     91 14    4                   Bachelor's degree      Poor
2720 558281_010     91  4    2                                None      Fair
2721 554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2722 553921_010     92 12    1                 High school diploma      Poor
2723 555239_010     94  9    1                                None Excellent
2724 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
2725 557516_010     96 12    5                                 GED      Fair
2726 559512_010     96 14    2                  Associate's degree      Good
2727 559622_010     97 13    0                  Associate's degree      Good
2728 559512_010    100 14    2                  Associate's degree      Good

Example: sort data by descending birth year

hrs_data |> 
  arrange(desc(age_yr))

1: We wrap birthyr in desc() to sort by descending birth year.

             id age_yr ed cesd                              degree       srh
1    559512_010    100 14    2                  Associate's degree      Good
2    559622_010     97 13    0                  Associate's degree      Good
3    557516_010     96 12    5                                 GED      Fair
4    559512_010     96 14    2                  Associate's degree      Good
5    555239_010     94  9    1                                None Excellent
6    553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
7    554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
8    553921_010     92 12    1                 High school diploma      Poor
9    552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
10   550500_010     91  4    3                                None Very Good
11   558142_010     91  6    2                                None      Good
12   554624_010     91  7    0                                None      Fair
13   552779_010     91 14    4                   Bachelor's degree      Poor
14   558281_010     91  4    2                                None      Fair
15   557601_010     90 12    0                 High school diploma      Good
16   552986_010     90 12    1                 High school diploma      Fair
17   554624_010     90  7    0                                None      Fair
18   559391_010     90  4    3                                None      Good
19   554129_020     90 16    2                     Master's degree      Good
20   554727_010     89 16    1                     Master's degree      Fair
21   555955_010     89  8    1                                None      Fair
22   558281_010     89  4    2                                None      Fair
23   559472_010     89 13    0                   Bachelor's degree      Good
24   558281_010     88  4    2                                None      Fair
25   558281_010     88  4    2                                None      Fair
26   556088_010     88 10    6                                None      Fair
27   556088_010     88  6    6                                None      Fair
28   557386_010     88  2    1                                None      Fair
29   554772_010     87 14    1                  Associate's degree      Good
30   555192_020     87 17    5                  Associate's degree      Fair
31   555286_010     87 14    4                  Associate's degree      Poor
32   550419_010     87 15    1                  Associate's degree      Fair
33   557710_010     87 14    0                  Associate's degree Very Good
34   557710_010     87 14    0                  Associate's degree Very Good
35   553180_010     87  0    6                                None      Good
36   555192_010     87 13    0                  Associate's degree      Good
37   552395_010     86  6    0                                None      Good
38   552395_010     86  6    0                                None      Good
39   552395_010     86  6    0                                None      Good
40   555053_010     85  3    1                                None      Good
41   554420_010     85 13    1                  Associate's degree      Good
42   555463_010     84  6    3                                None      Poor
43   556668_010     84  8    3                                None      Poor
44   555314_010     84 12    0                                 GED      Fair
45   553707_010     84 12    3                                 GED      Good
46   559878_010     84 16    0                     Master's degree      Poor
47   555463_020     84  6    0                                None      Poor
48   550445_010     84 17    0                     Master's degree Very Good
49   550783_010     84 10    0                                None      Fair
50   555053_010     84  1    1                                None      Good
51   559144_010     84 10    2                                None      Good
52   556720_020     84 11    0                                None      Good
53   550783_010     84 10    0                                None      Fair
54   559587_020     83 14    0                 High school diploma      Good
55   556668_020     83  8    1                                None      Fair
56   557011_010     83 16    2                     Master's degree Very Good
57   559878_010     83 16    0                     Master's degree      Poor
58   555463_020     83  6    3                                None      <NA>
59   557011_010     83 16    2                     Master's degree Very Good
60   551191_010     82 13    3                  Associate's degree      Fair
61   556868_010     82 16    2                     Master's degree      Fair
62   555314_010     82 12    0                                 GED      Fair
63   557795_010     82 12    4                 High school diploma      Fair
64   558309_010     82 16    5                     Master's degree      Poor
65   558082_010     82 12    1                 High school diploma      Good
66   557014_010     82 12    0                 High school diploma Very Good
67   558309_010     82 16    5                     Master's degree      Poor
68   551529_010     82 12    0                 High school diploma      Good
69   558082_010     82 12    1                 High school diploma      Good
70   550736_010     82 16    0                  Associate's degree Excellent
71   558142_010     82  6    2                                None      Good
72   551529_010     82 12    0                 High school diploma      Good
73   553925_010     82 11    1                                 GED Very Good
74   551191_010     82 13    3                  Associate's degree      Fair
75   553166_020     82  7    0                                None      Good
76   557795_010     82 12    4                 High school diploma      Fair
77   558309_010     82 16    5                     Master's degree      Poor
78   558082_010     82 12    1                 High school diploma      Good
79   557030_010     82 16    2                     Master's degree      Poor
80   557795_010     82 12    4                 High school diploma      Fair
81   555338_020     82  1    0                                None      Fair
82   557892_010     81 16    0                     Master's degree      Poor
83   559133_010     81 12    0                 High school diploma Very Good
84   557892_020     81 15    0                  Associate's degree      Poor
85   554247_020     81 10    1                 High school diploma      Fair
86   559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
87   558284_010     81 14    0                  Associate's degree      Good
88   555053_010     81  1    1                                None      Good
89   550653_010     81  6    6                                None      Fair
90   559133_010     81 12    0                 High school diploma Very Good
91   550119_020     80 12    0                 High school diploma      Good
92   550513_010     80 12    0                 High school diploma      Good
93   559055_010     80  8    2                                None      Good
94   554851_010     80  0    1                                None      Fair
95   557151_010     80 NA    1                     Master's degree      Good
96   550066_010     80 15    2                  Associate's degree      Fair
97   556125_010     80  9    0                                None      Fair
98   557664_010     80 14    0                  Associate's degree      Good
99   554318_010     80 11    5                                None      Poor
100  553911_010     80 12    1                 High school diploma      Fair
101  558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
102  556509_010     80 12    2                 High school diploma      Good
103  557151_010     80 NA    1                                <NA>      Good
104  556364_010     79 14    0                  Associate's degree      Good
105  550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
106  558174_010     79 17    1                     Master's degree      Good
107  558096_010     79  0    0                                None      Poor
108  557111_020     79 12    2                                None Very Good
109  550503_010     79  8    0                                None      Fair
110  558174_010     79 16    0                     Master's degree Excellent
111  551024_010     79 14    1                  Associate's degree      Good
112  552048_010     79 13    7                  Associate's degree      Fair
113  555171_010     79  7    1                                None Very Good
114  553768_010     79 16    5                     Master's degree      Fair
115  555171_010     79  7    1                                None Very Good
116  557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
117  553768_010     79 15    5                   Bachelor's degree      Fair
118  553913_010     79 12    0                                 GED      Fair
119  558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
120  551026_010     78 12    0                 High school diploma      Good
121  558741_010     78 12    6                                 GED      Fair
122  553768_010     78 16    5                     Master's degree      Fair
123  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
124  552843_010     78 16    7                     Master's degree      Fair
125  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
126  552629_010     78  5    2                                None      Fair
127  555053_020     78  3    3                                None      Fair
128  556668_020     78  9    1                                None      Good
129  551026_010     78 12    0                 High school diploma      Good
130  552629_010     78  6    2                                None      Fair
131  551026_010     78 12    0                 High school diploma      Good
132  558671_020     78 13    2                     Master's degree      Fair
133  558174_020     78 16    0                     Master's degree Excellent
134  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
135  558055_010     78 12    1                 High school diploma      Fair
136  556207_010     77 12    0                                 GED      Fair
137  556989_010     77 14    3                  Associate's degree      Fair
138  553640_010     77 11    0                 High school diploma      Good
139  555041_020     77 16    1                     Master's degree      Good
140  553651_010     77 12    3                                 GED      Good
141  553849_010     77 NA    6                                <NA>      Fair
142  552660_020     77 11    0                                None      Fair
143  551144_010     77 13    0                  Associate's degree      Good
144  559287_010     77 16    0                     Master's degree Excellent
145  551057_010     77  6    0                                None      Fair
146  552301_010     77 13    0                  Associate's degree Excellent
147  559969_020     77  7    2                                None      Good
148  550536_010     77 16    0                     Master's degree Very Good
149  552660_010     77 12    0                 High school diploma      Fair
150  555354_010     77 12    0                 High school diploma      Good
151  553738_010     77 16    6                     Master's degree      Fair
152  557226_010     77 14    2                  Associate's degree      Fair
153  550536_010     77 16    0                     Master's degree Very Good
154  553849_010     77 NA    6                     Master's degree      Fair
155  551057_010     77  5    0                                None      Fair
156  554250_010     77 17    5                     Master's degree      Good
157  551057_010     77  9    0                                None      Fair
158  553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
159  555053_020     77  1    3                                None      Fair
160  553738_010     77 16    6                     Master's degree      Fair
161  552301_010     77 13    0                  Associate's degree Excellent
162  555260_010     77 17    0                     Master's degree      Fair
163  557788_010     77  6    1                                None      Fair
164  557226_010     77 14    2                  Associate's degree      Fair
165  552861_010     77 12    0                 High school diploma      Fair
166  553738_010     76 16    6                     Master's degree      Fair
167  551604_020     76 14    2                  Associate's degree Very Good
168  553435_010     76  2    3                 High school diploma Very Good
169  555445_020     76 16    1                     Master's degree      Good
170  555041_020     76 14    1                   Bachelor's degree      Good
171  559767_010     76 11    0                                None      Fair
172  559245_010     76 11    7                                None      Fair
173  552777_010     76  2    0                                None      Good
174  556148_020     76 12    0                 High school diploma      Good
175  554238_020     76 16    0                     Master's degree Very Good
176  555041_020     76 17    1                     Master's degree      Good
177  550817_010     76 15    1                  Associate's degree Very Good
178  550817_010     76 15    1                  Associate's degree Very Good
179  554506_010     76 16    0                     Master's degree      Good
180  557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
181  555310_010     76 12    2                                 GED      Fair
182  550143_010     76 10    0                                None Excellent
183  553552_010     76 NA    0                 High school diploma Very Good
184  559346_020     76  9    1                                None      Good
185  551645_010     76 13    0                  Associate's degree Very Good
186  553611_010     76 10    0                                None Very Good
187  556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
188  554238_020     76 17    0                     Master's degree Very Good
189  559456_010     76 13    3                  Associate's degree      Fair
190  556148_020     76 12    0                 High school diploma      Good
191  552777_010     76  2    0                                None      Good
192  554670_020     75 12    4                                 GED      Fair
193  559984_010     75  6    0                                None      Fair
194  556311_010     75 17    1                     Master's degree Very Good
195  558156_010     75 10    0                                None      Fair
196  559984_010     75  6    0                                None      Poor
197  558671_020     75 12    2                                None      Fair
198  557111_010     75 14    4                     Master's degree      Fair
199  555216_010     75 17    6                  Associate's degree      Good
200  550941_010     75 14    1                   Bachelor's degree      Good
201  556288_020     75 16    1                     Master's degree Very Good
202  550143_010     75 10    0                                None Excellent
203  551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
204  550421_010     75 14    2                   Bachelor's degree      Fair
205  559932_010     75 17    5                     Master's degree      Fair
206  550043_010     75 12    0                 High school diploma Very Good
207  554238_020     75 14    0                 High school diploma Very Good
208  554238_020     75 14    1                 High school diploma      Good
209  553435_010     75  2    3                 High school diploma Very Good
210  550043_010     75 12    0                 High school diploma Very Good
211  552448_010     75  0    1                                None Very Good
212  559346_010     75 12    1                                None      Good
213  559984_010     75  6    0                                None      Fair
214  555922_010     75  9    0                                None      Fair
215  550119_010     75 12    2                 High school diploma      Fair
216  554006_010     74 13    1                  Associate's degree Very Good
217  552766_010     74 14    0                  Associate's degree      Good
218  551604_020     74 14    2                  Associate's degree Very Good
219  559346_010     74 12    0                                None      Good
220  551845_020     74 15    0                  Associate's degree Very Good
221  554911_010     74 13    4                  Associate's degree      Good
222  551505_010     74 12    0                 High school diploma      Good
223  555922_010     74  9    0                                None      Fair
224  554092_010     74 13    0                  Associate's degree      Good
225  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
226  554006_010     74 13    1                  Associate's degree Very Good
227  554911_010     74 13    4                  Associate's degree      Good
228  552766_010     74 14    0                  Associate's degree      Good
229  557253_010     74 12    1                 High school diploma      Good
230  554006_010     74 13    1                  Associate's degree Very Good
231  556069_010     74 12    0                 High school diploma      Good
232  552721_010     74 13    7                   Bachelor's degree      Fair
233  554569_010     74 14    1                  Associate's degree Very Good
234  554006_010     74 13    1                  Associate's degree Very Good
235  551150_010     74 16    0                     Master's degree Very Good
236  552766_010     74 14    0                  Associate's degree      Good
237  552721_010     74 13    7                   Bachelor's degree      Fair
238  551664_010     74 16    0                     Master's degree      Good
239  559834_010     74 14    1                  Associate's degree      Fair
240  559969_010     74 10    1                                None      Fair
241  551123_010     74  2    1                                None      Fair
242  559487_010     74 13    5                  Associate's degree      Fair
243  554092_010     74 11    0                 High school diploma      Good
244  551150_010     74 16    0                     Master's degree Very Good
245  551505_010     74 13    0                  Associate's degree      Good
246  556288_020     74 16    1                     Master's degree Very Good
247  557253_010     74 12    0                 High school diploma      Good
248  556141_020     74 14    2                  Associate's degree      Fair
249  556668_020     74 13    1                  Associate's degree      Good
250  554445_010     74 14    1                   Bachelor's degree      Good
251  555338_010     74  0    0                                None      Fair
252  551337_020     74 14    1                  Associate's degree      Fair
253  555053_020     74  3    3                                None      Fair
254  559565_010     74 12    0                 High school diploma      Fair
255  550524_010     74 16    1                     Master's degree      Good
256  551808_010     74 10    0                                None Very Good
257  552499_010     74  6    2                                None      Fair
258  551664_010     74 16    0                     Master's degree      Good
259  553211_010     73 16    0                     Master's degree Very Good
260  552780_010     73 13    0                  Associate's degree Excellent
261  550240_010     73 12    6                                 GED Very Good
262  554370_010     73 14    1                  Associate's degree Very Good
263  554247_020     73 10    1                 High school diploma      Fair
264  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
265  551761_010     73 12    0                 High school diploma Excellent
266  550183_010     73 16    0                   Bachelor's degree Very Good
267  556869_010     73 12    4                 High school diploma      Good
268  550183_010     73 16    0                     Master's degree Very Good
269  556869_010     73 12    4                 High school diploma      Good
270  556921_010     73  5    0                                None      Good
271  554302_010     73  6    8                                None      Poor
272  554432_020     73 16    2                     Master's degree Very Good
273  557391_010     73 11    2                                None Very Good
274  559346_010     73 12    0                                None      Good
275  556869_010     73 12    4                 High school diploma      Good
276  558826_010     73 14    1                   Bachelor's degree      Good
277  557223_010     73 14    1                  Associate's degree      Fair
278  554445_010     73 14    1                   Bachelor's degree      Good
279  556921_010     73  5    0                                None      Good
280  555232_010     73 16    1                 High school diploma      Fair
281  552490_010     73 12    2                 High school diploma      Good
282  553211_010     73 16    0                     Master's degree Very Good
283  553043_010     73 12    2                 High school diploma      Fair
284  550345_010     72 12    0                 High school diploma      Fair
285  559902_010     72 16    7                     Master's degree      Fair
286  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
287  555115_010     72 14    7                  Associate's degree      Poor
288  559487_010     72 13    5                  Associate's degree      Fair
289  556549_010     72 12    1                 High school diploma      Fair
290  550240_020     72 12    4                 High school diploma      Fair
291  553258_010     72 16    1                     Master's degree      Good
292  551645_010     72 13    0                  Associate's degree Very Good
293  555800_010     72 14    0                   Bachelor's degree Very Good
294  556768_020     72 13    5                  Associate's degree      Good
295  556579_010     72 14    2                  Associate's degree      Good
296  554017_010     72 11    0                                None Excellent
297  553014_010     72 11    1                                None      Poor
298  557391_020     72  9    2                                None      Fair
299  552886_010     72 14    1                  Associate's degree      Poor
300  555962_010     72 12    2                 High school diploma      Poor
301  553832_010     72 13    1                  Associate's degree      Poor
302  556549_010     72 12    1                 High school diploma      Fair
303  551712_010     72  2    0                                None      Fair
304  556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
305  555115_010     72 14    7                  Associate's degree      Poor
306  555115_010     72 14    7                  Associate's degree      Poor
307  554486_020     72 15    0                   Bachelor's degree      Good
308  553014_020     72 17    1                     Master's degree      Good
309  555962_010     72 12    2                 High school diploma      Poor
310  556549_010     72 12    1                 High school diploma      Fair
311  557876_010     72 12    0                                 GED      Good
312  555853_010     72  0    6                                None      Fair
313  553832_010     72 13    1                  Associate's degree      Poor
314  552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
315  559404_010     72 13    1                  Associate's degree Excellent
316  559487_010     72 13    5                  Associate's degree      Fair
317  554789_020     71 16    3                     Master's degree      Good
318  552323_010     71  5    1                                None      Poor
319  557139_010     71 12    3                 High school diploma      Fair
320  551602_010     71  0    0                                None      Fair
321  556475_010     71 14    1                  Associate's degree      Good
322  552383_010     71 11    2                                None      Good
323  552490_010     71 12    2                 High school diploma      Good
324  550310_010     71 16    3                     Master's degree      Fair
325  554432_020     71 16    7                     Master's degree Very Good
326  559587_010     71 16    0                     Master's degree      Good
327  559587_010     71 16    0                     Master's degree      Good
328  552780_020     71 NA    0                 High school diploma Very Good
329  559587_020     71 14    0                 High school diploma      Good
330  557902_010     71 16    0                     Master's degree Very Good
331  557384_010     71 14    2                  Associate's degree      Good
332  551660_010     71 13    2                  Associate's degree      Poor
333  552490_010     71 12    2                 High school diploma      Good
334  553399_020     71 17    0                     Master's degree Very Good
335  559408_010     71 12    0                 High school diploma      Good
336  553399_010     71 17    0                     Master's degree Very Good
337  554305_010     71 16    0                     Master's degree Excellent
338  557680_020     71 12    0                 High school diploma Excellent
339  557902_010     71 16    0                     Master's degree Very Good
340  552618_020     71  8    8                                None      Good
341  556475_010     71 15    1                  Associate's degree      Good
342  553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
343  553432_010     71 13    7                  Associate's degree      Good
344  552490_010     71 12    2                 High school diploma      Good
345  559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
346  553399_010     71 17    0                     Master's degree Very Good
347  553267_010     71  9    0                 High school diploma Very Good
348  559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
349  550105_010     71 13    1                  Associate's degree      Good
350  556475_010     71 15    1                  Associate's degree      Good
351  555216_010     71 14    6                  Associate's degree      Good
352  556141_020     71 14    2                  Associate's degree      Fair
353  558568_020     71 12    0                 High school diploma      Good
354  554344_010     71 13    0                  Associate's degree      Good
355  553338_010     71 13    1                  Associate's degree      Good
356  551602_010     71  0    0                                None      Fair
357  557088_010     71  9    2                                None      Good
358  557326_010     71 12    7                                 GED      Poor
359  556288_020     70 16    1                     Master's degree Very Good
360  550696_010     70  9    1                                 GED Very Good
361  559287_010     70 14    0                  Associate's degree Excellent
362  558638_010     70  4    3                                None      Fair
363  550183_020     70 16    0                     Master's degree Very Good
364  550581_020     70  5    8                                None      Fair
365  553267_010     70  9    0                 High school diploma Very Good
366  552065_010     70 12    0                 High school diploma      Good
367  554344_010     70 15    0                  Associate's degree      Good
368  551808_020     70 12    0                                None Very Good
369  556873_010     70  4    1                                None Very Good
370  552780_020     70 NA    0                 High school diploma Very Good
371  554344_020     70 15    1                  Associate's degree      Good
372  552065_010     70 12    0                 High school diploma      Good
373  558737_010     70 12    0                                 GED      Fair
374  556806_010     70 14    0                   Bachelor's degree      Good
375  555427_010     70 12    0                                 GED      Good
376  557139_010     70 12    3                 High school diploma      Fair
377  554344_020     70 15    1                  Associate's degree      Good
378  558316_010     70 12    0                                 GED      Good
379  556873_010     70  6    1                                None Very Good
380  555216_020     70 11    0                                None      Fair
381  557223_010     70 14    1                  Associate's degree      Fair
382  554831_010     70 12    1                 High school diploma      Good
383  550240_020     70 12    4                 High school diploma      Fair
384  553325_010     70 13    1                  Associate's degree      Good
385  552383_010     70 11    2                                None      Good
386  555925_010     70 16    0                     Master's degree Very Good
387  552383_010     70 11    2                                None      Good
388  551553_020     70 12    2                 High school diploma      Good
389  556181_010     70 16    1                     Master's degree      Good
390  552323_010     70  5    3                                None      Fair
391  557351_020     69 11    5                                 GED      Fair
392  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
393  556646_010     69 15    0                  Associate's degree Very Good
394  550164_020     69 17    0                     Master's degree Very Good
395  554228_020     69 16    7                  Associate's degree      Fair
396  558629_010     69 16    1                     Master's degree Excellent
397  552034_010     69 15    1                  Associate's degree      Good
398  554425_010     69 12    2                 High school diploma      Fair
399  552279_010     69  6    0                                None      Fair
400  552082_020     69 10    5                                None      Fair
401  558355_010     69 11    2                                None      Fair
402  554486_010     69 14    1                   Bachelor's degree      Fair
403  559342_020     69 16    0                  Associate's degree      Fair
404  556709_010     69 12    7                 High school diploma      Poor
405  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
406  552034_010     69 15    1                  Associate's degree      Good
407  555951_010     69 16    2                     Master's degree      Fair
408  558629_020     69 16    1                     Master's degree Excellent
409  553935_010     69 17    1                     Master's degree Very Good
410  558629_010     69 16    1                     Master's degree Excellent
411  559750_010     69 17    1                     Master's degree      Good
412  550759_010     69 12    2                 High school diploma      Good
413  554486_010     69 14    1                   Bachelor's degree      Fair
414  559001_010     69 12    4                 High school diploma      Poor
415  559470_020     69 11    1                                 GED      Fair
416  556686_020     69 NA    2                                 GED      Good
417  557595_010     69  7    0                                None      Good
418  557322_020     69 16    0                     Master's degree      Good
419  551080_010     69 12    1                 High school diploma      Good
420  550524_010     69 15    1                   Bachelor's degree      Good
421  554842_010     69 13    3                  Associate's degree      Good
422  550524_010     69 16    1                     Master's degree      Good
423  553248_010     69 14    0                  Associate's degree Very Good
424  557131_020     69 12    0                 High school diploma      Good
425  550759_010     69 12    2                 High school diploma      Good
426  558541_010     69 13    2                  Associate's degree      Good
427  559752_010     69 16    0                     Master's degree      Good
428  551080_020     69 12    1                 High school diploma      Good
429  559369_010     69 15    0                   Bachelor's degree      Good
430  554228_020     69 12    7                                None      Fair
431  556827_010     69 11    3                                None      Fair
432  553935_010     69 17    1                     Master's degree Very Good
433  556586_010     69 16    2                     Master's degree      Good
434  551080_010     69 12    1                 High school diploma      Good
435  559001_010     69 12    4                 High school diploma      Poor
436  552482_020     69 12    1                                 GED      Fair
437  557351_010     69 10    5                                None      Fair
438  554789_020     69 16    3                     Master's degree      Good
439  551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
440  557351_010     69 10    4                                 GED      Fair
441  558355_010     69 11    2                                None      Fair
442  556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
443  553935_010     69 17    1                     Master's degree Very Good
444  559083_010     69 12    1                 High school diploma      Fair
445  554807_010     68  4    1                                None      Good
446  555951_010     68 16    2                     Master's degree      Fair
447  552482_010     68 10    1                                None      Fair
448  556394_020     68 12    3                 High school diploma      Good
449  552323_020     68  4    6                                None      Poor
450  556635_010     68 12    3                 High school diploma Very Good
451  551547_010     68 13    2                  Associate's degree      Good
452  557038_010     68 14    0                  Associate's degree      Good
453  558099_010     68 12    1                 High school diploma      Fair
454  557371_010     68 17    0                     Master's degree Very Good
455  557767_010     68 14    4                   Bachelor's degree Excellent
456  557571_010     68 12    2                 High school diploma Very Good
457  557983_010     68 12    0                 High school diploma      Fair
458  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
459  551950_020     68 16    0                     Master's degree      Fair
460  551110_010     68 12    0                                 GED      Good
461  558867_010     68 13    3                  Associate's degree      Fair
462  555210_010     68 NA    3                 High school diploma      Fair
463  559567_010     68 12    3                 High school diploma      Fair
464  554069_010     68 12    1                 High school diploma      Good
465  551110_010     68 12    0                                 GED      Good
466  555178_010     68 12    0                 High school diploma      Good
467  556493_020     68 12    1                 High school diploma      Fair
468  554855_010     68 16    2                     Master's degree Excellent
469  551127_010     68 15    0                   Bachelor's degree      Good
470  557014_010     68 12    0                 High school diploma Very Good
471  551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
472  558049_010     68 12    1                 High school diploma      Fair
473  557396_010     68 13    5                  Associate's degree      Fair
474  555780_010     68 12    3                 High school diploma Excellent
475  554724_020     68 12    1                 High school diploma      Good
476  551110_010     68 11    0                                 GED      Good
477  557034_010     68  7    0                                None      Fair
478  551761_010     68 12    1                 High school diploma Excellent
479  550278_010     68 15    1                   Bachelor's degree      Good
480  557038_010     68 14    0                  Associate's degree      Good
481  555780_010     68 12    4                 High school diploma      Good
482  559653_010     68 14    0                   Bachelor's degree Excellent
483  554724_020     68 12    0                 High school diploma      Good
484  557571_010     68 12    2                 High school diploma Very Good
485  558330_020     68 14    0                   Bachelor's degree      Good
486  554630_010     68 14    1                   Bachelor's degree      Good
487  551547_010     68 13    2                  Associate's degree      Good
488  554789_020     68 16    3                     Master's degree      Good
489  557034_010     68  7    0                                None      Fair
490  554630_010     68 14    1                   Bachelor's degree      Good
491  557014_010     68 12    0                 High school diploma Very Good
492  557930_020     68 14    0                 High school diploma Very Good
493  556635_010     68 12    3                 High school diploma Very Good
494  557680_020     67 12    0                 High school diploma Excellent
495  554344_020     67 15    1                  Associate's degree      Good
496  553087_020     67 NA    0                                <NA>      Fair
497  555788_010     67 16    0                     Master's degree      Good
498  556870_010     67 13    0                  Associate's degree      Fair
499  558837_020     67  0    3                                None      Fair
500  556224_010     67 15    0                  Associate's degree      Good
501  559603_020     67 12    0                 High school diploma      Good
502  558837_010     67  7    0                                None      Fair
503  552498_010     67 NA    0                                None Very Good
504  558837_010     67  7    0                                None      Fair
505  551845_010     67 13    4                  Associate's degree      Good
506  556870_010     67 13    0                  Associate's degree      Fair
507  557559_020     67 17    0                     Master's degree      Good
508  559752_010     67 17    0                     Master's degree      Good
509  559867_010     67 16    1                     Master's degree      Fair
510  556398_010     67 12    0                 High school diploma      Fair
511  557802_010     67 14    1                   Bachelor's degree Very Good
512  558069_010     67 15    2                   Bachelor's degree      Fair
513  558316_010     67 12    0                                 GED      Good
514  557351_020     67 11    5                                 GED      Fair
515  559515_020     67 14    0                   Bachelor's degree      Good
516  559010_010     67 14    0                  Associate's degree Excellent
517  554069_010     67 12    1                 High school diploma      Good
518  559286_010     67 17    0                     Master's degree      Good
519  559587_020     67 16    0                     Master's degree      Good
520  552971_010     67 12    2                 High school diploma      Poor
521  558568_020     67 12    0                 High school diploma      Good
522  559603_020     67 13    1                  Associate's degree      Good
523  559010_010     67 14    0                  Associate's degree Excellent
524  559286_010     67 17    0                     Master's degree      Good
525  553743_020     67 12    2                  Associate's degree      Good
526  552816_020     67  0    0                                None      Good
527  553443_010     67 17    0                     Master's degree      Good
528  557802_010     67 14    1                   Bachelor's degree Very Good
529  554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
530  558837_010     67  4    0                                None      Fair
531  550698_020     67 14    0                  Associate's degree      Good
532  558419_010     67 12    4                 High school diploma      Fair
533  558120_010     67 16    3                     Master's degree      Good
534  559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
535  555788_010     67 16    0                     Master's degree      Good
536  553086_010     67 14    1                   Bachelor's degree Very Good
537  558069_010     67 15    2                   Bachelor's degree      Fair
538  558837_020     67  4    0                                None      Fair
539  551286_020     67  8    2                                None      Fair
540  559758_010     67 13    1                  Associate's degree      Fair
541  557680_010     67 12    0                 High school diploma Excellent
542  554069_010     67 13    1                 High school diploma      Good
543  556224_010     67 15    0                  Associate's degree      Good
544  551286_020     67  4    2                                None      Fair
545  557559_020     67 17    0                     Master's degree      Good
546  557353_010     67 14    0                  Associate's degree Excellent
547  551140_010     67 12    2                 High school diploma Very Good
548  553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
549  559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
550  557802_010     67 14    1                   Bachelor's degree Very Good
551  554845_020     67 14    0                  Associate's degree Very Good
552  557417_010     67  3    1                                None      Fair
553  550310_010     67 16    3                     Master's degree      Fair
554  552163_010     67 12    0                 High school diploma      Good
555  551140_010     67 12    2                 High school diploma Very Good
556  554845_010     67 14    0                  Associate's degree      Fair
557  551553_010     67 12    2                 High school diploma      Good
558  550310_010     67 16    3                     Master's degree      Fair
559  551140_010     67 12    2                 High school diploma Very Good
560  559766_010     67 15    1                  Associate's degree      Good
561  552816_010     67  3    0                                None      Fair
562  553087_020     66 NA    0                                <NA>      Fair
563  558935_010     66 12    0                 High school diploma      Good
564  551334_010     66 16    0                     Master's degree Excellent
565  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
566  551007_020     66 10    7                                None      Good
567  559470_010     66 14    0                   Bachelor's degree      Good
568  557383_010     66 16    2                     Master's degree      Poor
569  552298_010     66 16    0                     Master's degree Very Good
570  551553_020     66 12    2                 High school diploma      Good
571  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
572  551723_020     66  6    1                                None      Poor
573  557383_010     66 16    2                     Master's degree      Poor
574  550587_010     66 14    3                   Bachelor's degree Excellent
575  552418_010     66 12    6                 High school diploma      Poor
576  556384_010     66  3    7                                None      Fair
577  553993_010     66 16    0                     Master's degree      Good
578  557322_010     66 16    2                     Master's degree Excellent
579  556428_010     66 14    1                  Associate's degree      Good
580  552418_010     66 12    6                 High school diploma      Poor
581  551214_010     66  0    3                                None      Fair
582  555336_010     66 12    1                 High school diploma      Good
583  550316_010     66  2    8                                None      Fair
584  556621_010     66  9    4                                 GED      Poor
585  556428_010     66 14    1                  Associate's degree      Good
586  553778_020     66 16    0                     Master's degree      Good
587  550645_010     66 12    0                 High school diploma Very Good
588  551808_020     66 12    0                                None Excellent
589  556621_010     66  9    4                                 GED      Poor
590  557633_010     66 12    6                 High school diploma      Poor
591  552874_020     66 12    4                 High school diploma      Fair
592  557824_010     66 16    0                     Master's degree Excellent
593  558935_010     66 12    0                 High school diploma      Good
594  557322_020     66 16    2                     Master's degree Excellent
595  553778_020     66 16    0                     Master's degree      Fair
596  552648_020     66 11   NA                                None      Fair
597  550581_020     66  6    7                                None      Fair
598  556057_010     66 14    0                  Associate's degree      Good
599  551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
600  550233_010     66 13    1                  Associate's degree      Good
601  559964_010     66 17    6                     Master's degree      Fair
602  551483_010     66  4    1                                None      Fair
603  553948_020     66 16    1                 High school diploma      Good
604  554917_010     66 14    1                  Associate's degree Excellent
605  551214_010     66  0    3                                None      Fair
606  551310_010     66 14    4                  Associate's degree      Fair
607  550626_010     66 13    1                  Associate's degree      Fair
608  556384_010     66  3    7                                None      Fair
609  555578_010     66 12    0                 High school diploma      Good
610  559470_020     66 11    1                                 GED      Poor
611  550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
612  559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
613  558935_010     66 12    0                 High school diploma      Good
614  551723_020     66  6    1                                None      Poor
615  556997_010     66 14    0                  Associate's degree      Good
616  550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
617  551524_020     66 NA    0                                <NA>      Fair
618  554075_010     65 11    0                 High school diploma      Good
619  559573_010     65 12    1                 High school diploma      Fair
620  554680_010     65 12    1                 High school diploma      Good
621  559806_010     65  0    1                                None      Fair
622  556089_010     65 12    1                                 GED      Fair
623  550698_010     65 14    0                  Associate's degree      Fair
624  556073_010     65 11    5                 High school diploma Very Good
625  555176_010     65 13    1                  Associate's degree      Good
626  551444_010     65 12    1                 High school diploma      Fair
627  557391_020     65  9    2                                None      Fair
628  556453_020     65  8    2                                None      Good
629  550827_010     65 13    1                  Associate's degree      Fair
630  552874_020     65 12    4                 High school diploma      Fair
631  556876_010     65 16    1                     Master's degree Very Good
632  553948_020     65 11    1                                None      Good
633  553948_020     65 11    1                                None      Good
634  553112_010     65 12    0                 High school diploma      Good
635  553948_010     65 10    5                                None      Fair
636  550920_010     65 12    5                 High school diploma      Fair
637  557213_010     65 14    4                  Associate's degree Very Good
638  552156_010     65 13    0                  Associate's degree Very Good
639  557681_010     65 14    1                   Bachelor's degree      Fair
640  550605_010     65 12    0                 High school diploma      Good
641  559603_020     65 13    0                  Associate's degree      Good
642  554413_010     65 10    1                                None      Fair
643  557213_010     65 14    4                  Associate's degree Very Good
644  551512_010     65 NA    0                 High school diploma Excellent
645  552548_010     65 14    7                     Master's degree Very Good
646  554680_010     65 12    1                 High school diploma      Good
647  555176_010     65 13    1                  Associate's degree      Good
648  552429_010     65 16    0                     Master's degree      Good
649  557617_010     65 16    1                     Master's degree      Fair
650  558552_010     65 12    1                 High school diploma      Fair
651  556471_010     65 12    5                                 GED      Good
652  554885_010     65 14    2                  Associate's degree      Poor
653  559513_020     65 16    0                     Master's degree      Good
654  550385_010     65 14    0                  Associate's degree Very Good
655  556073_010     65 11    5                 High school diploma Very Good
656  555336_010     65 12    1                 High school diploma      Good
657  552156_010     65 13    0                  Associate's degree Very Good
658  552548_010     65 14    5                     Master's degree Very Good
659  557073_020     65  6    0                                None      Fair
660  551783_010     65 12    2                 High school diploma Very Good
661  550164_020     65 17    0                     Master's degree Very Good
662  554789_010     65 16    3                     Master's degree      Good
663  554392_010     65 14    1                  Associate's degree      Good
664  559470_010     65 14    1                   Bachelor's degree      Good
665  554369_010     65 10    4                                None      Fair
666  557433_010     65 12    3                                 GED      Good
667  557617_010     65 16    1                     Master's degree      Fair
668  557456_020     65  6    4                                None      Good
669  556073_010     65 11    5                 High school diploma Very Good
670  554369_010     65 10    4                                None      Fair
671  553778_010     65 16    2                     Master's degree Very Good
672  556223_020     65 16    1                     Master's degree      Fair
673  553948_010     65 11    5                                None      Fair
674  554413_010     65 10    1                                None      Fair
675  557433_010     65 12    3                                 GED      Good
676  550385_010     65 14    0                  Associate's degree Very Good
677  552314_010     64 14    3                  Associate's degree      Fair
678  558646_010     64 11    2                                None      Good
679  556732_010     64 17    5                     Master's degree      Fair
680  558360_010     64 12    3                                 GED Very Good
681  552618_010     64 12    3                 High school diploma      Fair
682  550437_010     64 12    2                 High school diploma      Good
683  556732_010     64 17    5                     Master's degree      Fair
684  555473_010     64 11    3                                None      Fair
685  550233_020     64 12    1                 High school diploma      Fair
686  550233_020     64 13    1                  Associate's degree      Fair
687  554443_010     64 11    2                                None      Fair
688  555848_010     64 14    1                  Associate's degree Excellent
689  556453_020     64  6    2                                None      Good
690  555946_010     64 12    0                 High school diploma Very Good
691  553413_010     64  7    3                                None      Fair
692  553413_020     64 12    2                 High school diploma      Fair
693  558543_020     64 13    0                  Associate's degree Very Good
694  554793_010     64 12    1                 High school diploma      Good
695  557223_020     64 11    1                                None      Good
696  553413_020     64 12    3                 High school diploma      Fair
697  559573_010     64 12    1                 High school diploma      Fair
698  552314_010     64 14    3                  Associate's degree      Fair
699  552332_020     64 12    2                                 GED      Fair
700  556453_020     64  8    2                                None      Good
701  556185_010     64 12    2                 High school diploma Very Good
702  551512_010     64 NA    0                 High school diploma Excellent
703  556732_010     64 17    5                     Master's degree      Fair
704  554443_010     64  8    2                                None      Fair
705  556732_010     64 17    5                     Master's degree      Fair
706  557131_010     64 13    7                  Associate's degree      Good
707  558543_020     64 13    0                  Associate's degree Very Good
708  555848_010     64 14    1                  Associate's degree Excellent
709  556038_010     64 15    2                  Associate's degree Very Good
710  552454_010     64 12    0                                None Very Good
711  551878_010     64 14    3                  Associate's degree Very Good
712  553623_020     64 12    0                                 GED Very Good
713  552748_020     64 12    1                 High school diploma Very Good
714  554365_010     64  0    0                                None      Fair
715  550233_010     64 12    6                 High school diploma      Good
716  558543_020     64 11    0                 High school diploma Very Good
717  552648_010     64 12   NA                 High school diploma      Good
718  558646_010     64 11    2                                None      Good
719  553413_020     64 12    3                 High school diploma      Fair
720  554793_010     64 12    1                 High school diploma      Good
721  554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
722  551723_010     64  6    1                                None      Good
723  557754_010     64 12    6                                None      Fair
724  557385_020     64 14    1                  Associate's degree      Good
725  552872_020     64 17    0                     Master's degree Excellent
726  559806_010     64  3    1                                None      Fair
727  555473_010     64 11    3                                None      Fair
728  552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
729  557673_010     64 13    4                  Associate's degree      Good
730  550228_010     64 12    2                 High school diploma      Good
731  552648_010     64 12   NA                 High school diploma Very Good
732  554075_010     64 11    0                 High school diploma      Good
733  558015_010     64 13    2                  Associate's degree      Good
734  550385_010     64 11    0                 High school diploma Very Good
735  558646_010     64 11    2                                None      Good
736  559653_010     64 16    0                     Master's degree Excellent
737  552332_020     64 12    2                                 GED      Fair
738  553413_010     64  6    2                                None      Fair
739  556038_010     64 15    2                  Associate's degree Very Good
740  550233_020     64 12    1                 High school diploma      Fair
741  557617_020     64 16    0                     Master's degree Excellent
742  557223_020     64 11    1                                None      Good
743  557131_010     64 13    7                  Associate's degree      Good
744  558313_010     64 16    0                     Master's degree Very Good
745  555946_010     64 12    0                 High school diploma Very Good
746  550233_020     64 12    1                 High school diploma      Fair
747  550238_010     64 13    2                  Associate's degree Very Good
748  557595_020     63  7    0                                None Very Good
749  554481_010     63  3    0                 High school diploma Excellent
750  559996_010     63 14    3                   Bachelor's degree      Fair
751  558039_010     63 13    6                  Associate's degree      Fair
752  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
753  552320_010     63  6    2                                None      Fair
754  552868_010     63 12    3                 High school diploma      Good
755  556345_010     63 13    6                  Associate's degree      Poor
756  552748_010     63 16    5                     Master's degree      Good
757  559213_010     63 14    4                   Bachelor's degree      Good
758  559949_010     63 12    7                                None      Fair
759  557595_020     63  7    0                                None Excellent
760  557268_010     63 16    0                     Master's degree      Good
761  551121_010     63 NA    1                 High school diploma      Fair
762  559983_020     63 16    0                     Master's degree Very Good
763  559659_010     63 16    1                     Master's degree      Good
764  552868_010     63 12    3                 High school diploma      Good
765  553699_010     63  9    6                                None Very Good
766  551761_020     63 12    0                 High school diploma Very Good
767  552874_010     63 12    4                 High school diploma      Fair
768  552748_020     63 12    1                 High school diploma Very Good
769  557268_010     63 16    0                     Master's degree      Good
770  558380_010     63 10    0                                None      Fair
771  553826_010     63 14    0                  Associate's degree Excellent
772  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
773  552100_010     63 16    0                     Master's degree Very Good
774  550967_020     63 15    2                                 GED      Good
775  552816_020     63  1    0                                None      Good
776  555578_010     63 12    0                 High school diploma      Good
777  552320_010     63  6    2                                None      Fair
778  558380_010     63 10    0                                None      Fair
779  552874_020     63 14    2                 High school diploma      Fair
780  550461_010     63  8    1                                None Very Good
781  558540_010     63 12    5                 High school diploma      Fair
782  558552_020     63 12    0                 High school diploma Very Good
783  555307_010     63 13    2                  Associate's degree      Fair
784  558552_020     63 12    0                 High school diploma Very Good
785  559748_010     63  9    1                                None      Good
786  552304_010     63 17    0                     Master's degree      Good
787  552789_010     63 14    1                  Associate's degree Very Good
788  558404_020     63 12    0                                 GED Very Good
789  554789_010     63 17    1                     Master's degree Very Good
790  550093_020     63 13    1                  Associate's degree      Good
791  558039_010     63 13    6                  Associate's degree      Fair
792  558039_010     63 13    6                  Associate's degree      Fair
793  553699_010     63  9    6                                None Very Good
794  554481_010     63  3    0                 High school diploma Excellent
795  553055_010     63 13    1                  Associate's degree      Fair
796  552482_010     63 10    2                                None      Fair
797  558602_020     63  6    0                                None      Fair
798  552100_010     63 16    0                     Master's degree Very Good
799  558380_010     63 10    0                                None      Fair
800  556144_020     63 16    0                  Associate's degree Very Good
801  550967_020     63 14    2                 High school diploma      Good
802  558936_010     63 11    5                 High school diploma      Fair
803  552748_010     63 16    5                     Master's degree      Good
804  550375_010     63 12    6                 High school diploma      Good
805  551761_020     63 12    0                 High school diploma Very Good
806  555607_010     63 10    0                 High school diploma Excellent
807  550862_020     63 10    1                                None      Good
808  554789_010     63 17    1                     Master's degree Very Good
809  556077_020     63 13    1                  Associate's degree      Fair
810  550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
811  558602_020     63  6    0                                None      Fair
812  553400_010     63 12    4                 High school diploma      Poor
813  550516_010     62 11    1                                None Excellent
814  553443_020     62 17    5                     Master's degree      Good
815  558588_010     62 14    2                  Associate's degree      Good
816  559660_010     62 11    1                                None      Fair
817  553826_020     62 14    0                  Associate's degree Excellent
818  556499_010     62 12    4                 High school diploma      Good
819  552892_020     62 16    6                  Associate's degree      Fair
820  553055_010     62 13    1                  Associate's degree      Fair
821  550516_010     62 11    1                                None Excellent
822  550581_020     62  5    2                                None Very Good
823  553055_010     62 13    1                  Associate's degree      Fair
824  551827_010     62 16    7                     Master's degree      Good
825  550516_010     62 11    1                                None Excellent
826  557025_010     62 12    1                 High school diploma      Fair
827  557889_010     62 12    1                 High school diploma Very Good
828  551827_010     62 16    7                     Master's degree      Good
829  557574_010     62  5    1                                None Very Good
830  552590_010     62 NA    3                                None      Fair
831  556499_010     62 12    4                 High school diploma      Good
832  554146_010     62 13    3                  Associate's degree Excellent
833  554846_010     62 17    1                     Master's degree Excellent
834  550516_010     62 11    1                                None Excellent
835  554789_020     62 17    1                     Master's degree Very Good
836  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
837  552118_020     62 11    1                                None      Fair
838  557889_010     62 12    1                 High school diploma Very Good
839  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
840  550516_010     62 11    1                                None Excellent
841  554438_010     62 16    3                     Master's degree      Fair
842  555978_010     62 12    2                 High school diploma      Good
843  551334_010     62 16    1                     Master's degree      Good
844  558765_010     62 12    3                 High school diploma Very Good
845  554674_020     62 15    2                  Associate's degree      Good
846  553778_010     62 16    2                     Master's degree Very Good
847  550943_010     62 10    4                                 GED      Poor
848  552482_020     62 12    2                                 GED      Fair
849  557885_020     62 12    3                 High school diploma      Fair
850  551863_020     62 16    0                  Associate's degree Very Good
851  555137_010     62 11    1                                 GED Very Good
852  554903_010     62 12    2                                 GED Very Good
853  553321_010     62 14    0                  Associate's degree      Poor
854  556345_010     62 13    5                  Associate's degree      Poor
855  554438_010     62 16    3                     Master's degree      Fair
856  554627_010     62 13    3                  Associate's degree      Good
857  556499_010     62 12    4                 High school diploma      Good
858  559893_010     62 11    4                 High school diploma      Fair
859  557093_010     62 11    0                                None      Fair
860  559660_010     62 11    1                                None      Fair
861  554146_010     62 13    3                  Associate's degree Excellent
862  551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
863  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
864  553995_010     62 12    0                 High school diploma      Poor
865  556936_010     62 16    0                     Master's degree      Good
866  552499_020     62 NA    0                   Bachelor's degree      Fair
867  550581_020     62  7    1                                None Very Good
868  559660_010     62 11    1                                None      Fair
869  559660_010     62 11    1                                None      Fair
870  558765_010     62 12    3                 High school diploma Very Good
871  557025_020     62 17    0                     Master's degree      Fair
872  559741_010     62 11    1                                None      Good
873  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
874  555978_010     62 12    2                 High school diploma      Good
875  552156_020     62 13    0                  Associate's degree Very Good
876  551396_010     62 17    1                     Master's degree Very Good
877  552156_020     62 13    0                  Associate's degree      Good
878  556936_010     62 16    0                     Master's degree      Good
879  559893_010     62 11    4                                 GED      Fair
880  554832_020     61 12    2                 High school diploma      Good
881  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
882  554172_010     61 15    5                  Associate's degree      Fair
883  551414_020     61  8    0                                None Very Good
884  551087_020     61 12    0                 High school diploma      Good
885  557104_010     61 12    0                 High school diploma Very Good
886  557093_010     61 11    0                                None      Fair
887  551548_010     61 14    6                  Associate's degree      Fair
888  557856_010     61 13    2                  Associate's degree      Fair
889  557104_010     61 12    0                 High school diploma Very Good
890  551414_020     61  8    0                                None Very Good
891  550698_010     61 14    0                  Associate's degree      Fair
892  559644_010     61 12    2                                None      Poor
893  558939_020     61  9    0                 High school diploma      Good
894  555601_020     61 14    2                 High school diploma      Fair
895  554172_010     61 15    5                  Associate's degree      Fair
896  553315_020     61  1    2                 High school diploma      Fair
897  557786_010     61 12    0                 High school diploma      Good
898  559649_010     61 13    3                   Bachelor's degree      Good
899  553879_010     61  6    1                                None      Poor
900  559764_010     61 16    2                  Associate's degree      Fair
901  554069_020     61 11    2                                None      Fair
902  553715_010     61 12    2                 High school diploma      Fair
903  553055_020     61 13    1                  Associate's degree      Good
904  559178_020     61 14    3                  Associate's degree      Good
905  553879_010     61  6    1                                None      Poor
906  558602_010     61  6    0                                None      Fair
907  557538_020     61 12    0                 High school diploma Very Good
908  552059_010     61 14    0                   Bachelor's degree      Fair
909  552633_010     61 12    0                 High school diploma      Good
910  554548_010     61 14    6                   Bachelor's degree      Poor
911  553443_020     61 17    5                     Master's degree      Good
912  559470_010     61 11    1                                 GED      Good
913  553715_010     61 12    2                 High school diploma      Fair
914  554832_010     61 13    2                     Master's degree      Good
915  552633_010     61 12    0                 High school diploma      Good
916  557723_010     61 13    5                  Associate's degree      Fair
917  553448_010     61 11    3                                None      Fair
918  552811_020     61 17    0                     Master's degree Excellent
919  556341_010     61 NA    7                                 GED      Fair
920  554874_010     60 12    0                                None      Fair
921  559148_010     60  6    0                                None      Good
922  552761_020     60 11    2                                None      Fair
923  555545_010     60 11    1                                None Excellent
924  557358_010     60 11    6                                 GED      Poor
925  559704_010     60 14    1                   Bachelor's degree Excellent
926  559342_020     60 12    0                 High school diploma      Fair
927  557456_020     60  6    4                                None Excellent
928  557690_010     60  6    2                                None      Poor
929  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
930  557649_010     60 14    2                   Bachelor's degree Very Good
931  555545_010     60 11    1                                None Excellent
932  554874_010     60 12    0                                None      Fair
933  555578_010     60 12    1                 High school diploma Very Good
934  558546_010     60 15    0                  Associate's degree Very Good
935  555578_010     60 12    1                 High school diploma Excellent
936  557856_010     60 13    2                  Associate's degree      Fair
937  557690_010     60  6    2                                None      Poor
938  554069_020     60 11    2                                None      Fair
939  559044_020     60 12    1                 High school diploma      Fair
940  555441_020     60 12    1                                 GED Very Good
941  555702_010     60 14    5                   Bachelor's degree      Fair
942  552892_020     60 14    4                  Associate's degree      Fair
943  556513_010     60 10    1                                None      Fair
944  552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
945  553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
946  552892_020     60 15    6                  Associate's degree      Fair
947  556137_010     60 15    1                  Associate's degree      Good
948  555244_010     60  2    3                                None      Fair
949  555545_020     60 10    2                                None Very Good
950  555545_010     60 11    1                                None Excellent
951  557690_010     60  6    2                                None      Poor
952  559649_010     60 13    3                   Bachelor's degree      Good
953  552690_010     60 12    4                 High school diploma      Fair
954  554195_010     60 16    0                     Master's degree Very Good
955  554069_020     60 11    2                                None      Fair
956  559704_010     60 15    1                   Bachelor's degree Excellent
957  554354_010     60 13    0                  Associate's degree      Good
958  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
959  552811_020     60 17    0                     Master's degree Excellent
960  559649_010     60 13    3                   Bachelor's degree      Good
961  553826_010     60 14    0                  Associate's degree Excellent
962  556646_020     60 15    0                  Associate's degree Very Good
963  558198_010     60 NA    8                                <NA>      Fair
964  552332_010     60 12    2                 High school diploma      Fair
965  550384_010     60 10    6                                None      Poor
966  556223_010     59 16    1                     Master's degree      Good
967  554818_010     59 14    3                  Associate's degree Very Good
968  553881_010     59 13    0                  Associate's degree Very Good
969  555221_010     59  6    2                                None      Fair
970  559843_010     59 14    0                  Associate's degree      Fair
971  555375_010     59 16    0                     Master's degree      Fair
972  552279_020     59  6    0                                None      Fair
973  556944_010     59 13    1                  Associate's degree Excellent
974  554365_020     59  6    0                                None      Good
975  555375_010     59 16    0                     Master's degree      Fair
976  550147_010     59 12    0                 High school diploma      Fair
977  551299_010     59 14    6                   Bachelor's degree      Poor
978  556394_020     59 13    3                  Associate's degree      Good
979  554818_010     59 14    3                  Associate's degree Very Good
980  550920_020     59 10    5                                None      Fair
981  550147_010     59 12    0                 High school diploma      Fair
982  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
983  556149_010     59 13    8                  Associate's degree      Poor
984  556570_010     59 14    0                  Associate's degree Excellent
985  557804_020     59 13    4                   Bachelor's degree      Poor
986  552786_010     59 12    4                 High school diploma      Good
987  557855_010     59 14    6                  Associate's degree      Good
988  556441_010     59 16    4                     Master's degree      Poor
989  550920_010     59 12    3                 High school diploma      Fair
990  550428_010     59 14    1                  Associate's degree      Good
991  551744_020     59 16    0                     Master's degree Excellent
992  556493_010     59 13    4                  Associate's degree      Fair
993  555578_020     59 10    1                                None Very Good
994  559567_020     59 12    3                 High school diploma      Poor
995  551878_010     59 10    3                                 GED Very Good
996  550428_010     59 12    1                 High school diploma      Good
997  559567_020     59 12    3                 High school diploma      Poor
998  555375_010     59 16    0                     Master's degree      Fair
999  559471_010     59 12    6                 High school diploma      Poor
1000 556149_010     59 13    8                  Associate's degree      Poor
1001 559471_010     59 12    6                 High school diploma      Poor
1002 556441_010     59 16    4                     Master's degree      Poor
1003 553881_010     59 13    0                  Associate's degree Very Good
1004 554880_010     59 12    1                                None      Good
1005 558884_010     59 16    2                     Master's degree      Good
1006 556493_010     59 14    4                  Associate's degree      Fair
1007 553826_020     59 14    0                   Bachelor's degree Excellent
1008 556138_010     59 13    6                  Associate's degree      Fair
1009 554939_010     59 12    1                 High school diploma      Fair
1010 553623_010     59 13    2                 High school diploma Very Good
1011 559132_010     59 14    0                   Bachelor's degree Very Good
1012 551628_010     59 11    0                 High school diploma Very Good
1013 557855_010     59 14    6                  Associate's degree      Good
1014 550147_010     59 12    0                 High school diploma      Fair
1015 552454_010     59 13    0                  Associate's degree Very Good
1016 556089_020     59 12    0                 High school diploma      Poor
1017 558062_010     59 12    2                 High school diploma      Fair
1018 551346_010     59  4    0                                None      Good
1019 553623_020     59 14    0                 High school diploma Very Good
1020 552786_010     59 12    4                 High school diploma      Good
1021 556138_010     59 13    6                  Associate's degree      Fair
1022 557855_010     59 14    6                  Associate's degree      Good
1023 556712_010     58 13    2                  Associate's degree      Fair
1024 556291_010     58 16    1                     Master's degree Excellent
1025 556712_010     58 13    2                  Associate's degree      Fair
1026 556712_010     58 13    2                  Associate's degree      Fair
1027 554764_010     58 17    1                     Master's degree      Good
1028 555886_020     58 14    0                  Associate's degree      Good
1029 552567_010     58 16    1                  Associate's degree      Good
1030 556143_010     58 14    0                   Bachelor's degree Very Good
1031 556291_010     58 16    1                     Master's degree Excellent
1032 557125_010     58 10    7                                None      Poor
1033 556531_010     58 13    1                   Bachelor's degree      Good
1034 557269_010     58 13    7                  Associate's degree      Good
1035 556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1036 554594_010     58 14    1                   Bachelor's degree      Good
1037 557269_010     58 13    7                  Associate's degree      Good
1038 555601_010     58 14    1                 High school diploma      Fair
1039 556712_010     58 13    2                  Associate's degree      Fair
1040 558191_010     58 NA    1                                <NA>      Fair
1041 550753_010     58 13    1                  Associate's degree Very Good
1042 558264_010     58 11    0                                None      Fair
1043 558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
1044 555578_020     58 10    1                                None Very Good
1045 554449_010     58 16    0                     Master's degree Excellent
1046 555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1047 550686_010     58 12    2                 High school diploma      Good
1048 559071_010     58 12    0                 High school diploma      Good
1049 558155_010     58 12    2                 High school diploma      Fair
1050 551442_010     58 14    0                   Bachelor's degree      Good
1051 554449_010     58 16    0                     Master's degree Excellent
1052 559129_010     58 12    6                 High school diploma      Fair
1053 554740_010     58 12    5                 High school diploma      Good
1054 558155_010     58 12    0                 High school diploma      Fair
1055 557344_010     58 12    3                 High school diploma      Poor
1056 556352_010     58 16    0                     Master's degree Excellent
1057 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1058 556531_010     58 13    1                   Bachelor's degree      Good
1059 557751_010     58 16    1                     Master's degree Very Good
1060 557518_010     58 14    2                  Associate's degree Very Good
1061 557751_010     58 16    1                     Master's degree Very Good
1062 557269_010     58 13    7                  Associate's degree      Good
1063 551025_020     58 12    1                 High school diploma Very Good
1064 555601_010     58 14    1                 High school diploma      Fair
1065 557269_010     58 13    7                  Associate's degree      Good
1066 555560_010     58 14    1                  Associate's degree Very Good
1067 555489_020     58 14    1                   Bachelor's degree Very Good
1068 558155_010     58 14    0                 High school diploma      Good
1069 555073_010     58 16    0                     Master's degree      Good
1070 556143_010     58 14    0                   Bachelor's degree Very Good
1071 554740_010     58 12    5                 High school diploma      Good
1072 556352_010     58 16    0                     Master's degree Excellent
1073 550686_010     58 11    2                 High school diploma      Good
1074 556445_010     58 12    5                 High school diploma      Fair
1075 553826_020     58 14    0                  Associate's degree Excellent
1076 551087_010     58 12    0                 High school diploma      Good
1077 554121_010     58 16    0                     Master's degree Very Good
1078 557510_010     58 14    1                  Associate's degree      Good
1079 557751_010     58 16    1                     Master's degree Very Good
1080 557518_010     58 14    2                  Associate's degree Very Good
1081 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1082 557125_010     58 10    7                                None      Poor
1083 554764_010     58 17    1                     Master's degree      Good
1084 556291_010     58 16    1                     Master's degree Excellent
1085 559129_010     58 12    6                 High school diploma      Fair
1086 553532_010     58 12    0                 High school diploma      Fair
1087 556445_010     58 12    5                 High school diploma      Fair
1088 558155_010     58 12    0                 High school diploma      Good
1089 552567_010     58 16    1                  Associate's degree      Good
1090 551179_010     57 12    0                                None Very Good
1091 551054_010     57 12    1                 High school diploma Very Good
1092 551179_020     57  9    3                                None      Good
1093 555495_010     57 12    1                 High school diploma Excellent
1094 556266_010     57 14    3                  Associate's degree      Fair
1095 557977_010     57 12    0                 High school diploma Excellent
1096 552159_010     57 14    4                  Associate's degree      Good
1097 553715_020     57 12    1                 High school diploma      Fair
1098 557244_010     57  7    8                                None Very Good
1099 551579_010     57 10    7                                None      Poor
1100 558664_010     57 14    1                   Bachelor's degree      Good
1101 555767_010     57 11    2                                None Excellent
1102 551054_010     57 12    1                 High school diploma Very Good
1103 551179_020     57  9    3                                None Very Good
1104 559683_010     57 15    6                  Associate's degree      Fair
1105 559785_020     57 12    4                                 GED      Poor
1106 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1107 552989_010     57  6    0                 High school diploma      Fair
1108 554003_010     57 12    6                 High school diploma      Poor
1109 552193_010     57 NA    0                                None Very Good
1110 554152_020     57 16    0                     Master's degree Very Good
1111 559907_010     57  8    0                                None Very Good
1112 558158_010     57 13    0                  Associate's degree      Good
1113 556779_010     57 14    0                   Bachelor's degree      Good
1114 554003_010     57 12    6                 High school diploma      Poor
1115 556675_010     57 14    1                  Associate's degree Very Good
1116 554706_010     57 17    0                     Master's degree Excellent
1117 551054_010     57 12    1                 High school diploma Very Good
1118 555679_010     57 NA    2                                <NA>      Fair
1119 559069_020     57 16    1                     Master's degree      Good
1120 556541_010     57 12    1                 High school diploma Very Good
1121 557963_010     57 NA    2                                <NA>      Fair
1122 559812_010     57 12    6                 High school diploma      Fair
1123 554152_020     57 16    0                     Master's degree Very Good
1124 556240_010     57 12    3                 High school diploma      Poor
1125 555137_010     57 10    1                                 GED Very Good
1126 555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1127 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1128 550267_020     57 16    0                     Master's degree Very Good
1129 554152_020     57 16    0                     Master's degree Very Good
1130 558576_010     57 14    2                   Bachelor's degree      Good
1131 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1132 556266_010     57 15    3                  Associate's degree      Fair
1133 559598_010     57 13    1                  Associate's degree Very Good
1134 550267_020     57 16    0                     Master's degree Very Good
1135 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1136 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1137 555349_010     57 12    0                 High school diploma      Good
1138 554026_010     57  9    8                                None      Fair
1139 551179_020     57  9    3                                None      Good
1140 558664_010     57 14    1                   Bachelor's degree      Good
1141 550428_010     57 12    1                 High school diploma      Good
1142 551346_010     57  9    0                                None      Good
1143 558286_010     57 11    3                 High school diploma      Fair
1144 552292_010     57 14    4                   Bachelor's degree      Good
1145 550218_020     57 17    8                     Master's degree Very Good
1146 555553_010     57 NA    3                                <NA>      Good
1147 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1148 556394_010     57 17    3                  Associate's degree      Good
1149 559598_010     57 13    1                  Associate's degree Very Good
1150 556266_010     57 17    3                  Associate's degree      Fair
1151 553482_010     57 12    6                 High school diploma      Poor
1152 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1153 554517_010     57 16    0                     Master's degree Excellent
1154 556260_020     57 15    0                   Bachelor's degree Very Good
1155 552050_010     57 12    4                 High school diploma      Fair
1156 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1157 556484_010     57 15    0                   Bachelor's degree Very Good
1158 552053_010     57 15    2                  Associate's degree      Good
1159 554517_010     57 16    0                     Master's degree Excellent
1160 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1161 558109_010     57 16    1                     Master's degree      Good
1162 552053_010     57 15    2                  Associate's degree      Good
1163 551228_010     57 12    6                                None      Fair
1164 555944_010     57 11    0                                None Very Good
1165 556484_010     57 15    0                   Bachelor's degree Very Good
1166 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1167 556484_010     57 15    0                   Bachelor's degree Very Good
1168 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1169 550404_010     57 11    2                                None      Good
1170 551228_010     57 12    6                                None      Fair
1171 558158_010     57 13    0                  Associate's degree      Good
1172 554490_010     57 16    1                     Master's degree      Fair
1173 552919_010     57 12    1                 High school diploma Very Good
1174 559069_020     57 16    1                     Master's degree      Good
1175 554171_020     57  7    1                 High school diploma Very Good
1176 559598_020     57 13    1                  Associate's degree Very Good
1177 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1178 552965_010     57 17    0                     Master's degree      Good
1179 558158_010     57 13    0                  Associate's degree      Good
1180 554152_020     57 16    0                     Master's degree Very Good
1181 555339_020     56 12    6                 High school diploma      Good
1182 550790_010     56 NA    1                                <NA>      Good
1183 557423_010     56 16    0                     Master's degree      Fair
1184 551973_010     56 12    2                 High school diploma      Fair
1185 553780_020     56 17    5                     Master's degree Very Good
1186 559300_010     56 16    0                     Master's degree Very Good
1187 557646_010     56 14    4                  Associate's degree      Fair
1188 558663_010     56 16    4                     Master's degree      Fair
1189 553817_010     56 12    6                 High school diploma      Good
1190 559292_010     56 11    6                                None      Fair
1191 558926_020     56 13    1                   Bachelor's degree      Good
1192 554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1193 552423_020     56 14    1                  Associate's degree Very Good
1194 553316_010     56 NA    3                                <NA>      Good
1195 551412_010     56 16    0                     Master's degree      Poor
1196 550859_010     56 15    0                  Associate's degree      Fair
1197 558774_020     56  3    0                                None      Fair
1198 557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1199 555805_010     56 NA    1                                <NA>      Fair
1200 550930_010     56 14    1                  Associate's degree      Fair
1201 550462_010     56  9    0                                 GED      Fair
1202 558133_010     56 17    3                     Master's degree Very Good
1203 557423_010     56 16    0                     Master's degree      Fair
1204 555085_020     56 NA    0                   Bachelor's degree Excellent
1205 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1206 552819_020     56 NA    0                                <NA> Excellent
1207 554098_010     56 NA    7                                <NA>      Poor
1208 553252_010     56  6    2                                None      Fair
1209 553961_020     56 14    0                   Bachelor's degree      Fair
1210 555872_010     56 14    0                   Bachelor's degree Very Good
1211 554377_010     56 12    0                 High school diploma      Good
1212 555073_020     56 17    4                     Master's degree      Good
1213 558266_010     56  3    2                 High school diploma      Fair
1214 552192_010     56 14    5                  Associate's degree      Fair
1215 552544_010     56 12    1                 High school diploma Very Good
1216 555085_020     56 NA    0                                <NA> Excellent
1217 559843_020     56 14    0                  Associate's degree      Good
1218 551372_010     56 12    1                                 GED      Fair
1219 555663_010     56  6    1                                None      Fair
1220 551188_010     56  6    3                                None      Poor
1221 553237_010     56 12    0                 High school diploma Excellent
1222 552741_010     56 13    2                  Associate's degree      Fair
1223 559551_010     56 11    2                                None      Fair
1224 556516_010     56 12    0                 High school diploma      Fair
1225 554154_020     56  8    0                                None      Fair
1226 552544_010     56 12    1                 High school diploma Very Good
1227 552192_010     56 14    5                  Associate's degree      Fair
1228 551132_020     56 14    1                   Bachelor's degree Very Good
1229 551412_020     56 16    4                     Master's degree      Poor
1230 558366_010     56 16    2                     Master's degree      Good
1231 554098_010     56 NA    7                                <NA>      Poor
1232 551646_010     56 NA    0                                <NA> Very Good
1233 558131_010     56 16    1                     Master's degree      Fair
1234 558115_010     56 NA    1                                <NA>      Fair
1235 558052_010     56 10    4                                None      Fair
1236 554154_020     56  8    0                                None      Fair
1237 552192_010     56 14    5                  Associate's degree      Fair
1238 559785_010     56 11    1                 High school diploma      Fair
1239 559912_020     56 16    0                     Master's degree Very Good
1240 555663_010     56  7    1                                None      Fair
1241 554330_020     56 16    1                   Bachelor's degree      Fair
1242 553780_020     56 17    5                     Master's degree      Good
1243 551412_020     56 16    4                     Master's degree      Poor
1244 559416_010     56 12    6                                 GED Excellent
1245 552819_010     56 NA    0                                <NA> Very Good
1246 559292_010     56 11    6                                None      Fair
1247 551092_010     56 NA    0                                <NA>      Good
1248 553227_010     56 12    1                 High school diploma Excellent
1249 556541_010     56 12    1                 High school diploma Very Good
1250 551940_010     56 12    7                 High school diploma      Fair
1251 553121_010     56 16    0                     Master's degree      Good
1252 553961_020     56 14    0                   Bachelor's degree      Fair
1253 554578_010     56 13    0                     Master's degree Very Good
1254 550015_010     56 12    0                 High school diploma Very Good
1255 552741_010     56 13    2                  Associate's degree      Fair
1256 554154_020     56 11    0                 High school diploma      Fair
1257 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1258 550110_010     56 12    4                 High school diploma      Poor
1259 555503_020     56 14    4                  Associate's degree      Fair
1260 550064_010     56 11    1                 High school diploma      Good
1261 554330_020     56 16    1                   Bachelor's degree      Fair
1262 550458_010     56 NA    0                                <NA> Excellent
1263 550064_010     56 12    3                 High school diploma      Good
1264 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1265 552238_010     56 NA    1                                <NA>      Good
1266 555042_010     56  6    1                                None Excellent
1267 558133_010     56 17    3                     Master's degree Very Good
1268 551064_010     56 NA    0                                <NA> Excellent
1269 553817_010     56 12    6                 High school diploma      Good
1270 559080_010     56 NA    0                                <NA>      Good
1271 559234_020     56 NA    0                                <NA> Very Good
1272 558266_010     56  1    2                 High school diploma      Fair
1273 550930_010     56 14    1                  Associate's degree      Fair
1274 555891_010     56 11    7                                None      Fair
1275 559785_020     56 11    1                                 GED      Fair
1276 557624_020     56 12    8                 High school diploma      Fair
1277 559785_010     56 11    1                 High school diploma      Fair
1278 551169_010     56 16    3                     Master's degree      Poor
1279 554540_010     56 NA    0                                <NA>      Good
1280 554312_010     56 NA    4                                <NA>      Good
1281 556964_010     56 NA    6                                <NA>      Fair
1282 551412_020     56 14    4                 High school diploma      Fair
1283 551843_010     56 12    0                 High school diploma      Good
1284 555341_010     56 16    8                     Master's degree      Poor
1285 558366_010     56 16    2                     Master's degree      Good
1286 557642_010     56 16    1                     Master's degree      Good
1287 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1288 557544_010     56 NA    0                                <NA>      Fair
1289 555073_020     56 17    4                     Master's degree      Good
1290 552836_020     56 17    0                     Master's degree Very Good
1291 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1292 558154_010     56 16    5                     Master's degree      Poor
1293 559121_010     56 11    6                                None      Poor
1294 550254_010     56 NA    6                                <NA> Very Good
1295 550254_010     56 NA    6                                <NA> Very Good
1296 551203_010     56 NA    0                   Bachelor's degree Excellent
1297 552917_010     56 17    1                     Master's degree Very Good
1298 551450_010     56 14    0                   Bachelor's degree      Good
1299 551450_010     56 17    0                     Master's degree      Good
1300 558266_010     56  3    2                 High school diploma      Fair
1301 557003_010     56 16    3                     Master's degree Very Good
1302 555872_010     56 14    0                   Bachelor's degree Very Good
1303 558926_010     56 12    0                 High school diploma Very Good
1304 558266_010     56  0    2                 High school diploma      Fair
1305 558131_020     56 16    1                     Master's degree      Good
1306 557773_010     56 15    3                  Associate's degree Very Good
1307 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1308 555805_010     56 NA    1                                <NA>      Fair
1309 554312_020     56 NA    3                                <NA>      Fair
1310 553121_010     56 16    0                     Master's degree      Good
1311 554255_010     56  6    0                                None      Good
1312 559912_020     56 16    0                     Master's degree Very Good
1313 554363_010     56 11    1                                None      Good
1314 550964_020     56 12    3                 High school diploma Very Good
1315 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1316 557470_020     56 16    0                     Master's degree      Good
1317 551132_020     56 16    1                     Master's degree Very Good
1318 554463_010     56 11    5                                 GED      Fair
1319 550015_010     56 12    2                 High school diploma Very Good
1320 550522_010     56  9    1                                None      Fair
1321 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1322 559300_010     56 16    0                     Master's degree Very Good
1323 557908_010     56 14    0                  Associate's degree      Good
1324 552238_010     56 NA    1                                <NA>      Good
1325 559234_020     56 NA    0                                <NA> Very Good
1326 553522_010     56 14    1                   Bachelor's degree      Fair
1327 555716_020     56 12    5                 High school diploma Very Good
1328 554463_010     56 11    5                                 GED      Fair
1329 557940_010     56 12    8                 High school diploma      Fair
1330 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1331 555663_010     56  6    1                                None      Fair
1332 555395_020     56 15    0                   Bachelor's degree Very Good
1333 550830_010     56 16    0                  Associate's degree      Good
1334 551646_010     56 NA    0                                <NA> Very Good
1335 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1336 551064_010     56 NA    0                                <NA> Excellent
1337 559300_010     56 16    0                     Master's degree Very Good
1338 551372_010     56 12    1                                 GED      Fair
1339 551973_010     56 12    2                 High school diploma      Fair
1340 550458_020     56 NA    0                                <NA> Very Good
1341 555085_010     56 NA    0                                <NA> Excellent
1342 559121_010     56 11    6                                None      Poor
1343 558366_010     56 16    2                     Master's degree      Good
1344 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
1345 559190_010     56 16    0                     Master's degree Excellent
1346 557642_010     56 16    1                     Master's degree      Good
1347 555113_010     56 NA    1                                <NA>      Fair
1348 550859_010     56 15    0                  Associate's degree      Fair
1349 551064_010     56 NA    0                                <NA> Excellent
1350 559624_010     56 NA    1                                <NA> Very Good
1351 557544_010     56 NA    0                                <NA>      Fair
1352 558131_020     56 14    1                 High school diploma      Good
1353 558764_010     56 14    2                   Bachelor's degree      Fair
1354 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1355 559416_020     56 12    5                                 GED Excellent
1356 551292_010     56  9    3                                None      Poor
1357 557003_010     56 16    3                     Master's degree Very Good
1358 552754_010     55 NA    1                                <NA>      Fair
1359 559734_010     55 NA    0                                <NA> Very Good
1360 555578_020     55 10    1                                None Excellent
1361 558974_010     55 13    2                  Associate's degree      Good
1362 552939_010     55 16    0                     Master's degree      Good
1363 554479_010     55 14    1                     Master's degree Very Good
1364 550920_020     55  9    3                                None      Fair
1365 557446_010     55 15    1                   Bachelor's degree      Poor
1366 553970_010     55 16    0                     Master's degree Very Good
1367 551225_010     55  6    2                                None      Fair
1368 558974_010     55 13    2                  Associate's degree      Good
1369 553273_010     55 16    5                     Master's degree      Good
1370 556734_010     55 17    8                     Master's degree      Good
1371 554862_010     55 NA    4                                <NA>      Poor
1372 554203_020     55 NA    1                                <NA>      Good
1373 555332_010     55 NA    0                                <NA> Excellent
1374 556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
1375 559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1376 555900_010     55 12    0                 High school diploma Very Good
1377 554994_020     55 NA    0                                <NA>      Poor
1378 559244_010     55 16    4                     Master's degree      Fair
1379 559586_010     55 16    4                   Bachelor's degree      Good
1380 557470_020     55 16    0                     Master's degree      Good
1381 556413_020     55 12    0                 High school diploma      Good
1382 559506_010     55 NA    0                                <NA>      Good
1383 558246_010     55 11    4                                 GED Very Good
1384 557470_020     55 14    0                  Associate's degree      Good
1385 552741_010     55 13    2                  Associate's degree      Fair
1386 559341_010     55 17    1                     Master's degree Very Good
1387 553721_010     55 12    1                 High school diploma      Good
1388 554994_020     55 NA    1                                <NA> Very Good
1389 552423_020     55 13    1                  Associate's degree Very Good
1390 552656_020     55 16    4                     Master's degree      Good
1391 556433_010     55 NA    8                                <NA>      Fair
1392 551789_010     55 NA    2                                <NA>      Fair
1393 553055_020     55 13    0                  Associate's degree      Good
1394 556301_010     55 16    1                     Master's degree      Good
1395 558626_010     55 NA    0                                <NA>      Good
1396 552504_010     55 10    3                                None Very Good
1397 552329_010     55 13    0                  Associate's degree      Fair
1398 554479_010     55 14    1                     Master's degree Very Good
1399 556717_020     55 NA    0                                <NA>      Good
1400 550887_010     55 NA    1                                <NA>      Good
1401 557461_010     55 14    0                   Bachelor's degree      Good
1402 556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1403 552339_010     55 12    4                                 GED      Poor
1404 554840_010     55 16    3                     Master's degree      Fair
1405 550299_010     55 NA    1                                <NA>      Good
1406 559734_010     55 NA    0                                <NA> Very Good
1407 559341_010     55 17    1                     Master's degree Very Good
1408 558191_010     55 NA    1                                <NA>      Fair
1409 554144_010     55 NA    0                                <NA>      Poor
1410 555073_020     55 17    4                     Master's degree      Good
1411 554256_020     55 10    2                                 GED      Fair
1412 551748_010     55 16    0                     Master's degree Very Good
1413 557538_020     55 12    0                 High school diploma Very Good
1414 559600_020     55 NA    1                                <NA> Very Good
1415 552228_010     55 NA    4                                <NA>      Fair
1416 555650_010     55 13    4                  Associate's degree      Fair
1417 555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1418 558532_020     55 NA    1                                <NA>      Good
1419 556121_010     55 NA    3                                <NA>      Fair
1420 557446_010     55 14    1                   Bachelor's degree      Poor
1421 559586_010     55 16    4                  Associate's degree      Good
1422 552118_020     55  8    2                                None      Fair
1423 555065_010     55 NA    2                                <NA> Very Good
1424 559624_010     55 NA    0                                <NA>      Good
1425 552741_010     55 13    2                  Associate's degree      Fair
1426 557446_010     55 14    1                   Bachelor's degree      Poor
1427 552154_010     55 12    1                 High school diploma      Good
1428 554256_010     55 11    2                                 GED      Fair
1429 559917_010     55 10    3                 High school diploma      Good
1430 558594_010     55 NA    0                                <NA>      Fair
1431 554660_020     55 NA    0                     Master's degree      Good
1432 552154_010     55 12    1                 High school diploma Very Good
1433 557538_020     55 16    0                 High school diploma Very Good
1434 557283_010     55 13    6                  Associate's degree      Fair
1435 554387_010     55 NA    0                                <NA> Excellent
1436 553430_010     55  3    0                 High school diploma Excellent
1437 559600_020     55 NA    4                                <NA>      Fair
1438 553970_010     55 16    0                     Master's degree Very Good
1439 552819_010     55 NA    0                                <NA> Very Good
1440 555331_010     55 15    0                 High school diploma Very Good
1441 555169_010     55 13    4                  Associate's degree Excellent
1442 557258_010     55 NA    0                                <NA> Very Good
1443 555134_010     55 NA    1                     Master's degree      Good
1444 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1445 557619_010     55 NA    0                                <NA> Very Good
1446 558950_010     55 NA    1                                <NA> Very Good
1447 552423_020     55 13    1                  Associate's degree Very Good
1448 555929_010     55 16    0                     Master's degree Very Good
1449 556433_010     55 NA    8                                <NA>      Fair
1450 559586_010     55 16    4                     Master's degree      Good
1451 555332_010     55 NA    0                                <NA> Excellent
1452 556606_010     55 11    5                                None      Good
1453 554717_010     55 16    5                     Master's degree Very Good
1454 559445_010     55 12    0                                None      Good
1455 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1456 551781_010     55 NA    0                                <NA> Very Good
1457 551748_010     55 16    0                     Master's degree Very Good
1458 553508_010     55 NA    0                                <NA>      Good
1459 559814_010     55 17    0                     Master's degree Very Good
1460 551104_010     55 14    2                  Associate's degree      Fair
1461 553790_020     55 14    0                   Bachelor's degree      Good
1462 553512_010     55 NA    1                                <NA> Very Good
1463 550362_010     55 12    8                                None      Poor
1464 558594_010     55 NA    0                                <NA>      Fair
1465 559445_010     55 12    0                                None      Good
1466 554717_010     55 16    5                     Master's degree Very Good
1467 550880_010     55 12    0                 High school diploma      Fair
1468 550609_010     55 12    0                  Associate's degree      Good
1469 550272_010     55 16    2                     Master's degree      Good
1470 552819_010     55 NA    0                                <NA> Very Good
1471 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1472 556079_010     55 14    7                   Bachelor's degree      Fair
1473 550181_010     55 17    2                     Master's degree      Good
1474 559506_010     55 NA    0                                <NA>      Good
1475 559586_010     55 16    7                     Master's degree      Good
1476 550223_010     55 16    2                     Master's degree Very Good
1477 559734_010     55 NA    0                                <NA> Very Good
1478 557624_010     55 12    4                 High school diploma      Fair
1479 553793_010     55 14    1                  Associate's degree      Fair
1480 554862_010     55 NA    4                                <NA>      Poor
1481 552529_020     55 16    1                     Master's degree Very Good
1482 550362_010     55 12    8                                 GED      Poor
1483 558237_010     55 12    5                 High school diploma      Fair
1484 555749_010     55 NA    0                                <NA>      Poor
1485 557198_010     55 12    1                 High school diploma      Good
1486 559861_020     55 NA    0                                <NA> Very Good
1487 557198_010     55 12    1                 High school diploma      Good
1488 554256_020     55 10    2                                 GED      Fair
1489 554314_010     55 NA    1                                <NA> Very Good
1490 556433_010     55 NA    8                                <NA>      Fair
1491 550794_020     55 15    0                 High school diploma      Good
1492 556433_010     55 NA    8                                <NA>      Fair
1493 556367_010     55 12    1                 High school diploma Excellent
1494 558131_010     55 12    1                 High school diploma      Fair
1495 551225_010     55  6    2                                None      Fair
1496 558809_010     55 16    1                     Master's degree      Poor
1497 554578_010     55 13    1                   Bachelor's degree      Good
1498 559586_010     55 16    4                     Master's degree      Good
1499 558974_010     55 13    2                  Associate's degree      Good
1500 556698_010     55 16    2                     Master's degree Very Good
1501 555891_020     55 10    6                                None      Fair
1502 558185_010     55 14    8                   Bachelor's degree      Fair
1503 551316_010     55 NA    7                                <NA>      Good
1504 559814_010     55 15    0                  Associate's degree      Good
1505 557667_010     55 14    8                   Bachelor's degree      Poor
1506 554314_010     55 NA    1                                <NA> Very Good
1507 558974_010     55 13    2                  Associate's degree      Good
1508 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1509 559343_010     55 16    1                     Master's degree Excellent
1510 553793_010     55 14    1                  Associate's degree      Fair
1511 556851_010     55 17    7                     Master's degree      Fair
1512 551085_010     55 12    1                 High school diploma Excellent
1513 559734_010     55 NA    0                                <NA> Very Good
1514 559440_010     55 12    7                 High school diploma      Good
1515 557898_010     55 NA    3                                <NA>      Good
1516 550181_010     55 17    2                     Master's degree      Good
1517 556413_020     55 12    1                 High school diploma      Good
1518 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1519 550822_020     55 12    1                                None      Fair
1520 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1521 550535_010     55 12    0                                None      Fair
1522 551517_010     55 12    1                 High school diploma      Good
1523 557619_010     55 NA    0                                <NA> Very Good
1524 555721_010     55 NA    4                                <NA>      Good
1525 554933_010     55 NA    1                 High school diploma Very Good
1526 554717_010     55 16    5                     Master's degree Very Good
1527 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1528 550685_010     55 16    0                     Master's degree Very Good
1529 557538_020     55 12    0                 High school diploma Very Good
1530 554488_020     55 14    0                   Bachelor's degree Very Good
1531 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1532 552529_020     55 17    1                     Master's degree Very Good
1533 553721_010     55 12    1                 High school diploma      Good
1534 559343_010     55 16    1                     Master's degree Excellent
1535 556111_010     55 16    2                     Master's degree Very Good
1536 554717_010     55 16    7                     Master's degree Very Good
1537 555479_010     55 NA    0                                <NA>      Good
1538 556121_010     55 NA    3                                <NA>      Fair
1539 552693_010     55 16    6                  Associate's degree      Fair
1540 558004_020     55 12    1                 High school diploma      Good
1541 551781_010     55 NA    0                                <NA> Very Good
1542 555929_010     55 16    0                     Master's degree Very Good
1543 559617_020     55 16    0                     Master's degree      Good
1544 554840_010     55 16    3                     Master's degree      Fair
1545 555134_020     55 12    1                 High school diploma      Fair
1546 558962_010     55 16    0                     Master's degree      Good
1547 557347_020     55  9    1                                None Very Good
1548 556698_010     55 12    2                                None Very Good
1549 553275_010     55 NA    2                                <NA> Very Good
1550 559170_010     54 NA    2                                <NA>      Good
1551 559002_010     54 17    7                     Master's degree      Good
1552 553480_010     54 16    8                     Master's degree      Fair
1553 559990_010     54 NA    1                                <NA> Very Good
1554 556381_010     54 16    0                     Master's degree Excellent
1555 553534_010     54 NA    4                                <NA>      Fair
1556 555324_010     54  7    1                                None Very Good
1557 553508_010     54 NA    0                                <NA>      Good
1558 559170_010     54 NA    2                                <NA>      Good
1559 554186_010     54 11    0                                None      Poor
1560 554494_010     54 12    0                 High school diploma      Good
1561 554561_010     54 16    0                  Associate's degree      Good
1562 556050_020     54 16    0                     Master's degree Very Good
1563 550931_010     54 NA    1                                <NA>      Good
1564 550753_020     54 15    0                   Bachelor's degree      Good
1565 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1566 559963_010     54 16    3                     Master's degree      Good
1567 556943_020     54 12    1                 High school diploma      Good
1568 554674_010     54 14    2                  Associate's degree      Good
1569 557667_010     54 14    8                   Bachelor's degree      Poor
1570 558184_020     54  4    6                                None      Fair
1571 550822_020     54 12    4                                None      Fair
1572 559170_010     54 NA    2                                <NA>      Good
1573 556859_010     54 NA    2                                <NA> Very Good
1574 559190_020     54 17    0                     Master's degree      Good
1575 558613_010     54 NA    4                                <NA>      Good
1576 553480_010     54 16    8                     Master's degree      Fair
1577 557967_010     54 16    0                     Master's degree Very Good
1578 556381_010     54 16    0                     Master's degree Excellent
1579 558703_010     54 NA    1                                <NA>      Fair
1580 559002_010     54 17    7                     Master's degree      Good
1581 556741_010     54 14    1                   Bachelor's degree Very Good
1582 558747_010     54 16    7                     Master's degree      Fair
1583 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1584 553654_010     54 NA    7                                <NA>      Fair
1585 551279_010     54 12    1                 High school diploma      Good
1586 559170_010     54 NA    2                                <NA>      Good
1587 551305_010     54 12    0                 High school diploma Very Good
1588 556381_010     54 16    0                     Master's degree Excellent
1589 553904_010     54 NA    6                                <NA>      Fair
1590 556154_010     54 16    1                     Master's degree Very Good
1591 553776_010     54 NA    3                                <NA>      Good
1592 550661_010     54  7    7                                None      Poor
1593 559269_010     54 10    1                 High school diploma      Fair
1594 556741_010     54 14    1                   Bachelor's degree Very Good
1595 556833_010     54  9    0                                None Excellent
1596 555931_010     54 16    0                     Master's degree Excellent
1597 556886_020     54 NA    1                                <NA> Very Good
1598 555915_020     54 12    1                 High school diploma Very Good
1599 558859_010     54 14    3                   Bachelor's degree Very Good
1600 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1601 555586_010     54 NA    0                                <NA>      Fair
1602 558985_010     54 13    7                   Bachelor's degree      Fair
1603 559840_010     54 NA    2                                <NA>      Good
1604 554961_010     54 NA    0                                <NA>      Fair
1605 553206_010     54 14    0                  Associate's degree      Fair
1606 559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1607 556175_010     54 12    1                 High school diploma      Good
1608 557966_010     54 NA    6                                <NA>      Fair
1609 555931_010     54 16    0                     Master's degree Excellent
1610 555086_010     54 NA    7                                <NA>      Poor
1611 552949_020     54 12    1                                 GED      Fair
1612 552812_010     54 14    1                  Associate's degree      Good
1613 553775_010     54 12    0                 High school diploma      Good
1614 553534_010     54 NA    4                                <NA>      Fair
1615 553771_010     54 12    6                 High school diploma      Poor
1616 556995_010     54 NA    0                                <NA> Very Good
1617 555163_010     54 14    1                  Associate's degree      Good
1618 559762_010     54 17    0                     Master's degree Very Good
1619 550166_010     54 16    0                     Master's degree Very Good
1620 550661_010     54  7    7                                None      Poor
1621 558344_010     54 NA    1                                <NA>      Good
1622 551380_010     54 16    1                     Master's degree Very Good
1623 555697_020     54 12    7                                None      Fair
1624 559973_010     54 17    2                  Associate's degree      Fair
1625 551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1626 559269_010     54 16    1                   Bachelor's degree      Fair
1627 558271_010     54 16    0                     Master's degree Very Good
1628 558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1629 558390_010     54 16    2                     Master's degree Very Good
1630 559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1631 550583_010     54 14    3                   Bachelor's degree      Fair
1632 557811_020     54 14    0                   Bachelor's degree      Good
1633 553534_010     54 NA    4                                <NA>      Fair
1634 550931_010     54 NA    1                                <NA>      Good
1635 559818_010     54 NA    0                                <NA> Excellent
1636 552177_010     54 16    0                     Master's degree Excellent
1637 552812_010     54 14    1                  Associate's degree      Good
1638 551514_010     54 NA    4                                <NA>      Poor
1639 559617_020     54 16    3                     Master's degree      Good
1640 553610_010     54 12    1                 High school diploma Very Good
1641 555648_010     54 NA    2                                <NA>      Fair
1642 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1643 552964_020     54 12   NA                 High school diploma Very Good
1644 550685_010     54 16    0                     Master's degree Very Good
1645 559762_010     54 17    0                     Master's degree      Good
1646 557997_010     54 NA    0                                <NA> Very Good
1647 555777_010     54 NA    1                 High school diploma Excellent
1648 553273_010     54 16    5                     Master's degree      Good
1649 555103_010     54 14    8                  Associate's degree      Poor
1650 553273_010     54 16    5                     Master's degree      Good
1651 559600_010     54 NA    1                                <NA> Excellent
1652 555586_010     54 NA    0                                <NA>      Fair
1653 556179_010     54 12    2                 High school diploma      Fair
1654 559963_010     54 17    3                     Master's degree      Good
1655 558390_010     54 16    2                     Master's degree Very Good
1656 553765_010     54 12    8                                 GED      Fair
1657 555441_020     54 12    1                 High school diploma Very Good
1658 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1659 559793_010     54 NA    1                                <NA> Very Good
1660 559350_010     54 16    3                     Master's degree      Good
1661 555339_010     54 12    1                 High school diploma      Good
1662 556325_010     54 NA    1                                <NA>      Good
1663 559818_010     54 NA    0                                <NA> Excellent
1664 559963_010     54 16    3                     Master's degree      Fair
1665 554408_010     54 NA    2                                <NA> Very Good
1666 559806_020     54  5    0                                None      Fair
1667 555765_010     54 12    5                                 GED      Fair
1668 559990_010     54 NA    1                                <NA> Very Good
1669 556833_010     54  9    0                                None Excellent
1670 552693_010     54 16    6                  Associate's degree      Fair
1671 559190_020     54 17    0                     Master's degree      Good
1672 551048_010     54 NA    0                                <NA> Very Good
1673 558144_010     54 16    4                     Master's degree      Poor
1674 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1675 553761_010     54 15    6                   Bachelor's degree      Poor
1676 555065_010     54 NA    2                                <NA> Very Good
1677 553280_010     54  5    0                                None Very Good
1678 555166_010     54 NA    3                                <NA>      Good
1679 558953_010     54 NA    5                                <NA>      Poor
1680 551279_010     54 12    1                 High school diploma      Good
1681 558693_020     54  6    0                                None      Fair
1682 558344_010     54 NA    1                                <NA>      Good
1683 558849_010     54 14    0                   Bachelor's degree Very Good
1684 555441_010     54 12    0                                 GED      Fair
1685 556845_010     54 NA    0                                <NA>      Good
1686 550985_020     54 16    0                     Master's degree Excellent
1687 550047_010     54 12    0                 High school diploma Excellent
1688 556833_010     54  9    0                                None Excellent
1689 553890_010     54 12    0                 High school diploma Very Good
1690 556154_020     54 16    1                     Master's degree Very Good
1691 550356_010     54 11    7                                 GED      Fair
1692 555441_010     54 12    0                 High school diploma      Fair
1693 558951_020     54 16    5                   Bachelor's degree      Fair
1694 558747_010     54 16    7                     Master's degree      Fair
1695 554203_010     54 NA    0                                <NA> Very Good
1696 559963_010     54 16    3                     Master's degree      Fair
1697 559968_010     54 NA    1                                <NA>      Good
1698 552228_020     54 NA    3                                <NA>      Fair
1699 552812_020     54 16    1                     Master's degree      Good
1700 552231_020     54 NA    0                                <NA>      Fair
1701 559793_010     54 NA    1                                <NA> Very Good
1702 552949_010     54 12    5                                 GED      Fair
1703 559762_010     54 17    0                     Master's degree Very Good
1704 558927_010     54 14    1                   Bachelor's degree Excellent
1705 557484_020     54 NA    1                                <NA>      Good
1706 551514_010     54 NA    4                                <NA>      Poor
1707 557425_010     54 12    0                 High school diploma Very Good
1708 551305_010     54 12    0                 High school diploma Very Good
1709 551564_010     54 12    2                                 GED      Fair
1710 551261_010     54 15    0                  Associate's degree Very Good
1711 550822_010     54 13    1                  Associate's degree      Fair
1712 553206_010     54 14    0                  Associate's degree      Fair
1713 551514_010     54 NA    4                                <NA>      Poor
1714 552812_020     54 16    0                     Master's degree Very Good
1715 554578_020     54 13    0                     Master's degree Very Good
1716 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1717 550356_010     54 11    7                                 GED      Fair
1718 557924_010     54 14    3                   Bachelor's degree      Good
1719 558859_010     54 14    3                   Bachelor's degree Very Good
1720 557152_010     54 16    0                     Master's degree      Good
1721 557966_010     54 NA    6                                <NA>      Fair
1722 557885_020     54 12    2                 High school diploma      Fair
1723 552578_020     54 NA    0                                <NA>      Good
1724 555706_020     54 13    2                  Associate's degree      Fair
1725 550291_010     54  9    1                                None      Good
1726 551686_010     54 16    2                     Master's degree      Poor
1727 550985_020     54 16    0                     Master's degree Excellent
1728 559011_010     54 13    3                  Associate's degree      Fair
1729 556943_020     54 12    1                 High school diploma      Good
1730 555441_010     54 12    0                 High school diploma      Fair
1731 557784_010     54 13    4                  Associate's degree      Fair
1732 559990_010     54 NA    1                                <NA> Very Good
1733 550551_010     54 NA    1                                <NA> Very Good
1734 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1735 552177_010     54 16    0                     Master's degree Excellent
1736 555297_020     54 16    0                     Master's degree Excellent
1737 555706_020     54 12    2                 High school diploma      Fair
1738 552964_010     54 12   NA                 High school diploma      Good
1739 550583_010     54 14    3                   Bachelor's degree      Fair
1740 552578_010     54 NA    1                                <NA>      Good
1741 559355_010     54 NA    2                                <NA> Very Good
1742 557484_020     54 NA    1                                <NA>      Good
1743 559909_010     54 13    4                  Associate's degree      Good
1744 558446_010     54  9    3                                None      Fair
1745 552578_020     54 NA    0                                <NA>      Good
1746 555258_010     54 14    5                   Bachelor's degree      Good
1747 554961_010     54 NA    0                                <NA>      Fair
1748 559968_010     54 NA    1                                <NA>      Fair
1749 554951_010     54 13    0                  Associate's degree Very Good
1750 551878_020     54 11    3                                 GED      Good
1751 555138_010     54 15    0                     Master's degree Excellent
1752 551030_010     54 11    7                 High school diploma      Fair
1753 553771_010     54 12    6                 High school diploma      Poor
1754 559887_010     54 NA    1                                <NA>      Good
1755 554686_010     54 17    1                     Master's degree Very Good
1756 555262_020     54 17    0                     Master's degree      Good
1757 552908_010     54 13    0                     Master's degree      Good
1758 556845_010     54 NA    0                                <NA>      Good
1759 555648_010     54 NA    2                                <NA>      Fair
1760 550985_020     54 16    0                     Master's degree Excellent
1761 558344_010     54 NA    1                 High school diploma      Good
1762 553206_010     54 14    0                  Associate's degree      Fair
1763 554690_010     54 15    2                     Master's degree Very Good
1764 550583_010     54 14    3                   Bachelor's degree      Fair
1765 558087_010     54 11    3                                None      Fair
1766 557924_010     54 14    4                   Bachelor's degree      Good
1767 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
1768 559986_010     54 16    1                   Bachelor's degree Very Good
1769 552656_010     54 16    0                     Master's degree      Good
1770 558446_010     54  9    3                                None      Fair
1771 558985_010     54 13    7                   Bachelor's degree      Fair
1772 555441_010     54 12    0                 High school diploma      Fair
1773 552231_020     54 NA    0                                <NA> Very Good
1774 555697_020     54 12    6                                None      Fair
1775 551279_010     54 12    1                 High school diploma      Good
1776 559355_010     54 NA    2                                <NA> Very Good
1777 550661_010     54  7    7                                None      Poor
1778 551564_010     54 12    2                                 GED      Fair
1779 558951_020     54 16    5                   Bachelor's degree      Fair
1780 555915_020     54 12    1                 High school diploma Very Good
1781 555706_020     54 12    2                 High school diploma      Fair
1782 555103_010     54 14    8                  Associate's degree      Poor
1783 555262_020     54 17    0                     Master's degree      Good
1784 558095_010     54 NA    7                                <NA>      Fair
1785 558095_010     54 NA    7                                <NA>      Fair
1786 555294_010     53 NA    7                                <NA> Very Good
1787 551238_010     53 12    4                 High school diploma      Good
1788 556018_020     53 16    1                     Master's degree      Fair
1789 558441_010     53 NA    1                                <NA>      Fair
1790 550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
1791 556536_010     53 16    0                     Master's degree      Fair
1792 558004_010     53 12    2                 High school diploma      Good
1793 553553_010     53  9    2                 High school diploma      Good
1794 559646_010     53 16    5                  Associate's degree      Poor
1795 559601_010     53 NA    3                                <NA>      Fair
1796 551767_010     53 14    3                  Associate's degree Excellent
1797 556979_010     53 NA    0                                 GED Very Good
1798 559375_010     53 16    2                     Master's degree      Good
1799 559479_010     53 NA    8                                <NA>      Good
1800 551833_010     53 NA    4                                <NA>      Good
1801 550964_010     53 12    1                 High school diploma Very Good
1802 555460_010     53 NA    6                                <NA>      Fair
1803 558651_010     53 16    0                     Master's degree      Good
1804 553031_010     53 16    0                     Master's degree      Good
1805 558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1806 559227_010     53 12    2                 High school diploma      Poor
1807 553067_010     53 NA    0                                <NA> Very Good
1808 550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
1809 558831_010     53 NA    1                                <NA>      Fair
1810 552828_010     53 16    0                     Master's degree      Good
1811 556859_010     53 NA    2                                <NA> Very Good
1812 553294_010     53 NA    2                                <NA> Excellent
1813 558391_020     53 12    0                 High school diploma      Good
1814 556558_010     53 NA    0                                <NA> Very Good
1815 551557_010     53 13    1                  Associate's degree      Good
1816 557061_010     53 13    1                  Associate's degree      Good
1817 559839_010     53 13    0                  Associate's degree      Fair
1818 552110_010     53 NA    0                                <NA>      Poor
1819 558748_010     53 NA    7                                <NA>      Fair
1820 555301_010     53 NA    1                                <NA>      Good
1821 554076_010     53 14    0                   Bachelor's degree Very Good
1822 557914_010     53 12    0                 High school diploma Very Good
1823 559484_020     53 12    1                 High school diploma Very Good
1824 555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1825 554628_010     53 NA    4                                <NA>      Good
1826 558290_010     53 14    0                     Master's degree      Good
1827 556233_010     53 16    1                     Master's degree Excellent
1828 550832_020     53 NA    2                                <NA>      Fair
1829 559839_010     53 12    0                  Associate's degree      Good
1830 552949_010     53 14    5                  Associate's degree      Fair
1831 556793_010     53 11    4                                None      Fair
1832 550753_020     53 15    0                   Bachelor's degree      Good
1833 550832_020     53 NA    2                                <NA>      Fair
1834 552103_010     53 10    1                                None      Fair
1835 556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
1836 555822_010     53 NA    1                                <NA>      Fair
1837 551803_010     53 NA    1                                <NA> Very Good
1838 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1839 551222_010     53 NA    0                                <NA>      Good
1840 551991_010     53 12    4                                 GED      Good
1841 555249_010     53 NA    1                                <NA>      Fair
1842 552734_010     53  9    5                                None      Good
1843 558391_020     53 12    0                 High school diploma      Good
1844 554655_010     53 12    8                 High school diploma      Fair
1845 557020_020     53 16    0                     Master's degree Very Good
1846 557061_010     53 13    1                  Associate's degree      Good
1847 556260_010     53 14    0                   Bachelor's degree      Good
1848 558938_010     53 15    3                   Bachelor's degree Very Good
1849 555877_010     53 16    6                  Associate's degree      Poor
1850 557775_010     53 16    3                     Master's degree Very Good
1851 555405_020     53 12    2                 High school diploma Excellent
1852 550661_010     53  7    7                                None      Poor
1853 554953_010     53  6    0                                None Excellent
1854 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1855 556943_020     53 12    1                 High school diploma      Good
1856 557721_020     53 14    0                  Associate's degree Very Good
1857 555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1858 559839_010     53 16    0                     Master's degree Very Good
1859 558001_010     53 11    1                                 GED Very Good
1860 559002_010     53 17    7                     Master's degree      Good
1861 559283_010     53 NA    0                                <NA>      Good
1862 557141_010     53  9    0                 High school diploma      Fair
1863 550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
1864 559928_010     53 11    0                                 GED      Good
1865 554655_010     53 12    8                 High school diploma      Fair
1866 552184_010     53 NA    0                                <NA>      Fair
1867 551833_010     53 NA    4                                <NA>      Good
1868 555294_010     53 NA    7                                <NA> Very Good
1869 558441_010     53 NA    1                                <NA>      Fair
1870 556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
1871 556437_020     53 NA    7                                <NA>      Fair
1872 556050_010     53 14    1                  Associate's degree Very Good
1873 555351_010     53 14    1                  Associate's degree Excellent
1874 553574_010     53 16    0                     Master's degree      Good
1875 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1876 559707_010     53 NA    4                                <NA>      Good
1877 550239_010     53 11    3                 High school diploma      Good
1878 556300_020     53 NA    0                                <NA> Very Good
1879 556717_020     53 NA    0                                <NA>      Good
1880 555405_010     53 12    2                 High school diploma Excellent
1881 550882_010     53 11    1                                None      Fair
1882 555464_010     53 12    0                 High school diploma Very Good
1883 556979_010     53 NA    0                                 GED Very Good
1884 551928_010     53 12    5                                 GED      Fair
1885 557811_020     53 14    0                   Bachelor's degree Very Good
1886 556793_010     53 11    4                                None      Fair
1887 557967_020     53 16    0                     Master's degree Excellent
1888 555476_010     53 16    1                     Master's degree Very Good
1889 555156_020     53 16    5                     Master's degree      Fair
1890 550614_010     53 12    4                 High school diploma      Fair
1891 558198_010     53 NA    8                 High school diploma      Fair
1892 557721_020     53 14    0                  Associate's degree Very Good
1893 553294_010     53 NA    4                                <NA> Very Good
1894 553280_010     53  5    0                                None Very Good
1895 551975_010     53 NA    0                                <NA>      Good
1896 559839_010     53 13    0                  Associate's degree      Fair
1897 551222_010     53 NA    0                                <NA>      Good
1898 557141_010     53  9    0                 High school diploma      Fair
1899 552753_010     53 15    0                  Associate's degree Very Good
1900 554687_010     53 NA    0                                <NA> Very Good
1901 558366_020     53 15    2                  Associate's degree      Good
1902 553067_010     53 NA    0                                <NA> Very Good
1903 558703_010     53 NA    1                                <NA>      Fair
1904 550418_010     53 NA    0                                <NA> Excellent
1905 555156_020     53 16    4                     Master's degree      Fair
1906 552734_010     53  9    5                                None      Good
1907 554427_010     53 16    2                     Master's degree      Good
1908 558366_020     53 16    2                     Master's degree      Good
1909 557883_010     53 NA    0                                <NA>      Good
1910 559315_010     53 14    3                  Associate's degree      Fair
1911 559928_010     53 11    0                                 GED      Good
1912 550155_010     53 12    1                                 GED Very Good
1913 551923_010     53 16    1                     Master's degree Very Good
1914 550418_010     53 NA    0                                <NA> Excellent
1915 550683_010     53 12    2                                None      Good
1916 554213_010     53 16    0                     Master's degree      Good
1917 555460_010     53 NA    6                                <NA>      Fair
1918 557557_010     53 14    2                   Bachelor's degree      Good
1919 556135_010     53 12    1                 High school diploma      Fair
1920 555405_010     53 12    2                 High school diploma Excellent
1921 556536_010     53 16    0                     Master's degree      Fair
1922 559484_020     53 14    1                  Associate's degree Very Good
1923 556758_010     53 12    0                                 GED Very Good
1924 550038_010     53 12    2                 High school diploma      Fair
1925 556018_020     53 16    1                     Master's degree      Fair
1926 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1927 559616_010     53  9    0                                None      Fair
1928 559283_010     53 NA    0                                <NA>      Good
1929 555844_010     53 11    1                                None      Fair
1930 550962_010     53 14    1                  Associate's degree      Fair
1931 551686_020     53 16    1                     Master's degree Very Good
1932 557551_010     53 NA    0                                <NA>      Fair
1933 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
1934 555844_010     53 11    1                                None      Fair
1935 558441_010     53 NA    1                                <NA>      Fair
1936 559839_010     53 16    0                     Master's degree      Good
1937 554398_010     53  6    0                                None      Good
1938 559023_010     53 NA    3                                <NA>      Fair
1939 558694_020     53 16    3                     Master's degree Very Good
1940 551803_010     53 NA    1                                <NA> Very Good
1941 553920_010     53 NA    1                                <NA>      Good
1942 557061_010     53 13    1                  Associate's degree      Good
1943 559321_010     53 NA    6                                <NA>      Fair
1944 552963_010     53 12    5                 High school diploma      Good
1945 559479_010     53 NA    8                                <NA>      Good
1946 553351_010     53 12    4                 High school diploma      Good
1947 552753_010     53 15    0                  Associate's degree Very Good
1948 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1949 559315_010     53 14    3                  Associate's degree      Fair
1950 559023_010     53 NA    3                                <NA>      Fair
1951 558668_010     53 NA    8                                <NA>      Fair
1952 559839_010     53 17    0                     Master's degree Very Good
1953 557141_010     53  9    0                 High school diploma      Fair
1954 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1955 551238_010     53 14    4                  Associate's degree      Good
1956 559387_010     53 11    1                                 GED      Good
1957 557721_020     53 14    0                  Associate's degree Very Good
1958 556477_010     53 NA    5                                None      Poor
1959 557721_020     53 14    0                  Associate's degree Very Good
1960 557407_010     53 13    4                  Associate's degree      Poor
1961 553424_010     53 NA    3                                <NA>      Good
1962 558004_010     53 12    2                 High school diploma      Good
1963 557775_010     53 16    3                     Master's degree Very Good
1964 554628_010     53 NA    4                                <NA>      Good
1965 551767_010     53 14    3                  Associate's degree Excellent
1966 557721_020     53 14    0                  Associate's degree Very Good
1967 557721_010     53 14    0                  Associate's degree Excellent
1968 555050_010     53 14    0                   Bachelor's degree      Good
1969 550845_010     53 16    5                     Master's degree      Good
1970 550418_010     53 NA    0                                <NA> Excellent
1971 552776_010     53 12    4                 High school diploma      Good
1972 551207_010     53 12    6                                 GED      Good
1973 559283_010     53 NA    0                                <NA>      Good
1974 558693_020     53  6    0                                None      Fair
1975 559921_010     53 16    2                  Associate's degree      Poor
1976 551833_010     53 NA    4                                <NA>      Good
1977 550962_010     53 14    1                  Associate's degree      Fair
1978 555351_010     53 14    1                  Associate's degree Excellent
1979 553424_010     53 NA    3                                <NA>      Good
1980 550964_010     53 12    1                 High school diploma Very Good
1981 551031_010     53 NA    0                                <NA> Very Good
1982 554655_010     53 12    8                 High school diploma      Fair
1983 551686_020     53 15    0                  Associate's degree Very Good
1984 558938_010     53 15    3                   Bachelor's degree Very Good
1985 557647_010     53 12    2                 High school diploma      Poor
1986 558703_010     53 NA    1                                <NA>      Poor
1987 550100_010     53 12    1                                None Very Good
1988 556717_020     53 NA    0                                <NA>      Good
1989 553998_010     53 13    0                  Associate's degree      Poor
1990 559023_010     53 NA    3                                <NA>      Fair
1991 551223_010     53 NA    0                                <NA> Excellent
1992 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1993 557102_010     53 12    2                                 GED      Good
1994 558216_010     53 13    2                   Bachelor's degree      Good
1995 556350_010     53  9    5                                None      Fair
1996 555050_010     53 14    0                   Bachelor's degree      Good
1997 559722_010     53 NA    1                                <NA>      Fair
1998 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1999 556758_010     53 12    0                                 GED Very Good
2000 558398_010     53 NA    2                                <NA> Very Good
2001 557557_010     53 14    2                   Bachelor's degree      Good
2002 554687_010     53 NA    0                                <NA> Very Good
2003 559646_010     53 14    5                  Associate's degree      Poor
2004 557721_010     53 14    0                  Associate's degree Excellent
2005 555294_010     53 NA    7                                <NA> Very Good
2006 556985_010     53 15    0                  Associate's degree Very Good
2007 556758_010     53 12    0                                 GED Very Good
2008 551651_010     53 12    0                 High school diploma Very Good
2009 559023_010     53 NA    3                                <NA>      Fair
2010 552110_010     53 NA    0                                <NA>      Poor
2011 550237_010     53 16    1                     Master's degree      Fair
2012 554953_010     53  6    0                                None Excellent
2013 550747_010     53 13    5                  Associate's degree      Poor
2014 556536_010     53 16    0                     Master's degree      Fair
2015 559315_010     53 14    3                  Associate's degree      Fair
2016 558441_010     53 NA    1                                <NA>      Fair
2017 550401_010     53 15    0                   Bachelor's degree      Good
2018 550904_010     53 17    3                     Master's degree Very Good
2019 559283_020     53 NA    0                                <NA>      Good
2020 557932_020     53 15    1                  Associate's degree      Good
2021 557775_010     53 16    3                     Master's degree Very Good
2022 555460_010     53 NA    6                                <NA>      Fair
2023 550962_010     53 14    1                  Associate's degree      Fair
2024 551238_010     53 14    4                  Associate's degree      Good
2025 558001_010     53 11    1                                 GED Very Good
2026 555217_010     53 16    4                     Master's degree      Poor
2027 551557_010     53 13    1                  Associate's degree      Good
2028 551223_010     53 NA    0                                <NA> Excellent
2029 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2030 552188_010     53 16    0                     Master's degree Very Good
2031 556758_010     53 12    0                                 GED Very Good
2032 558271_020     53 16    0                     Master's degree Very Good
2033 551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
2034 555022_010     52 17    0                     Master's degree      Fair
2035 556900_010     52 13    2                  Associate's degree      Poor
2036 559820_010     52 17    0                     Master's degree      Good
2037 553847_010     52 NA    0                                <NA>      Good
2038 551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2039 555467_010     52 NA    2                                <NA>      Fair
2040 551597_020     52 NA    6                                <NA>      Good
2041 557152_020     52 17    0                     Master's degree Very Good
2042 552941_010     52 12    7                 High school diploma      Good
2043 555209_010     52 NA    0                                 GED      Good
2044 553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2045 558175_010     52 NA    0                                <NA> Very Good
2046 551944_020     52 NA    2                                <NA>      Good
2047 559885_010     52 14    3                  Associate's degree Very Good
2048 555918_010     52 12    1                 High school diploma      Fair
2049 556114_010     52 15    0                   Bachelor's degree      Good
2050 551238_020     52 14    4                  Associate's degree      Good
2051 556390_010     52 15    0                  Associate's degree      Good
2052 550347_020     52 NA    5                                <NA>      Good
2053 556836_010     52 10    4                                 GED      Poor
2054 550962_020     52 12    1                 High school diploma      Fair
2055 550543_010     52 15    0                  Associate's degree      Good
2056 556951_010     52 NA    2                                <NA> Excellent
2057 557031_010     52 14    1                  Associate's degree      Good
2058 550186_010     52 16    2                     Master's degree Very Good
2059 554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2060 551892_010     52 17    3                     Master's degree      Good
2061 556936_020     52 16    1                     Master's degree Very Good
2062 554864_020     52 NA    1                                <NA>      Good
2063 553060_020     52 15    1                  Associate's degree      Good
2064 550186_010     52 16    2                     Master's degree Very Good
2065 558917_010     52 NA    0                                <NA>      Poor
2066 557785_020     52 17    3                     Master's degree      Good
2067 557031_010     52 14    1                  Associate's degree      Good
2068 555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2069 550173_010     52 14    1                  Associate's degree      Good
2070 559235_020     52 NA    0                                <NA>      Good
2071 550962_020     52 12    1                 High school diploma      Fair
2072 555515_010     52  9    1                                 GED      Fair
2073 554149_010     52 NA    1                                <NA>      Fair
2074 551944_020     52 NA    2                                <NA>      Good
2075 558917_010     52 NA    0                                <NA>      Poor
2076 553393_010     52 12    5                 High school diploma Very Good
2077 554819_010     52 16    3                  Associate's degree      Good
2078 556018_010     52 16    0                     Master's degree Very Good
2079 556865_010     52 16    0                     Master's degree Very Good
2080 551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2081 558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2082 554847_010     52 NA    2                                <NA>      Good
2083 555262_010     52 16    1                     Master's degree Excellent
2084 557407_010     52 13    4                  Associate's degree      Poor
2085 553951_020     52 16    2                     Master's degree      Good
2086 557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
2087 554117_020     52 16    2                     Master's degree Very Good
2088 553262_010     52 12    5                 High school diploma      Good
2089 558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2090 555241_010     52 12    7                 High school diploma      Fair
2091 558841_010     52 16    0                     Master's degree      Good
2092 556431_020     52 NA    0                                <NA>      Good
2093 551461_020     52 NA    1                 High school diploma Very Good
2094 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
2095 556483_010     52 16    1                     Master's degree Excellent
2096 552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2097 559373_010     52 NA    5                                <NA>      Fair
2098 553852_010     52 12    0                 High school diploma      Good
2099 552681_010     52 12    0                 High school diploma Very Good
2100 555209_010     52 NA    0                                 GED      Good
2101 559820_010     52 17    0                     Master's degree      Good
2102 552681_010     52 12    0                 High school diploma Excellent
2103 557118_010     52 12    2                 High school diploma      Good
2104 550683_010     52 12    2                                None      <NA>
2105 554864_020     52 NA    1                                <NA>      Good
2106 553114_010     52 NA    3                                <NA>      Good
2107 552179_010     52 NA    7                                <NA>      Good
2108 559842_010     52 14    1                  Associate's degree      Fair
2109 552510_010     52 12    0                 High school diploma Excellent
2110 553319_010     52 NA    0                                <NA>      Good
2111 556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2112 557924_020     52 16    6                     Master's degree Excellent
2113 551944_020     52 NA    2                                <NA>      Good
2114 550295_010     52  6    2                                None      Fair
2115 552231_010     52 NA    0                                <NA>      Good
2116 556390_010     52 15    0                  Associate's degree      Good
2117 550683_010     52 12    2                                None      <NA>
2118 558175_010     52 NA    0                                <NA> Very Good
2119 550637_020     52 NA    0                                <NA> Excellent
2120 555151_010     52 17    2                     Master's degree      Fair
2121 552840_010     52 NA    7                                <NA>      Fair
2122 557924_020     52 16    7                     Master's degree Excellent
2123 552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2124 550964_010     52 12    1                 High school diploma Very Good
2125 556939_010     52 NA    3                                <NA>      Poor
2126 551263_020     52 16    0                     Master's degree Very Good
2127 551263_020     52 16    0                     Master's degree Very Good
2128 556241_010     52 13    2                  Associate's degree Very Good
2129 554280_010     52 NA    0                                <NA>      Good
2130 551253_010     52 16    2                     Master's degree      Good
2131 553030_010     52 12    1                 High school diploma      Fair
2132 558922_010     52 15    1                     Master's degree      Poor
2133 556300_010     52 NA    0                                <NA> Very Good
2134 554652_010     52 12    0                                 GED Very Good
2135 559235_010     52 NA    0                                <NA>      Fair
2136 553641_010     52 12    1                 High school diploma      Good
2137 555663_020     52 12    0                 High school diploma Very Good
2138 559235_010     52 NA    0                                <NA>      Fair
2139 557882_010     52  9    0                 High school diploma      Good
2140 556993_010     52 16    3                     Master's degree Very Good
2141 557882_010     52  9    0                 High school diploma      Good
2142 554847_010     52 NA    2                                <NA>      Good
2143 552822_020     52 14    1                  Associate's degree      Fair
2144 553627_010     52 NA    2                                <NA>      Fair
2145 558290_020     52 14    0                     Master's degree Excellent
2146 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
2147 557630_010     52  6    0                                None Very Good
2148 559103_010     52 17    4                     Master's degree Excellent
2149 550962_020     52 12    1                 High school diploma      Fair
2150 558679_020     52 NA    0                                <NA> Excellent
2151 553951_020     52 14   NA                 High school diploma      Good
2152 559722_010     52 NA    1                                <NA>      Fair
2153 557785_010     52 14    3                   Bachelor's degree      Good
2154 553670_010     52 NA    0                                <NA>      Good
2155 557097_010     52 NA    6                                <NA>      Fair
2156 558693_010     52  6    0                                None      Fair
2157 558797_010     52 NA    0                                <NA>      Fair
2158 550889_010     52 NA    8                                <NA>      Poor
2159 552822_010     52 13    1                  Associate's degree      Fair
2160 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
2161 553114_020     52 NA    0                                <NA>      Good
2162 553393_010     52 12    7                 High school diploma Very Good
2163 557484_020     52 NA    1                                <NA>      Good
2164 550320_010     52 16    0                     Master's degree Very Good
2165 552028_020     52 17    5                     Master's degree Very Good
2166 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2167 557615_010     52 NA    0                                <NA> Very Good
2168 550554_010     52 NA    1                                <NA>      Good
2169 557882_010     52  9    0                 High school diploma      Good
2170 552646_010     52 14    1                  Associate's degree      Fair
2171 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
2172 559270_010     52 NA    0                                <NA> Very Good
2173 555209_010     52 NA    0                 High school diploma      Good
2174 557152_020     52 17    0                     Master's degree      Good
2175 551944_020     52 NA    2                                <NA>      Good
2176 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
2177 557882_010     52  9    0                 High school diploma      Good
2178 552692_010     52 NA    0                                <NA> Very Good
2179 551126_010     52 12    0                 High school diploma Excellent
2180 556276_020     52 NA    1                                <NA>      Good
2181 552028_020     52 17    6                     Master's degree Very Good
2182 553060_020     52 14    3                  Associate's degree      Good
2183 557858_010     52 NA    7                                 GED      Poor
2184 555515_010     52 12    1                                 GED      Fair
2185 552840_010     52 NA    7                                <NA>      Fair
2186 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2187 551746_010     52 10    1                                None      Good
2188 555241_010     52 12    7                 High school diploma      Fair
2189 557882_010     52  9    0                 High school diploma      Good
2190 557219_010     52 NA    0                                <NA> Excellent
2191 550554_010     52 NA    1                                <NA>      Good
2192 550873_010     52 12    3                 High school diploma      Good
2193 556545_010     52 14    0                   Bachelor's degree      Good
2194 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
2195 558268_010     52 NA    0                                <NA> Excellent
2196 558693_010     52  6    0                                None      Fair
2197 550063_010     52 16    2                     Master's degree Very Good
2198 557842_010     52 12    1                                None      Good
2199 558991_010     52 17    4                  Associate's degree      Fair
2200 559484_020     52 14    1                  Associate's degree Very Good
2201 552745_010     52 14    1                  Associate's degree      Good
2202 557785_020     52 14    3                   Bachelor's degree      Good
2203 559786_020     52  9    1                                None      Poor
2204 553393_010     52 12    5                 High school diploma Very Good
2205 556545_010     52 14    0                   Bachelor's degree      Good
2206 553393_010     52 12    5                 High school diploma Very Good
2207 550295_010     52  6    3                                None      Fair
2208 556114_010     52 16    0                     Master's degree Very Good
2209 555245_010     52 12    1                 High school diploma      Good
2210 553262_010     52 12    5                 High school diploma      Good
2211 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2212 557063_020     52 12    7                 High school diploma      Fair
2213 557842_010     52 14    1                  Associate's degree      Good
2214 555653_010     52 NA    0                                <NA> Excellent
2215 550295_010     52  6    2                                None      Fair
2216 556402_010     52 13    1                  Associate's degree Very Good
2217 558739_010     52 17    1                     Master's degree      Good
2218 559270_010     52 NA    0                   Bachelor's degree Very Good
2219 552302_010     52 NA    6                                <NA>      Fair
2220 556976_010     52 14    0                   Bachelor's degree      Good
2221 556390_010     52 15    0                  Associate's degree      Good
2222 553139_020     52 17    2                     Master's degree Excellent
2223 556456_010     52 14    1                   Bachelor's degree Excellent
2224 556431_020     52 NA    0                                <NA>      Good
2225 552646_010     52 14    1                  Associate's degree      Fair
2226 557063_020     52 12    7                 High school diploma      Fair
2227 555022_010     52 17    0                     Master's degree      Fair
2228 553641_010     52 12    1                 High school diploma      Good
2229 553241_010     52 16    1                     Master's degree      <NA>
2230 551597_020     52 NA    6                                <NA>      Good
2231 556205_010     52 NA    4                                <NA> Very Good
2232 556205_010     52 NA    4                                <NA> Very Good
2233 551762_010     52 12    2                 High school diploma      Good
2234 554280_010     52 NA    0                                <NA>      Good
2235 553030_010     52 12    1                 High school diploma      Fair
2236 554864_010     52 NA    0                                <NA> Excellent
2237 559492_020     52 NA    2                                <NA>      Fair
2238 554603_010     52 15    8                  Associate's degree Excellent
2239 556276_020     52 NA    1                                <NA>      Good
2240 550637_020     52 NA    0                                <NA> Excellent
2241 559842_010     52 14    1                  Associate's degree      Fair
2242 553262_010     52 12    5                 High school diploma      Good
2243 554864_020     52 NA    1                                <NA>      Good
2244 550270_010     52 12    6                 High school diploma      Fair
2245 558321_010     52 16    2                     Master's degree Very Good
2246 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2247 551461_020     52 NA    1                 High school diploma Very Good
2248 557476_010     52 15    1                  Associate's degree      Good
2249 553670_010     52 NA    0                                <NA>      Good
2250 558748_010     52 NA    7                                <NA>      Fair
2251 552745_020     52 16    0                     Master's degree      Good
2252 555710_010     52 NA    0                                <NA>      Good
2253 559220_010     52 13    2                  Associate's degree Excellent
2254 552179_010     52 NA    7                                <NA>      Good
2255 554117_020     52 16    2                     Master's degree Excellent
2256 556402_010     52 13    1                  Associate's degree Very Good
2257 550315_010     52 16    0                     Master's degree Very Good
2258 555262_010     52 16    1                     Master's degree Excellent
2259 551892_010     52 17    3                     Master's degree      Good
2260 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2261 550637_020     52 NA    0                                <NA> Excellent
2262 550315_010     52 16    0                     Master's degree Very Good
2263 558739_020     52 17    1                     Master's degree      Good
2264 556018_010     52 16    0                     Master's degree Very Good
2265 559093_010     51 13    2                  Associate's degree      Fair
2266 551108_020     51 13    4                     Master's degree      Good
2267 558128_010     51 NA    0                                <NA> Very Good
2268 557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
2269 557375_010     51  6    1                                None      Fair
2270 555215_020     51 NA    0                                <NA>      Good
2271 554341_010     51 14    2                  Associate's degree Very Good
2272 557413_010     51 17    4                     Master's degree      Fair
2273 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
2274 556779_020     51 14    2                   Bachelor's degree      Good
2275 558532_010     51 NA    1                                <NA> Very Good
2276 553646_020     51 NA    0                                <NA> Very Good
2277 553341_010     51 NA    1                                <NA>      Fair
2278 551468_010     51 16    2                     Master's degree      Good
2279 552681_020     51 12    2                 High school diploma      Fair
2280 551944_010     51 NA    0                                <NA>      Good
2281 557225_010     51 NA    7                                <NA>      Poor
2282 552554_010     51 16    0                     Master's degree Very Good
2283 554913_010     51 NA    3                                <NA>      Fair
2284 558560_010     51 NA    1                                <NA>      Good
2285 553646_020     51 NA    0                                <NA> Very Good
2286 555146_010     51 17    0                     Master's degree Excellent
2287 554301_010     51 14    1                   Bachelor's degree Excellent
2288 552079_010     51 12    5                 High school diploma      Good
2289 558252_010     51 10    7                                None      Fair
2290 558410_010     51 NA    1                                <NA> Very Good
2291 553646_010     51 NA    0                                <NA> Very Good
2292 551108_010     51 14    7                     Master's degree      Good
2293 559819_010     51  6    6                                None      Fair
2294 552613_010     51 14    1                  Associate's degree      Good
2295 550902_010     51 12    7                 High school diploma      Good
2296 553341_010     51 NA    1                                <NA>      Fair
2297 553118_020     51 NA    0                                <NA>      Poor
2298 555653_010     51 NA    0                                <NA> Excellent
2299 552104_020     51 16    4                   Bachelor's degree      Poor
2300 550156_020     51 11    0                                None      Good
2301 551944_010     51 NA    0                                <NA> Very Good
2302 557375_010     51  6    1                                None      Fair
2303 555952_020     51 11    5                 High school diploma      Good
2304 555797_010     51 NA    1                                <NA> Excellent
2305 557225_010     51 NA    7                                <NA>      Poor
2306 555037_010     51 NA    2                                <NA> Very Good
2307 556424_010     51 12    1                 High school diploma      Good
2308 559353_010     51 12    0                 High school diploma      Good
2309 557965_010     51 16    1                     Master's degree      Good
2310 559379_010     51 NA    1                                <NA>      Good
2311 554604_020     51 NA    0                                <NA> Very Good
2312 556983_020     51 NA    0                                <NA> Excellent
2313 550688_010     51 12    7                 High school diploma      Fair
2314 557480_010     51  0    0                                None      Fair
2315 553914_020     51 NA    0                                <NA>      Good
2316 559431_020     51 17    1                     Master's degree Very Good
2317 553994_020     51  8    8                                None      Poor
2318 555797_010     51 NA    1                                <NA> Excellent
2319 558252_010     51 10    7                                 GED      Fair
2320 558252_010     51 10    7                                 GED      Fair
2321 558897_010     51 12    4                 High school diploma      Fair
2322 559269_020     51 16    6                   Bachelor's degree      Fair
2323 557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2324 550156_010     51 12    0                                None      Good
2325 552025_010     51 16    0                     Master's degree      Fair
2326 553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2327 555004_010     51 10    8                                None      Poor
2328 556431_010     51 NA    0                                <NA>      Fair
2329 559698_010     51 NA    0                                <NA> Very Good
2330 554161_010     51 14    0                  Associate's degree Excellent
2331 557424_010     51 14    1                   Bachelor's degree      Good
2332 552025_010     51 16    0                     Master's degree      Fair
2333 557461_020     51 16    3                     Master's degree      Good
2334 557529_010     51 NA    1                                <NA>      Good
2335 552079_010     51 12    5                 High school diploma      Good
2336 558532_010     51 NA    1                                <NA> Very Good
2337 554877_010     51 16    2                     Master's degree      Good
2338 554073_010     51 16    0                     Master's degree Very Good
2339 559353_010     51 12    0                 High school diploma      Good
2340 553139_020     51 16    1                     Master's degree Excellent
2341 559234_010     51 NA    0                                <NA>      Good
2342 553646_010     51 NA    0                                <NA> Very Good
2343 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2344 555215_010     51 NA    0                                <NA>      Good
2345 555439_010     51 NA    0                                <NA>      Good
2346 555037_010     51 NA    2                                <NA> Very Good
2347 557140_010     51 NA    4                                <NA> Very Good
2348 552681_020     51 12    0                 High school diploma      Good
2349 558157_010     51 NA    0                                <NA>      Good
2350 551735_020     51 16    1                     Master's degree      Fair
2351 550514_020     51 12    2                 High school diploma      Fair
2352 559283_020     51 NA    0                                <NA>      Good
2353 557036_010     51 NA    5                                <NA>      Fair
2354 557699_010     51 12    3                 High school diploma      Fair
2355 550745_010     51 NA    1                                <NA>      Good
2356 554471_010     51 16    4                     Master's degree      Fair
2357 558532_010     51 NA    1                                <NA> Very Good
2358 552911_010     51 13    4                  Associate's degree Very Good
2359 557411_020     51 16    3                     Master's degree      Poor
2360 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2361 554604_010     51 NA    2                                <NA> Very Good
2362 554604_020     51 NA    1                                <NA> Very Good
2363 558103_010     51 14    1                  Associate's degree      Poor
2364 555911_010     51 14    5                   Bachelor's degree      Fair
2365 559698_010     51 NA    0                                <NA> Very Good
2366 555215_020     51 NA    0                                <NA>      Good
2367 555952_010     51 14    5                   Bachelor's degree      Good
2368 555797_010     51 NA    1                                <NA> Excellent
2369 555215_010     51 NA    0                                <NA>      Good
2370 553327_010     51 12    5                 High school diploma      Good
2371 557792_010     51 16    3                     Master's degree      Good
2372 551957_010     51 16    0                     Master's degree Very Good
2373 558410_010     51 NA    1                                <NA> Very Good
2374 551975_020     51 NA    0                                <NA> Very Good
2375 552613_010     51 13    1                  Associate's degree      Good
2376 550156_020     51 12    5                                None      Good
2377 552837_010     51 13    0                  Associate's degree Excellent
2378 558103_010     51 14    1                  Associate's degree      Poor
2379 557842_020     51  8    2                                None      Good
2380 558897_010     51 12    4                 High school diploma      Fair
2381 558532_010     51 NA    1                                <NA> Very Good
2382 558413_020     51 NA    0                                <NA> Very Good
2383 551957_020     51 16    1                     Master's degree      Good
2384 556240_020     51 12    3                 High school diploma      Good
2385 556126_010     51 NA    3                                <NA> Very Good
2386 555911_010     51 14    5                   Bachelor's degree      Fair
2387 557461_020     51 16    3                     Master's degree      Good
2388 556654_010     51 14    1                   Bachelor's degree Very Good
2389 552025_010     51 16    2                     Master's degree      Fair
2390 555311_010     51 NA    2                                <NA> Excellent
2391 553327_010     51 12    5                 High school diploma      Good
2392 556411_010     51 NA    2                                <NA>      Good
2393 550317_010     51 13    0                  Associate's degree Very Good
2394 559579_020     51 17    1                     Master's degree Very Good
2395 556857_010     51 12    2                 High school diploma Very Good
2396 552906_010     51 12    2                 High school diploma      Good
2397 551957_020     51 16    1                     Master's degree      Good
2398 553167_020     51 NA    3                                <NA>      Poor
2399 554899_010     51 14    2                  Associate's degree      Fair
2400 554494_020     51 12    1                 High school diploma      Poor
2401 553994_020     51  5    8                                None      Poor
2402 556779_020     51 13    0                   Bachelor's degree      Good
2403 551737_020     51 16    1                   Bachelor's degree Excellent
2404 555653_020     51 NA    0                                <NA> Very Good
2405 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2406 559593_010     51 16    0                  Associate's degree      Fair
2407 552019_010     51 NA    0                                <NA> Very Good
2408 556431_010     51 NA    0                                <NA>      Fair
2409 551108_020     51 14    5                     Master's degree      Good
2410 555071_010     51 12    3                                 GED      Good
2411 551735_010     51 16    1                     Master's degree      Good
2412 559272_010     51 13    0                  Associate's degree      Good
2413 555037_010     51 NA    2                                <NA> Very Good
2414 557375_010     51  6    1                                None      Fair
2415 557699_010     51 12    3                 High school diploma      Fair
2416 551116_010     51 NA    1                                <NA> Very Good
2417 558128_010     51 NA    0                                <NA> Very Good
2418 559269_020     51 12    6                 High school diploma      Fair
2419 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
2420 558175_020     51 NA    0                                <NA> Very Good
2421 557791_010     51 16    3                     Master's degree      Fair
2422 550041_020     51 NA    0                                <NA> Very Good
2423 550041_010     51 NA    5                                <NA> Very Good
2424 555439_010     51 NA    0                                <NA>      Good
2425 553994_010     51  9    8                                None      Poor
2426 552104_010     51 NA    6                                 GED      Poor
2427 555087_010     51 12    1                 High school diploma      Good
2428 557977_020     51  9    0                 High school diploma Excellent
2429 550745_010     51 NA    1                                <NA>      Good
2430 552808_010     51 NA    2                                <NA>      Good
2431 555736_010     51 14    0                   Bachelor's degree Excellent
2432 550100_020     51 10    2                                None      Fair
2433 553765_020     51 14    6                  Associate's degree      Fair
2434 552681_020     51 12    2                 High school diploma Very Good
2435 552911_010     51 13    4                  Associate's degree Very Good
2436 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2437 554601_010     51  6    2                                None      Poor
2438 554604_010     51 NA    1                                <NA> Very Good
2439 555635_010     51 NA    0                                <NA>      Good
2440 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2441 559353_010     51 12    0                 High school diploma      Good
2442 557413_010     51 17    4                     Master's degree      Fair
2443 558143_020     50 16    1                     Master's degree Excellent
2444 555511_010     50 NA    2                                <NA>      Poor
2445 552306_020     50 NA    0                                <NA>      Fair
2446 554387_020     50 NA    0                                <NA> Very Good
2447 556766_010     50 NA    1                                <NA> Very Good
2448 551143_020     50 10    8                                 GED      Fair
2449 551878_020     50 11    2                                 GED Very Good
2450 551991_020     50 12    2                                 GED      Good
2451 559734_020     50 NA    0                                <NA> Excellent
2452 555064_020     50 11    1                                None      Fair
2453 554345_010     50 NA    0                                <NA> Excellent
2454 552346_010     50 12    0                 High school diploma Very Good
2455 552722_020     50 NA    0                                <NA>      Fair
2456 551803_020     50 NA    0                                <NA> Very Good
2457 557052_010     50 16    1                     Master's degree Very Good
2458 555071_010     50 12    4                                 GED      Good
2459 559898_020     50 12    0                 High school diploma      Good
2460 556131_010     50 13    2                  Associate's degree      Good
2461 550299_020     50 NA    0                                <NA>      Good
2462 556090_010     50 12    0                 High school diploma Very Good
2463 552346_010     50 12    0                 High school diploma Very Good
2464 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2465 559734_020     50 NA    0                                <NA> Very Good
2466 554852_010     50 NA    1                                <NA>      Good
2467 558187_020     50  9    2                                 GED      Poor
2468 558511_010     50 NA    2                                <NA> Excellent
2469 556760_010     50 NA    0                                <NA> Excellent
2470 553446_010     50 NA    4                                <NA>      Fair
2471 559691_010     50 12    1                 High school diploma      Good
2472 556796_010     50 12    0                 High school diploma Excellent
2473 555506_010     50 NA    6                                <NA>      Poor
2474 556495_020     50 NA    2                                <NA> Very Good
2475 556634_010     50 NA    4                                <NA>      Good
2476 557461_020     50 17    3                     Master's degree      Good
2477 559691_010     50 14    1                  Associate's degree      Good
2478 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2479 552104_010     50 NA    6                                 GED      Poor
2480 550410_010     50 NA    0                                <NA> Very Good
2481 552306_020     50 NA    1                                <NA>      Fair
2482 559029_020     50 16    0                     Master's degree      Good
2483 556495_020     50 NA    3                                <NA> Very Good
2484 557461_020     50 17    3                     Master's degree      Good
2485 553503_020     50 12    4                                None      Poor
2486 556495_020     50 NA    3                                <NA> Very Good
2487 553846_010     50 NA    7                                <NA>      Fair
2488 558143_020     50 16    1                     Master's degree Excellent
2489 554550_010     50 NA   NA                                <NA>      Poor
2490 553446_010     50 NA    4                                <NA>      Fair
2491 552306_020     50 NA    1                                <NA>      Fair
2492 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
2493 553118_020     50 NA    0                                <NA>      Poor
2494 551335_020     50 12    0                 High school diploma      Good
2495 553884_010     50 NA    5                                <NA>      Good
2496 553114_020     50 NA    0                                <NA>      Good
2497 551143_020     50 11    8                 High school diploma      Fair
2498 552306_020     50 NA    1                                <NA>      Fair
2499 556799_020     50 16    2                     Master's degree      Poor
2500 555506_010     50 NA    6                                <NA>      Poor
2501 556760_010     50 NA    0                                <NA> Excellent
2502 556090_010     50 12    0                 High school diploma Very Good
2503 559227_020     50 16    0                     Master's degree      Poor
2504 550410_010     50 NA    0                                <NA> Very Good
2505 557126_020     50 14    2                 High school diploma Very Good
2506 559301_010     50 NA    5                                <NA> Very Good
2507 559691_010     50 14    1                  Associate's degree      Good
2508 557126_020     50 14    2                 High school diploma Very Good
2509 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
2510 559691_010     50 14    1                  Associate's degree      Good
2511 550347_020     50 NA    5                                <NA>      Good
2512 559905_010     50 NA    0                                <NA>      Good
2513 554345_020     50 NA    0                                <NA> Excellent
2514 559806_020     50  2    0                                None      Fair
2515 557544_020     50 NA    0                                <NA> Very Good
2516 554345_010     50 NA    0                                <NA> Excellent
2517 556766_010     50 NA    1                                <NA> Very Good
2518 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2519 554875_020     50 12    1                 High school diploma Very Good
2520 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2521 550185_020     50 16    1                     Master's degree Excellent
2522 558652_020     50 15    1                  Associate's degree      Good
2523 555511_010     50 NA    2                                <NA>      Poor
2524 558511_020     50 NA    2                                <NA> Excellent
2525 552306_020     50 NA    1                                <NA>      Fair
2526 559029_020     50 16    0                     Master's degree      Good
2527 555636_010     50 NA    0                                <NA> Very Good
2528 559734_020     50 NA    3                                <NA>      Fair
2529 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2530 550490_010     50 NA    1                                <NA> Very Good
2531 554387_020     50 NA    0                                <NA>      Good
2532 556344_010     50 NA    2                                <NA>      Good
2533 553167_020     50 NA    3                                <NA>      Poor
2534 554345_020     50 NA    0                                <NA> Excellent
2535 552414_020     50 16    0                     Master's degree      Good
2536 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2537 556266_020     50 11    2                                None      Fair
2538 550514_020     50 13    3                  Associate's degree      Fair
2539 556435_010     50 NA    0                                <NA> Very Good
2540 556710_010     50 NA    0                                <NA>      Fair
2541 556710_010     50 NA    0                                <NA>      Fair
2542 550410_010     50 NA    0                                <NA> Very Good
2543 558911_020     50 15    2                   Bachelor's degree      Good
2544 551991_020     50 12    2                                 GED      Good
2545 554690_020     49 15    1                     Master's degree      Good
2546 554233_020     49 17    0                     Master's degree      Good
2547 558403_020     49 12    0                 High school diploma      Fair
2548 552989_020     49 12    0                 High school diploma Very Good
2549 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
2550 554233_020     49 17    0                     Master's degree      Good
2551 559223_010     49 12    4                  Associate's degree      Fair
2552 552154_020     49  9    5                                None      Fair
2553 554301_020     49 14    0                  Associate's degree Very Good
2554 552154_020     49  9    5                                None      Fair
2555 554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
2556 557630_020     49 12    0                 High school diploma      Fair
2557 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
2558 559905_010     49 NA    0                                <NA>      Good
2559 555113_020     49 NA    1                                <NA> Very Good
2560 558403_020     49 12    0                 High school diploma      Fair
2561 554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
2562 552154_020     49 11    5                                None      Fair
2563 557630_020     49 12    0                 High school diploma      Good
2564 554409_020     49  6    0                                None Excellent
2565 555754_010     49 NA    0                                <NA> Very Good
2566 557349_020     49  8    0                 High school diploma Very Good
2567 557349_020     49  9    0                 High school diploma Very Good
2568 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
2569 550015_020     49  9    1                 High school diploma      Good
2570 554427_020     49 16    2                     Master's degree Excellent
2571 554301_020     49 12    0                 High school diploma Very Good
2572 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
2573 554427_020     49 16    2                     Master's degree Excellent
2574 557349_020     49  6    0                 High school diploma Very Good
2575 555113_020     49 NA    1                                <NA> Very Good
2576 559223_020     49 13    4                  Associate's degree      Fair
2577 550015_020     49 11    0                 High school diploma      Good
2578 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
2579 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2580 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2581 553582_010     49 14    2                   Bachelor's degree      Fair
2582 551104_020     49 16    2                     Master's degree      Poor
2583 550015_020     49  9    1                 High school diploma      Good
2584 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2585 555071_020     48 12    3                                 GED Very Good
2586 553124_020     48 NA    5                                <NA> Excellent
2587 554591_020     48 17    6                     Master's degree      Good
2588 551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
2589 557337_020     48  6    6                                None      Fair
2590 554252_020     48  3    1                                None      Good
2591 550239_020     48 10    1                 High school diploma Very Good
2592 554471_020     48 16    4                     Master's degree      Fair
2593 552775_020     48 NA    0                                <NA>      Good
2594 554591_020     48 16    6                     Master's degree      Good
2595 556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2596 552976_020     48 NA    2                                <NA> Very Good
2597 552976_020     48 NA    2                                <NA>      Good
2598 552775_020     48 NA    0                                <NA>      Good
2599 556675_020     48 16    0                     Master's degree Excellent
2600 559080_020     48 NA    2                                <NA>      Fair
2601 554252_020     48  3    1                                None      Good
2602 554591_020     48 17    6                     Master's degree      Good
2603 555071_020     48 12    3                                 GED      Good
2604 555071_020     48 12    3                                 GED      Good
2605 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2606 554591_020     48 17    6                     Master's degree      Good
2607 552554_020     48 16    0                     Master's degree Very Good
2608 559270_020     48 12    0                 High school diploma Excellent
2609 556675_020     47 16    0                     Master's degree Excellent
2610 559806_020     47  5    0                                None      Fair
2611 550614_020     47 12    0                 High school diploma      Good
2612 559093_020     47 14    2                  Associate's degree      Good
2613 559103_020     47 16    6                     Master's degree Very Good
2614 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2615 556008_020     47 11    1                                None      Good
2616 559229_020     47 12    0                 High school diploma Very Good
2617 556666_020     47 11    4                 High school diploma      Good
2618 557320_020     47 12    1                 High school diploma      Good
2619 556878_020     47 12    0                 High school diploma      Fair
2620 550790_020     47 NA    0                                <NA>      Good
2621 556666_020     47 13    4                  Associate's degree      Good
2622 557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2623 557320_020     47 12    1                 High school diploma      Good
2624 559093_020     47 13    1                  Associate's degree      Good
2625 557510_020     47 14    0                  Associate's degree Excellent
2626 556325_020     47 NA    0                                <NA> Very Good
2627 556666_020     47 13    4                  Associate's degree      Good
2628 557510_020     47 12    0                 High school diploma Excellent
2629 555311_020     47 NA    4                                <NA> Excellent
2630 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
2631 550851_020     47 12    1                                 GED      Good
2632 556666_020     47 12    4                 High school diploma      Good
2633 550790_020     47 NA    0                                <NA> Very Good
2634 559420_010     47 NA    0                                <NA>      Good
2635 558191_020     47 NA    3                                <NA>      Good
2636 550904_020     47 17    1                     Master's degree Very Good
2637 553241_020     47 NA    0                                <NA> Very Good
2638 550904_020     47 17    1                     Master's degree Very Good
2639 555311_020     47 NA    4                                <NA> Excellent
2640 550790_020     47 NA    0                                <NA>      Good
2641 558626_020     47 NA    0                                <NA> Very Good
2642 559186_020     47  3    0                                 GED Very Good
2643 557510_020     47 12    0                 High school diploma Excellent
2644 556976_020     47 12    0                                None      Good
2645 550851_020     47 12    1                                 GED      Fair
2646 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2647 556008_020     47 11    1                                None      Good
2648 555721_020     47 NA    3                                <NA> Very Good
2649 550790_020     47 NA    0                                <NA> Very Good
2650 550904_020     47 17    1                     Master's degree Very Good
2651 553564_020     46 11    0                                None      Fair
2652 558849_020     46 17    0                     Master's degree Very Good
2653 557263_020     46 15    1                   Bachelor's degree      Good
2654 558138_020     46 16    0                     Master's degree Very Good
2655 551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2656 551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2657 554972_020     46  1    4                                None      Fair
2658 559877_020     46 16    0                     Master's degree Excellent
2659 555331_020     46 13    0                 High school diploma Very Good
2660 556993_020     46 16    3                     Master's degree Very Good
2661 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2662 559199_020     46  8    7                                None      Good
2663 555331_020     46 16    0                     Master's degree Very Good
2664 553564_020     46 10    0                                None      Fair
2665 559877_020     46 16    0                     Master's degree Excellent
2666 555439_020     46 NA    1                                <NA>      Good
2667 556424_020     45 12    5                                 GED      Fair
2668 556424_020     45 12    5                 High school diploma      Fair
2669 551155_010     45 NA    0                                <NA> Very Good
2670 556179_020     45 12    1                 High school diploma      Fair
2671 559329_020     45 17    0                     Master's degree      Poor
2672 559839_020     45 13    0                  Associate's degree      Fair
2673 557529_020     45 NA    0                                <NA>      Good
2674 553775_020     45  6    0                                None      Fair
2675 553970_020     45 16    0                     Master's degree      Good
2676 559839_020     45 13    0                  Associate's degree Very Good
2677 553970_020     45 16    0                     Master's degree      Good
2678 555198_010     45 NA    0                                <NA> Excellent
2679 555198_010     45 NA    0                                <NA> Excellent
2680 553775_020     45  7    1                                None      Fair
2681 551156_020     44 NA    1                                <NA> Excellent
2682 555603_020     44 13    4                  Associate's degree      Fair
2683 553294_020     44 NA    8                                <NA>      Good
2684 551762_020     43 14    0                   Bachelor's degree Very Good
2685 551156_020     43 NA    1                                <NA> Excellent
2686 552638_020     43 NA    0                                <NA> Very Good
2687 555603_020     43 13    4                  Associate's degree      Poor
2688 559301_020     43 NA    5                                <NA>      Good
2689 552638_020     43 NA    0                                <NA> Very Good
2690 551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2691 558844_020     42 NA    0                                None Very Good
2692 558844_020     42 NA    0                                None Very Good
2693 556225_020     42 NA    8                                <NA>      Fair
2694 553798_020     42 NA    1                                <NA>      Good
2695 556225_020     42 NA    4                                <NA>      Fair
2696 555737_020     41  3    0                                None      Good
2697 552025_020     41 16    0                     Master's degree      Good
2698 555737_020     41  6    0                                None      Good
2699 555785_020     41 NA    3                                <NA>      Fair
2700 554899_020     41 13    5                  Associate's degree      Fair
2701 554899_020     41 17    5                     Master's degree      Fair
2702 554899_020     41 13    5                  Associate's degree      Fair
2703 555785_020     41 NA    3                                <NA>      Fair
2704 555785_020     41 NA    3                                <NA>      Fair
2705 556533_020     41 12    1                 High school diploma      Good
2706 557451_020     41  3    1                                None      Fair
2707 550201_020     40 17    2                     Master's degree Excellent
2708 552479_020     40 16    0                     Master's degree Excellent
2709 553280_020     40  4    6                                None Very Good
2710 553280_020     40  3    6                                None      Good
2711 550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
2712 550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
2713 559494_020     40 17    0                  Associate's degree      Good
2714 550201_020     40 17    2                     Master's degree Excellent
2715 553280_020     40  3    7                                None Very Good
2716 552479_020     40 16    0                     Master's degree Excellent
2717 553570_020     40 12    2                 High school diploma      Fair
2718 557909_020     38 16    1                     Master's degree      Fair
2719 553815_020     38 NA    0                                <NA> Excellent
2720 551116_020     38 NA    0                                <NA> Very Good
2721 551116_020     37 NA    0                                <NA> Very Good
2722 559494_020     36 16    0                  Associate's degree Very Good
2723 559477_020     36 16    0                     Master's degree      Fair
2724 555037_020     36 NA    2                                <NA>      Good
2725 555037_020     35 NA    2                                <NA> Very Good
2726 553815_020     35 NA    0                                <NA> Excellent
2727 559494_020     34 16    0                  Associate's degree Very Good
2728 553815_020     34 NA    0                                <NA> Excellent

Sorting datasets by multiple variables

You can also arrange by multiple variables.
- The code below sorts by age_yr first, and then within age_yr, we sort by ed.

hrs_data |> 
  arrange(age_yr, ed)

1: This will sort by age_yr first, and then within age_yr, it will sort by ed.

             id age_yr ed cesd                              degree       srh
1    559494_020     34 16    0                  Associate's degree Very Good
2    553815_020     34 NA    0                                <NA> Excellent
3    555037_020     35 NA    2                                <NA> Very Good
4    553815_020     35 NA    0                                <NA> Excellent
5    559494_020     36 16    0                  Associate's degree Very Good
6    559477_020     36 16    0                     Master's degree      Fair
7    555037_020     36 NA    2                                <NA>      Good
8    551116_020     37 NA    0                                <NA> Very Good
9    557909_020     38 16    1                     Master's degree      Fair
10   553815_020     38 NA    0                                <NA> Excellent
11   551116_020     38 NA    0                                <NA> Very Good
12   553280_020     40  3    6                                None      Good
13   553280_020     40  3    7                                None Very Good
14   553280_020     40  4    6                                None Very Good
15   553570_020     40 12    2                 High school diploma      Fair
16   552479_020     40 16    0                     Master's degree Excellent
17   552479_020     40 16    0                     Master's degree Excellent
18   550201_020     40 17    2                     Master's degree Excellent
19   550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
20   550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
21   559494_020     40 17    0                  Associate's degree      Good
22   550201_020     40 17    2                     Master's degree Excellent
23   555737_020     41  3    0                                None      Good
24   557451_020     41  3    1                                None      Fair
25   555737_020     41  6    0                                None      Good
26   556533_020     41 12    1                 High school diploma      Good
27   554899_020     41 13    5                  Associate's degree      Fair
28   554899_020     41 13    5                  Associate's degree      Fair
29   552025_020     41 16    0                     Master's degree      Good
30   554899_020     41 17    5                     Master's degree      Fair
31   555785_020     41 NA    3                                <NA>      Fair
32   555785_020     41 NA    3                                <NA>      Fair
33   555785_020     41 NA    3                                <NA>      Fair
34   551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
35   558844_020     42 NA    0                                None Very Good
36   558844_020     42 NA    0                                None Very Good
37   556225_020     42 NA    8                                <NA>      Fair
38   553798_020     42 NA    1                                <NA>      Good
39   556225_020     42 NA    4                                <NA>      Fair
40   555603_020     43 13    4                  Associate's degree      Poor
41   551762_020     43 14    0                   Bachelor's degree Very Good
42   551156_020     43 NA    1                                <NA> Excellent
43   552638_020     43 NA    0                                <NA> Very Good
44   559301_020     43 NA    5                                <NA>      Good
45   552638_020     43 NA    0                                <NA> Very Good
46   555603_020     44 13    4                  Associate's degree      Fair
47   551156_020     44 NA    1                                <NA> Excellent
48   553294_020     44 NA    8                                <NA>      Good
49   553775_020     45  6    0                                None      Fair
50   553775_020     45  7    1                                None      Fair
51   556424_020     45 12    5                                 GED      Fair
52   556424_020     45 12    5                 High school diploma      Fair
53   556179_020     45 12    1                 High school diploma      Fair
54   559839_020     45 13    0                  Associate's degree      Fair
55   559839_020     45 13    0                  Associate's degree Very Good
56   553970_020     45 16    0                     Master's degree      Good
57   553970_020     45 16    0                     Master's degree      Good
58   559329_020     45 17    0                     Master's degree      Poor
59   551155_010     45 NA    0                                <NA> Very Good
60   557529_020     45 NA    0                                <NA>      Good
61   555198_010     45 NA    0                                <NA> Excellent
62   555198_010     45 NA    0                                <NA> Excellent
63   554972_020     46  1    4                                None      Fair
64   559199_020     46  8    7                                None      Good
65   553564_020     46 10    0                                None      Fair
66   553564_020     46 11    0                                None      Fair
67   555331_020     46 13    0                 High school diploma Very Good
68   557263_020     46 15    1                   Bachelor's degree      Good
69   558138_020     46 16    0                     Master's degree Very Good
70   559877_020     46 16    0                     Master's degree Excellent
71   556993_020     46 16    3                     Master's degree Very Good
72   555331_020     46 16    0                     Master's degree Very Good
73   559877_020     46 16    0                     Master's degree Excellent
74   558849_020     46 17    0                     Master's degree Very Good
75   551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
76   551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
77   555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
78   555439_020     46 NA    1                                <NA>      Good
79   559186_020     47  3    0                                 GED Very Good
80   559806_020     47  5    0                                None      Fair
81   556008_020     47 11    1                                None      Good
82   556666_020     47 11    4                 High school diploma      Good
83   556008_020     47 11    1                                None      Good
84   550614_020     47 12    0                 High school diploma      Good
85   559229_020     47 12    0                 High school diploma Very Good
86   557320_020     47 12    1                 High school diploma      Good
87   556878_020     47 12    0                 High school diploma      Fair
88   557320_020     47 12    1                 High school diploma      Good
89   557510_020     47 12    0                 High school diploma Excellent
90   550851_020     47 12    1                                 GED      Good
91   556666_020     47 12    4                 High school diploma      Good
92   557510_020     47 12    0                 High school diploma Excellent
93   556976_020     47 12    0                                None      Good
94   550851_020     47 12    1                                 GED      Fair
95   556666_020     47 13    4                  Associate's degree      Good
96   559093_020     47 13    1                  Associate's degree      Good
97   556666_020     47 13    4                  Associate's degree      Good
98   559093_020     47 14    2                  Associate's degree      Good
99   557510_020     47 14    0                  Associate's degree Excellent
100  556675_020     47 16    0                     Master's degree Excellent
101  559103_020     47 16    6                     Master's degree Very Good
102  553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
103  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
104  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
105  550904_020     47 17    1                     Master's degree Very Good
106  550904_020     47 17    1                     Master's degree Very Good
107  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
108  550904_020     47 17    1                     Master's degree Very Good
109  550790_020     47 NA    0                                <NA>      Good
110  556325_020     47 NA    0                                <NA> Very Good
111  555311_020     47 NA    4                                <NA> Excellent
112  550790_020     47 NA    0                                <NA> Very Good
113  559420_010     47 NA    0                                <NA>      Good
114  558191_020     47 NA    3                                <NA>      Good
115  553241_020     47 NA    0                                <NA> Very Good
116  555311_020     47 NA    4                                <NA> Excellent
117  550790_020     47 NA    0                                <NA>      Good
118  558626_020     47 NA    0                                <NA> Very Good
119  555721_020     47 NA    3                                <NA> Very Good
120  550790_020     47 NA    0                                <NA> Very Good
121  554252_020     48  3    1                                None      Good
122  554252_020     48  3    1                                None      Good
123  557337_020     48  6    6                                None      Fair
124  550239_020     48 10    1                 High school diploma Very Good
125  555071_020     48 12    3                                 GED Very Good
126  555071_020     48 12    3                                 GED      Good
127  555071_020     48 12    3                                 GED      Good
128  559270_020     48 12    0                 High school diploma Excellent
129  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
130  554471_020     48 16    4                     Master's degree      Fair
131  554591_020     48 16    6                     Master's degree      Good
132  556675_020     48 16    0                     Master's degree Excellent
133  552554_020     48 16    0                     Master's degree Very Good
134  557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
135  554591_020     48 17    6                     Master's degree      Good
136  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
137  554591_020     48 17    6                     Master's degree      Good
138  557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
139  554591_020     48 17    6                     Master's degree      Good
140  553124_020     48 NA    5                                <NA> Excellent
141  552775_020     48 NA    0                                <NA>      Good
142  552976_020     48 NA    2                                <NA> Very Good
143  552976_020     48 NA    2                                <NA>      Good
144  552775_020     48 NA    0                                <NA>      Good
145  559080_020     48 NA    2                                <NA>      Fair
146  554409_020     49  6    0                                None Excellent
147  557349_020     49  6    0                 High school diploma Very Good
148  557349_020     49  8    0                 High school diploma Very Good
149  552154_020     49  9    5                                None      Fair
150  552154_020     49  9    5                                None      Fair
151  557349_020     49  9    0                 High school diploma Very Good
152  550015_020     49  9    1                 High school diploma      Good
153  550015_020     49  9    1                 High school diploma      Good
154  552154_020     49 11    5                                None      Fair
155  550015_020     49 11    0                 High school diploma      Good
156  558403_020     49 12    0                 High school diploma      Fair
157  552989_020     49 12    0                 High school diploma Very Good
158  559223_010     49 12    4                  Associate's degree      Fair
159  557630_020     49 12    0                 High school diploma      Fair
160  558403_020     49 12    0                 High school diploma      Fair
161  557630_020     49 12    0                 High school diploma      Good
162  554301_020     49 12    0                 High school diploma Very Good
163  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
164  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
165  559223_020     49 13    4                  Associate's degree      Fair
166  554301_020     49 14    0                  Associate's degree Very Good
167  553582_010     49 14    2                   Bachelor's degree      Fair
168  554690_020     49 15    1                     Master's degree      Good
169  554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
170  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
171  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
172  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
173  554427_020     49 16    2                     Master's degree Excellent
174  554427_020     49 16    2                     Master's degree Excellent
175  551104_020     49 16    2                     Master's degree      Poor
176  554233_020     49 17    0                     Master's degree      Good
177  554233_020     49 17    0                     Master's degree      Good
178  558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
179  557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
180  558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
181  559905_010     49 NA    0                                <NA>      Good
182  555113_020     49 NA    1                                <NA> Very Good
183  555754_010     49 NA    0                                <NA> Very Good
184  555113_020     49 NA    1                                <NA> Very Good
185  559806_020     50  2    0                                None      Fair
186  558187_020     50  9    2                                 GED      Poor
187  551143_020     50 10    8                                 GED      Fair
188  551878_020     50 11    2                                 GED Very Good
189  555064_020     50 11    1                                None      Fair
190  551143_020     50 11    8                 High school diploma      Fair
191  556266_020     50 11    2                                None      Fair
192  551991_020     50 12    2                                 GED      Good
193  552346_010     50 12    0                 High school diploma Very Good
194  555071_010     50 12    4                                 GED      Good
195  559898_020     50 12    0                 High school diploma      Good
196  556090_010     50 12    0                 High school diploma Very Good
197  552346_010     50 12    0                 High school diploma Very Good
198  559691_010     50 12    1                 High school diploma      Good
199  556796_010     50 12    0                 High school diploma Excellent
200  553503_020     50 12    4                                None      Poor
201  551335_020     50 12    0                 High school diploma      Good
202  556090_010     50 12    0                 High school diploma Very Good
203  554875_020     50 12    1                 High school diploma Very Good
204  551991_020     50 12    2                                 GED      Good
205  556131_010     50 13    2                  Associate's degree      Good
206  550514_020     50 13    3                  Associate's degree      Fair
207  559691_010     50 14    1                  Associate's degree      Good
208  557126_020     50 14    2                 High school diploma Very Good
209  559691_010     50 14    1                  Associate's degree      Good
210  557126_020     50 14    2                 High school diploma Very Good
211  559691_010     50 14    1                  Associate's degree      Good
212  558652_020     50 15    1                  Associate's degree      Good
213  558911_020     50 15    2                   Bachelor's degree      Good
214  558143_020     50 16    1                     Master's degree Excellent
215  557052_010     50 16    1                     Master's degree Very Good
216  559029_020     50 16    0                     Master's degree      Good
217  558143_020     50 16    1                     Master's degree Excellent
218  556799_020     50 16    2                     Master's degree      Poor
219  559227_020     50 16    0                     Master's degree      Poor
220  550185_020     50 16    1                     Master's degree Excellent
221  559029_020     50 16    0                     Master's degree      Good
222  552414_020     50 16    0                     Master's degree      Good
223  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
224  557461_020     50 17    3                     Master's degree      Good
225  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
226  557461_020     50 17    3                     Master's degree      Good
227  550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
228  559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
229  553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
230  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
231  553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
232  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
233  555511_010     50 NA    2                                <NA>      Poor
234  552306_020     50 NA    0                                <NA>      Fair
235  554387_020     50 NA    0                                <NA> Very Good
236  556766_010     50 NA    1                                <NA> Very Good
237  559734_020     50 NA    0                                <NA> Excellent
238  554345_010     50 NA    0                                <NA> Excellent
239  552722_020     50 NA    0                                <NA>      Fair
240  551803_020     50 NA    0                                <NA> Very Good
241  550299_020     50 NA    0                                <NA>      Good
242  559734_020     50 NA    0                                <NA> Very Good
243  554852_010     50 NA    1                                <NA>      Good
244  558511_010     50 NA    2                                <NA> Excellent
245  556760_010     50 NA    0                                <NA> Excellent
246  553446_010     50 NA    4                                <NA>      Fair
247  555506_010     50 NA    6                                <NA>      Poor
248  556495_020     50 NA    2                                <NA> Very Good
249  556634_010     50 NA    4                                <NA>      Good
250  552104_010     50 NA    6                                 GED      Poor
251  550410_010     50 NA    0                                <NA> Very Good
252  552306_020     50 NA    1                                <NA>      Fair
253  556495_020     50 NA    3                                <NA> Very Good
254  556495_020     50 NA    3                                <NA> Very Good
255  553846_010     50 NA    7                                <NA>      Fair
256  554550_010     50 NA   NA                                <NA>      Poor
257  553446_010     50 NA    4                                <NA>      Fair
258  552306_020     50 NA    1                                <NA>      Fair
259  553118_020     50 NA    0                                <NA>      Poor
260  553884_010     50 NA    5                                <NA>      Good
261  553114_020     50 NA    0                                <NA>      Good
262  552306_020     50 NA    1                                <NA>      Fair
263  555506_010     50 NA    6                                <NA>      Poor
264  556760_010     50 NA    0                                <NA> Excellent
265  550410_010     50 NA    0                                <NA> Very Good
266  559301_010     50 NA    5                                <NA> Very Good
267  550347_020     50 NA    5                                <NA>      Good
268  559905_010     50 NA    0                                <NA>      Good
269  554345_020     50 NA    0                                <NA> Excellent
270  557544_020     50 NA    0                                <NA> Very Good
271  554345_010     50 NA    0                                <NA> Excellent
272  556766_010     50 NA    1                                <NA> Very Good
273  555511_010     50 NA    2                                <NA>      Poor
274  558511_020     50 NA    2                                <NA> Excellent
275  552306_020     50 NA    1                                <NA>      Fair
276  555636_010     50 NA    0                                <NA> Very Good
277  559734_020     50 NA    3                                <NA>      Fair
278  550490_010     50 NA    1                                <NA> Very Good
279  554387_020     50 NA    0                                <NA>      Good
280  556344_010     50 NA    2                                <NA>      Good
281  553167_020     50 NA    3                                <NA>      Poor
282  554345_020     50 NA    0                                <NA> Excellent
283  556435_010     50 NA    0                                <NA> Very Good
284  556710_010     50 NA    0                                <NA>      Fair
285  556710_010     50 NA    0                                <NA>      Fair
286  550410_010     50 NA    0                                <NA> Very Good
287  557480_010     51  0    0                                None      Fair
288  553994_020     51  5    8                                None      Poor
289  557375_010     51  6    1                                None      Fair
290  559819_010     51  6    6                                None      Fair
291  557375_010     51  6    1                                None      Fair
292  557375_010     51  6    1                                None      Fair
293  554601_010     51  6    2                                None      Poor
294  553994_020     51  8    8                                None      Poor
295  557842_020     51  8    2                                None      Good
296  553994_010     51  9    8                                None      Poor
297  557977_020     51  9    0                 High school diploma Excellent
298  558252_010     51 10    7                                None      Fair
299  558252_010     51 10    7                                 GED      Fair
300  558252_010     51 10    7                                 GED      Fair
301  555004_010     51 10    8                                None      Poor
302  550100_020     51 10    2                                None      Fair
303  550156_020     51 11    0                                None      Good
304  555952_020     51 11    5                 High school diploma      Good
305  552681_020     51 12    2                 High school diploma      Fair
306  552079_010     51 12    5                 High school diploma      Good
307  550902_010     51 12    7                 High school diploma      Good
308  556424_010     51 12    1                 High school diploma      Good
309  559353_010     51 12    0                 High school diploma      Good
310  550688_010     51 12    7                 High school diploma      Fair
311  558897_010     51 12    4                 High school diploma      Fair
312  550156_010     51 12    0                                None      Good
313  552079_010     51 12    5                 High school diploma      Good
314  559353_010     51 12    0                 High school diploma      Good
315  552681_020     51 12    0                 High school diploma      Good
316  550514_020     51 12    2                 High school diploma      Fair
317  557699_010     51 12    3                 High school diploma      Fair
318  553327_010     51 12    5                 High school diploma      Good
319  550156_020     51 12    5                                None      Good
320  558897_010     51 12    4                 High school diploma      Fair
321  556240_020     51 12    3                 High school diploma      Good
322  553327_010     51 12    5                 High school diploma      Good
323  556857_010     51 12    2                 High school diploma Very Good
324  552906_010     51 12    2                 High school diploma      Good
325  554494_020     51 12    1                 High school diploma      Poor
326  555071_010     51 12    3                                 GED      Good
327  557699_010     51 12    3                 High school diploma      Fair
328  559269_020     51 12    6                 High school diploma      Fair
329  555087_010     51 12    1                 High school diploma      Good
330  552681_020     51 12    2                 High school diploma Very Good
331  559353_010     51 12    0                 High school diploma      Good
332  559093_010     51 13    2                  Associate's degree      Fair
333  551108_020     51 13    4                     Master's degree      Good
334  552911_010     51 13    4                  Associate's degree Very Good
335  552613_010     51 13    1                  Associate's degree      Good
336  552837_010     51 13    0                  Associate's degree Excellent
337  550317_010     51 13    0                  Associate's degree Very Good
338  556779_020     51 13    0                   Bachelor's degree      Good
339  559272_010     51 13    0                  Associate's degree      Good
340  552911_010     51 13    4                  Associate's degree Very Good
341  557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
342  554341_010     51 14    2                  Associate's degree Very Good
343  556779_020     51 14    2                   Bachelor's degree      Good
344  554301_010     51 14    1                   Bachelor's degree Excellent
345  551108_010     51 14    7                     Master's degree      Good
346  552613_010     51 14    1                  Associate's degree      Good
347  554161_010     51 14    0                  Associate's degree Excellent
348  557424_010     51 14    1                   Bachelor's degree      Good
349  558103_010     51 14    1                  Associate's degree      Poor
350  555911_010     51 14    5                   Bachelor's degree      Fair
351  555952_010     51 14    5                   Bachelor's degree      Good
352  558103_010     51 14    1                  Associate's degree      Poor
353  555911_010     51 14    5                   Bachelor's degree      Fair
354  556654_010     51 14    1                   Bachelor's degree Very Good
355  554899_010     51 14    2                  Associate's degree      Fair
356  551108_020     51 14    5                     Master's degree      Good
357  555736_010     51 14    0                   Bachelor's degree Excellent
358  553765_020     51 14    6                  Associate's degree      Fair
359  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
360  551468_010     51 16    2                     Master's degree      Good
361  552554_010     51 16    0                     Master's degree Very Good
362  552104_020     51 16    4                   Bachelor's degree      Poor
363  557965_010     51 16    1                     Master's degree      Good
364  559269_020     51 16    6                   Bachelor's degree      Fair
365  552025_010     51 16    0                     Master's degree      Fair
366  552025_010     51 16    0                     Master's degree      Fair
367  557461_020     51 16    3                     Master's degree      Good
368  554877_010     51 16    2                     Master's degree      Good
369  554073_010     51 16    0                     Master's degree Very Good
370  553139_020     51 16    1                     Master's degree Excellent
371  551735_020     51 16    1                     Master's degree      Fair
372  554471_010     51 16    4                     Master's degree      Fair
373  557411_020     51 16    3                     Master's degree      Poor
374  557792_010     51 16    3                     Master's degree      Good
375  551957_010     51 16    0                     Master's degree Very Good
376  551957_020     51 16    1                     Master's degree      Good
377  557461_020     51 16    3                     Master's degree      Good
378  552025_010     51 16    2                     Master's degree      Fair
379  551957_020     51 16    1                     Master's degree      Good
380  551737_020     51 16    1                   Bachelor's degree Excellent
381  559593_010     51 16    0                  Associate's degree      Fair
382  551735_010     51 16    1                     Master's degree      Good
383  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
384  557791_010     51 16    3                     Master's degree      Fair
385  557413_010     51 17    4                     Master's degree      Fair
386  555146_010     51 17    0                     Master's degree Excellent
387  559431_020     51 17    1                     Master's degree Very Good
388  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
389  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
390  557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
391  551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
392  559579_020     51 17    1                     Master's degree Very Good
393  556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
394  557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
395  556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
396  557413_010     51 17    4                     Master's degree      Fair
397  558128_010     51 NA    0                                <NA> Very Good
398  555215_020     51 NA    0                                <NA>      Good
399  558532_010     51 NA    1                                <NA> Very Good
400  553646_020     51 NA    0                                <NA> Very Good
401  553341_010     51 NA    1                                <NA>      Fair
402  551944_010     51 NA    0                                <NA>      Good
403  557225_010     51 NA    7                                <NA>      Poor
404  554913_010     51 NA    3                                <NA>      Fair
405  558560_010     51 NA    1                                <NA>      Good
406  553646_020     51 NA    0                                <NA> Very Good
407  558410_010     51 NA    1                                <NA> Very Good
408  553646_010     51 NA    0                                <NA> Very Good
409  553341_010     51 NA    1                                <NA>      Fair
410  553118_020     51 NA    0                                <NA>      Poor
411  555653_010     51 NA    0                                <NA> Excellent
412  551944_010     51 NA    0                                <NA> Very Good
413  555797_010     51 NA    1                                <NA> Excellent
414  557225_010     51 NA    7                                <NA>      Poor
415  555037_010     51 NA    2                                <NA> Very Good
416  559379_010     51 NA    1                                <NA>      Good
417  554604_020     51 NA    0                                <NA> Very Good
418  556983_020     51 NA    0                                <NA> Excellent
419  553914_020     51 NA    0                                <NA>      Good
420  555797_010     51 NA    1                                <NA> Excellent
421  556431_010     51 NA    0                                <NA>      Fair
422  559698_010     51 NA    0                                <NA> Very Good
423  557529_010     51 NA    1                                <NA>      Good
424  558532_010     51 NA    1                                <NA> Very Good
425  559234_010     51 NA    0                                <NA>      Good
426  553646_010     51 NA    0                                <NA> Very Good
427  555215_010     51 NA    0                                <NA>      Good
428  555439_010     51 NA    0                                <NA>      Good
429  555037_010     51 NA    2                                <NA> Very Good
430  557140_010     51 NA    4                                <NA> Very Good
431  558157_010     51 NA    0                                <NA>      Good
432  559283_020     51 NA    0                                <NA>      Good
433  557036_010     51 NA    5                                <NA>      Fair
434  550745_010     51 NA    1                                <NA>      Good
435  558532_010     51 NA    1                                <NA> Very Good
436  554604_010     51 NA    2                                <NA> Very Good
437  554604_020     51 NA    1                                <NA> Very Good
438  559698_010     51 NA    0                                <NA> Very Good
439  555215_020     51 NA    0                                <NA>      Good
440  555797_010     51 NA    1                                <NA> Excellent
441  555215_010     51 NA    0                                <NA>      Good
442  558410_010     51 NA    1                                <NA> Very Good
443  551975_020     51 NA    0                                <NA> Very Good
444  558532_010     51 NA    1                                <NA> Very Good
445  558413_020     51 NA    0                                <NA> Very Good
446  556126_010     51 NA    3                                <NA> Very Good
447  555311_010     51 NA    2                                <NA> Excellent
448  556411_010     51 NA    2                                <NA>      Good
449  553167_020     51 NA    3                                <NA>      Poor
450  555653_020     51 NA    0                                <NA> Very Good
451  552019_010     51 NA    0                                <NA> Very Good
452  556431_010     51 NA    0                                <NA>      Fair
453  555037_010     51 NA    2                                <NA> Very Good
454  551116_010     51 NA    1                                <NA> Very Good
455  558128_010     51 NA    0                                <NA> Very Good
456  558175_020     51 NA    0                                <NA> Very Good
457  550041_020     51 NA    0                                <NA> Very Good
458  550041_010     51 NA    5                                <NA> Very Good
459  555439_010     51 NA    0                                <NA>      Good
460  552104_010     51 NA    6                                 GED      Poor
461  550745_010     51 NA    1                                <NA>      Good
462  552808_010     51 NA    2                                <NA>      Good
463  554604_010     51 NA    1                                <NA> Very Good
464  555635_010     51 NA    0                                <NA>      Good
465  550295_010     52  6    2                                None      Fair
466  557630_010     52  6    0                                None Very Good
467  558693_010     52  6    0                                None      Fair
468  558693_010     52  6    0                                None      Fair
469  550295_010     52  6    3                                None      Fair
470  550295_010     52  6    2                                None      Fair
471  555515_010     52  9    1                                 GED      Fair
472  557882_010     52  9    0                 High school diploma      Good
473  557882_010     52  9    0                 High school diploma      Good
474  557882_010     52  9    0                 High school diploma      Good
475  557882_010     52  9    0                 High school diploma      Good
476  557882_010     52  9    0                 High school diploma      Good
477  559786_020     52  9    1                                None      Poor
478  556836_010     52 10    4                                 GED      Poor
479  551746_010     52 10    1                                None      Good
480  552941_010     52 12    7                 High school diploma      Good
481  555918_010     52 12    1                 High school diploma      Fair
482  550962_020     52 12    1                 High school diploma      Fair
483  550962_020     52 12    1                 High school diploma      Fair
484  553393_010     52 12    5                 High school diploma Very Good
485  553262_010     52 12    5                 High school diploma      Good
486  555241_010     52 12    7                 High school diploma      Fair
487  553852_010     52 12    0                 High school diploma      Good
488  552681_010     52 12    0                 High school diploma Very Good
489  552681_010     52 12    0                 High school diploma Excellent
490  557118_010     52 12    2                 High school diploma      Good
491  550683_010     52 12    2                                None      <NA>
492  552510_010     52 12    0                 High school diploma Excellent
493  550683_010     52 12    2                                None      <NA>
494  550964_010     52 12    1                 High school diploma Very Good
495  553030_010     52 12    1                 High school diploma      Fair
496  554652_010     52 12    0                                 GED Very Good
497  553641_010     52 12    1                 High school diploma      Good
498  555663_020     52 12    0                 High school diploma Very Good
499  550962_020     52 12    1                 High school diploma      Fair
500  553393_010     52 12    7                 High school diploma Very Good
501  551126_010     52 12    0                 High school diploma Excellent
502  555515_010     52 12    1                                 GED      Fair
503  555241_010     52 12    7                 High school diploma      Fair
504  550873_010     52 12    3                 High school diploma      Good
505  557842_010     52 12    1                                None      Good
506  553393_010     52 12    5                 High school diploma Very Good
507  553393_010     52 12    5                 High school diploma Very Good
508  555245_010     52 12    1                 High school diploma      Good
509  553262_010     52 12    5                 High school diploma      Good
510  557063_020     52 12    7                 High school diploma      Fair
511  557063_020     52 12    7                 High school diploma      Fair
512  553641_010     52 12    1                 High school diploma      Good
513  551762_010     52 12    2                 High school diploma      Good
514  553030_010     52 12    1                 High school diploma      Fair
515  553262_010     52 12    5                 High school diploma      Good
516  550270_010     52 12    6                 High school diploma      Fair
517  556900_010     52 13    2                  Associate's degree      Poor
518  557407_010     52 13    4                  Associate's degree      Poor
519  556241_010     52 13    2                  Associate's degree Very Good
520  552822_010     52 13    1                  Associate's degree      Fair
521  556402_010     52 13    1                  Associate's degree Very Good
522  559220_010     52 13    2                  Associate's degree Excellent
523  556402_010     52 13    1                  Associate's degree Very Good
524  559885_010     52 14    3                  Associate's degree Very Good
525  551238_020     52 14    4                  Associate's degree      Good
526  557031_010     52 14    1                  Associate's degree      Good
527  557031_010     52 14    1                  Associate's degree      Good
528  550173_010     52 14    1                  Associate's degree      Good
529  559842_010     52 14    1                  Associate's degree      Fair
530  552822_020     52 14    1                  Associate's degree      Fair
531  558290_020     52 14    0                     Master's degree Excellent
532  553951_020     52 14   NA                 High school diploma      Good
533  557785_010     52 14    3                   Bachelor's degree      Good
534  552646_010     52 14    1                  Associate's degree      Fair
535  553060_020     52 14    3                  Associate's degree      Good
536  556545_010     52 14    0                   Bachelor's degree      Good
537  559484_020     52 14    1                  Associate's degree Very Good
538  552745_010     52 14    1                  Associate's degree      Good
539  557785_020     52 14    3                   Bachelor's degree      Good
540  556545_010     52 14    0                   Bachelor's degree      Good
541  557842_010     52 14    1                  Associate's degree      Good
542  556976_010     52 14    0                   Bachelor's degree      Good
543  556456_010     52 14    1                   Bachelor's degree Excellent
544  552646_010     52 14    1                  Associate's degree      Fair
545  559842_010     52 14    1                  Associate's degree      Fair
546  556114_010     52 15    0                   Bachelor's degree      Good
547  556390_010     52 15    0                  Associate's degree      Good
548  550543_010     52 15    0                  Associate's degree      Good
549  553060_020     52 15    1                  Associate's degree      Good
550  556390_010     52 15    0                  Associate's degree      Good
551  558922_010     52 15    1                     Master's degree      Poor
552  556390_010     52 15    0                  Associate's degree      Good
553  554603_010     52 15    8                  Associate's degree Excellent
554  557476_010     52 15    1                  Associate's degree      Good
555  550186_010     52 16    2                     Master's degree Very Good
556  556936_020     52 16    1                     Master's degree Very Good
557  550186_010     52 16    2                     Master's degree Very Good
558  554819_010     52 16    3                  Associate's degree      Good
559  556018_010     52 16    0                     Master's degree Very Good
560  556865_010     52 16    0                     Master's degree Very Good
561  555262_010     52 16    1                     Master's degree Excellent
562  553951_020     52 16    2                     Master's degree      Good
563  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
564  554117_020     52 16    2                     Master's degree Very Good
565  558841_010     52 16    0                     Master's degree      Good
566  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
567  556483_010     52 16    1                     Master's degree Excellent
568  557924_020     52 16    6                     Master's degree Excellent
569  557924_020     52 16    7                     Master's degree Excellent
570  551263_020     52 16    0                     Master's degree Very Good
571  551263_020     52 16    0                     Master's degree Very Good
572  551253_010     52 16    2                     Master's degree      Good
573  556993_010     52 16    3                     Master's degree Very Good
574  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
575  550320_010     52 16    0                     Master's degree Very Good
576  554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
577  550063_010     52 16    2                     Master's degree Very Good
578  556114_010     52 16    0                     Master's degree Very Good
579  553241_010     52 16    1                     Master's degree      <NA>
580  558321_010     52 16    2                     Master's degree Very Good
581  552745_020     52 16    0                     Master's degree      Good
582  554117_020     52 16    2                     Master's degree Excellent
583  550315_010     52 16    0                     Master's degree Very Good
584  555262_010     52 16    1                     Master's degree Excellent
585  550315_010     52 16    0                     Master's degree Very Good
586  556018_010     52 16    0                     Master's degree Very Good
587  551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
588  555022_010     52 17    0                     Master's degree      Fair
589  559820_010     52 17    0                     Master's degree      Good
590  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
591  557152_020     52 17    0                     Master's degree Very Good
592  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
593  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
594  551892_010     52 17    3                     Master's degree      Good
595  557785_020     52 17    3                     Master's degree      Good
596  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
597  551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
598  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
599  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
600  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
601  559820_010     52 17    0                     Master's degree      Good
602  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
603  555151_010     52 17    2                     Master's degree      Fair
604  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
605  559103_010     52 17    4                     Master's degree Excellent
606  557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
607  552028_020     52 17    5                     Master's degree Very Good
608  553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
609  550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
610  557152_020     52 17    0                     Master's degree      Good
611  556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
612  552028_020     52 17    6                     Master's degree Very Good
613  557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
614  558991_010     52 17    4                  Associate's degree      Fair
615  559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
616  558739_010     52 17    1                     Master's degree      Good
617  553139_020     52 17    2                     Master's degree Excellent
618  555022_010     52 17    0                     Master's degree      Fair
619  558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
620  551892_010     52 17    3                     Master's degree      Good
621  557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
622  558739_020     52 17    1                     Master's degree      Good
623  553847_010     52 NA    0                                <NA>      Good
624  555467_010     52 NA    2                                <NA>      Fair
625  551597_020     52 NA    6                                <NA>      Good
626  555209_010     52 NA    0                                 GED      Good
627  558175_010     52 NA    0                                <NA> Very Good
628  551944_020     52 NA    2                                <NA>      Good
629  550347_020     52 NA    5                                <NA>      Good
630  556951_010     52 NA    2                                <NA> Excellent
631  554864_020     52 NA    1                                <NA>      Good
632  558917_010     52 NA    0                                <NA>      Poor
633  559235_020     52 NA    0                                <NA>      Good
634  554149_010     52 NA    1                                <NA>      Fair
635  551944_020     52 NA    2                                <NA>      Good
636  558917_010     52 NA    0                                <NA>      Poor
637  554847_010     52 NA    2                                <NA>      Good
638  556431_020     52 NA    0                                <NA>      Good
639  551461_020     52 NA    1                 High school diploma Very Good
640  559373_010     52 NA    5                                <NA>      Fair
641  555209_010     52 NA    0                                 GED      Good
642  554864_020     52 NA    1                                <NA>      Good
643  553114_010     52 NA    3                                <NA>      Good
644  552179_010     52 NA    7                                <NA>      Good
645  553319_010     52 NA    0                                <NA>      Good
646  551944_020     52 NA    2                                <NA>      Good
647  552231_010     52 NA    0                                <NA>      Good
648  558175_010     52 NA    0                                <NA> Very Good
649  550637_020     52 NA    0                                <NA> Excellent
650  552840_010     52 NA    7                                <NA>      Fair
651  556939_010     52 NA    3                                <NA>      Poor
652  554280_010     52 NA    0                                <NA>      Good
653  556300_010     52 NA    0                                <NA> Very Good
654  559235_010     52 NA    0                                <NA>      Fair
655  559235_010     52 NA    0                                <NA>      Fair
656  554847_010     52 NA    2                                <NA>      Good
657  553627_010     52 NA    2                                <NA>      Fair
658  558679_020     52 NA    0                                <NA> Excellent
659  559722_010     52 NA    1                                <NA>      Fair
660  553670_010     52 NA    0                                <NA>      Good
661  557097_010     52 NA    6                                <NA>      Fair
662  558797_010     52 NA    0                                <NA>      Fair
663  550889_010     52 NA    8                                <NA>      Poor
664  553114_020     52 NA    0                                <NA>      Good
665  557484_020     52 NA    1                                <NA>      Good
666  557615_010     52 NA    0                                <NA> Very Good
667  550554_010     52 NA    1                                <NA>      Good
668  559270_010     52 NA    0                                <NA> Very Good
669  555209_010     52 NA    0                 High school diploma      Good
670  551944_020     52 NA    2                                <NA>      Good
671  552692_010     52 NA    0                                <NA> Very Good
672  556276_020     52 NA    1                                <NA>      Good
673  557858_010     52 NA    7                                 GED      Poor
674  552840_010     52 NA    7                                <NA>      Fair
675  557219_010     52 NA    0                                <NA> Excellent
676  550554_010     52 NA    1                                <NA>      Good
677  558268_010     52 NA    0                                <NA> Excellent
678  555653_010     52 NA    0                                <NA> Excellent
679  559270_010     52 NA    0                   Bachelor's degree Very Good
680  552302_010     52 NA    6                                <NA>      Fair
681  556431_020     52 NA    0                                <NA>      Good
682  551597_020     52 NA    6                                <NA>      Good
683  556205_010     52 NA    4                                <NA> Very Good
684  556205_010     52 NA    4                                <NA> Very Good
685  554280_010     52 NA    0                                <NA>      Good
686  554864_010     52 NA    0                                <NA> Excellent
687  559492_020     52 NA    2                                <NA>      Fair
688  556276_020     52 NA    1                                <NA>      Good
689  550637_020     52 NA    0                                <NA> Excellent
690  554864_020     52 NA    1                                <NA>      Good
691  551461_020     52 NA    1                 High school diploma Very Good
692  553670_010     52 NA    0                                <NA>      Good
693  558748_010     52 NA    7                                <NA>      Fair
694  555710_010     52 NA    0                                <NA>      Good
695  552179_010     52 NA    7                                <NA>      Good
696  550637_020     52 NA    0                                <NA> Excellent
697  553280_010     53  5    0                                None Very Good
698  554953_010     53  6    0                                None Excellent
699  554398_010     53  6    0                                None      Good
700  558693_020     53  6    0                                None      Fair
701  554953_010     53  6    0                                None Excellent
702  550661_010     53  7    7                                None      Poor
703  553553_010     53  9    2                 High school diploma      Good
704  552734_010     53  9    5                                None      Good
705  557141_010     53  9    0                 High school diploma      Fair
706  557141_010     53  9    0                 High school diploma      Fair
707  552734_010     53  9    5                                None      Good
708  559616_010     53  9    0                                None      Fair
709  557141_010     53  9    0                 High school diploma      Fair
710  556350_010     53  9    5                                None      Fair
711  552103_010     53 10    1                                None      Fair
712  556793_010     53 11    4                                None      Fair
713  558001_010     53 11    1                                 GED Very Good
714  559928_010     53 11    0                                 GED      Good
715  550239_010     53 11    3                 High school diploma      Good
716  550882_010     53 11    1                                None      Fair
717  556793_010     53 11    4                                None      Fair
718  559928_010     53 11    0                                 GED      Good
719  555844_010     53 11    1                                None      Fair
720  555844_010     53 11    1                                None      Fair
721  559387_010     53 11    1                                 GED      Good
722  558001_010     53 11    1                                 GED Very Good
723  551238_010     53 12    4                 High school diploma      Good
724  558004_010     53 12    2                 High school diploma      Good
725  550964_010     53 12    1                 High school diploma Very Good
726  559227_010     53 12    2                 High school diploma      Poor
727  558391_020     53 12    0                 High school diploma      Good
728  557914_010     53 12    0                 High school diploma Very Good
729  559484_020     53 12    1                 High school diploma Very Good
730  559839_010     53 12    0                  Associate's degree      Good
731  551991_010     53 12    4                                 GED      Good
732  558391_020     53 12    0                 High school diploma      Good
733  554655_010     53 12    8                 High school diploma      Fair
734  555405_020     53 12    2                 High school diploma Excellent
735  556943_020     53 12    1                 High school diploma      Good
736  554655_010     53 12    8                 High school diploma      Fair
737  555405_010     53 12    2                 High school diploma Excellent
738  555464_010     53 12    0                 High school diploma Very Good
739  551928_010     53 12    5                                 GED      Fair
740  550614_010     53 12    4                 High school diploma      Fair
741  550155_010     53 12    1                                 GED Very Good
742  550683_010     53 12    2                                None      Good
743  556135_010     53 12    1                 High school diploma      Fair
744  555405_010     53 12    2                 High school diploma Excellent
745  556758_010     53 12    0                                 GED Very Good
746  550038_010     53 12    2                 High school diploma      Fair
747  552963_010     53 12    5                 High school diploma      Good
748  553351_010     53 12    4                 High school diploma      Good
749  558004_010     53 12    2                 High school diploma      Good
750  552776_010     53 12    4                 High school diploma      Good
751  551207_010     53 12    6                                 GED      Good
752  550964_010     53 12    1                 High school diploma Very Good
753  554655_010     53 12    8                 High school diploma      Fair
754  557647_010     53 12    2                 High school diploma      Poor
755  550100_010     53 12    1                                None Very Good
756  557102_010     53 12    2                                 GED      Good
757  556758_010     53 12    0                                 GED Very Good
758  556758_010     53 12    0                                 GED Very Good
759  551651_010     53 12    0                 High school diploma Very Good
760  556758_010     53 12    0                                 GED Very Good
761  551557_010     53 13    1                  Associate's degree      Good
762  557061_010     53 13    1                  Associate's degree      Good
763  559839_010     53 13    0                  Associate's degree      Fair
764  557061_010     53 13    1                  Associate's degree      Good
765  559839_010     53 13    0                  Associate's degree      Fair
766  557061_010     53 13    1                  Associate's degree      Good
767  557407_010     53 13    4                  Associate's degree      Poor
768  553998_010     53 13    0                  Associate's degree      Poor
769  558216_010     53 13    2                   Bachelor's degree      Good
770  550747_010     53 13    5                  Associate's degree      Poor
771  551557_010     53 13    1                  Associate's degree      Good
772  551767_010     53 14    3                  Associate's degree Excellent
773  554076_010     53 14    0                   Bachelor's degree Very Good
774  558290_010     53 14    0                     Master's degree      Good
775  552949_010     53 14    5                  Associate's degree      Fair
776  556260_010     53 14    0                   Bachelor's degree      Good
777  557721_020     53 14    0                  Associate's degree Very Good
778  556050_010     53 14    1                  Associate's degree Very Good
779  555351_010     53 14    1                  Associate's degree Excellent
780  557811_020     53 14    0                   Bachelor's degree Very Good
781  557721_020     53 14    0                  Associate's degree Very Good
782  559315_010     53 14    3                  Associate's degree      Fair
783  557557_010     53 14    2                   Bachelor's degree      Good
784  559484_020     53 14    1                  Associate's degree Very Good
785  550962_010     53 14    1                  Associate's degree      Fair
786  559315_010     53 14    3                  Associate's degree      Fair
787  551238_010     53 14    4                  Associate's degree      Good
788  557721_020     53 14    0                  Associate's degree Very Good
789  557721_020     53 14    0                  Associate's degree Very Good
790  551767_010     53 14    3                  Associate's degree Excellent
791  557721_020     53 14    0                  Associate's degree Very Good
792  557721_010     53 14    0                  Associate's degree Excellent
793  555050_010     53 14    0                   Bachelor's degree      Good
794  550962_010     53 14    1                  Associate's degree      Fair
795  555351_010     53 14    1                  Associate's degree Excellent
796  555050_010     53 14    0                   Bachelor's degree      Good
797  557557_010     53 14    2                   Bachelor's degree      Good
798  559646_010     53 14    5                  Associate's degree      Poor
799  557721_010     53 14    0                  Associate's degree Excellent
800  559315_010     53 14    3                  Associate's degree      Fair
801  550962_010     53 14    1                  Associate's degree      Fair
802  551238_010     53 14    4                  Associate's degree      Good
803  550753_020     53 15    0                   Bachelor's degree      Good
804  558938_010     53 15    3                   Bachelor's degree Very Good
805  552753_010     53 15    0                  Associate's degree Very Good
806  558366_020     53 15    2                  Associate's degree      Good
807  552753_010     53 15    0                  Associate's degree Very Good
808  551686_020     53 15    0                  Associate's degree Very Good
809  558938_010     53 15    3                   Bachelor's degree Very Good
810  556985_010     53 15    0                  Associate's degree Very Good
811  550401_010     53 15    0                   Bachelor's degree      Good
812  557932_020     53 15    1                  Associate's degree      Good
813  556018_020     53 16    1                     Master's degree      Fair
814  556536_010     53 16    0                     Master's degree      Fair
815  559646_010     53 16    5                  Associate's degree      Poor
816  559375_010     53 16    2                     Master's degree      Good
817  558651_010     53 16    0                     Master's degree      Good
818  553031_010     53 16    0                     Master's degree      Good
819  552828_010     53 16    0                     Master's degree      Good
820  556233_010     53 16    1                     Master's degree Excellent
821  557020_020     53 16    0                     Master's degree Very Good
822  555877_010     53 16    6                  Associate's degree      Poor
823  557775_010     53 16    3                     Master's degree Very Good
824  559839_010     53 16    0                     Master's degree Very Good
825  553574_010     53 16    0                     Master's degree      Good
826  557967_020     53 16    0                     Master's degree Excellent
827  555476_010     53 16    1                     Master's degree Very Good
828  555156_020     53 16    5                     Master's degree      Fair
829  555156_020     53 16    4                     Master's degree      Fair
830  554427_010     53 16    2                     Master's degree      Good
831  558366_020     53 16    2                     Master's degree      Good
832  551923_010     53 16    1                     Master's degree Very Good
833  554213_010     53 16    0                     Master's degree      Good
834  556536_010     53 16    0                     Master's degree      Fair
835  556018_020     53 16    1                     Master's degree      Fair
836  551686_020     53 16    1                     Master's degree Very Good
837  559839_010     53 16    0                     Master's degree      Good
838  558694_020     53 16    3                     Master's degree Very Good
839  552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
840  557775_010     53 16    3                     Master's degree Very Good
841  550845_010     53 16    5                     Master's degree      Good
842  559921_010     53 16    2                  Associate's degree      Poor
843  550237_010     53 16    1                     Master's degree      Fair
844  556536_010     53 16    0                     Master's degree      Fair
845  557775_010     53 16    3                     Master's degree Very Good
846  555217_010     53 16    4                     Master's degree      Poor
847  552188_010     53 16    0                     Master's degree Very Good
848  558271_020     53 16    0                     Master's degree Very Good
849  550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
850  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
851  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
852  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
853  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
854  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
855  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
856  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
857  559002_010     53 17    7                     Master's degree      Good
858  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
859  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
860  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
861  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
862  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
863  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
864  559839_010     53 17    0                     Master's degree Very Good
865  555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
866  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
867  550904_010     53 17    3                     Master's degree Very Good
868  554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
869  555294_010     53 NA    7                                <NA> Very Good
870  558441_010     53 NA    1                                <NA>      Fair
871  559601_010     53 NA    3                                <NA>      Fair
872  556979_010     53 NA    0                                 GED Very Good
873  559479_010     53 NA    8                                <NA>      Good
874  551833_010     53 NA    4                                <NA>      Good
875  555460_010     53 NA    6                                <NA>      Fair
876  553067_010     53 NA    0                                <NA> Very Good
877  558831_010     53 NA    1                                <NA>      Fair
878  556859_010     53 NA    2                                <NA> Very Good
879  553294_010     53 NA    2                                <NA> Excellent
880  556558_010     53 NA    0                                <NA> Very Good
881  552110_010     53 NA    0                                <NA>      Poor
882  558748_010     53 NA    7                                <NA>      Fair
883  555301_010     53 NA    1                                <NA>      Good
884  554628_010     53 NA    4                                <NA>      Good
885  550832_020     53 NA    2                                <NA>      Fair
886  550832_020     53 NA    2                                <NA>      Fair
887  555822_010     53 NA    1                                <NA>      Fair
888  551803_010     53 NA    1                                <NA> Very Good
889  551222_010     53 NA    0                                <NA>      Good
890  555249_010     53 NA    1                                <NA>      Fair
891  559283_010     53 NA    0                                <NA>      Good
892  552184_010     53 NA    0                                <NA>      Fair
893  551833_010     53 NA    4                                <NA>      Good
894  555294_010     53 NA    7                                <NA> Very Good
895  558441_010     53 NA    1                                <NA>      Fair
896  556437_020     53 NA    7                                <NA>      Fair
897  559707_010     53 NA    4                                <NA>      Good
898  556300_020     53 NA    0                                <NA> Very Good
899  556717_020     53 NA    0                                <NA>      Good
900  556979_010     53 NA    0                                 GED Very Good
901  558198_010     53 NA    8                 High school diploma      Fair
902  553294_010     53 NA    4                                <NA> Very Good
903  551975_010     53 NA    0                                <NA>      Good
904  551222_010     53 NA    0                                <NA>      Good
905  554687_010     53 NA    0                                <NA> Very Good
906  553067_010     53 NA    0                                <NA> Very Good
907  558703_010     53 NA    1                                <NA>      Fair
908  550418_010     53 NA    0                                <NA> Excellent
909  557883_010     53 NA    0                                <NA>      Good
910  550418_010     53 NA    0                                <NA> Excellent
911  555460_010     53 NA    6                                <NA>      Fair
912  559283_010     53 NA    0                                <NA>      Good
913  557551_010     53 NA    0                                <NA>      Fair
914  558441_010     53 NA    1                                <NA>      Fair
915  559023_010     53 NA    3                                <NA>      Fair
916  551803_010     53 NA    1                                <NA> Very Good
917  553920_010     53 NA    1                                <NA>      Good
918  559321_010     53 NA    6                                <NA>      Fair
919  559479_010     53 NA    8                                <NA>      Good
920  559023_010     53 NA    3                                <NA>      Fair
921  558668_010     53 NA    8                                <NA>      Fair
922  556477_010     53 NA    5                                None      Poor
923  553424_010     53 NA    3                                <NA>      Good
924  554628_010     53 NA    4                                <NA>      Good
925  550418_010     53 NA    0                                <NA> Excellent
926  559283_010     53 NA    0                                <NA>      Good
927  551833_010     53 NA    4                                <NA>      Good
928  553424_010     53 NA    3                                <NA>      Good
929  551031_010     53 NA    0                                <NA> Very Good
930  558703_010     53 NA    1                                <NA>      Poor
931  556717_020     53 NA    0                                <NA>      Good
932  559023_010     53 NA    3                                <NA>      Fair
933  551223_010     53 NA    0                                <NA> Excellent
934  559722_010     53 NA    1                                <NA>      Fair
935  558398_010     53 NA    2                                <NA> Very Good
936  554687_010     53 NA    0                                <NA> Very Good
937  555294_010     53 NA    7                                <NA> Very Good
938  559023_010     53 NA    3                                <NA>      Fair
939  552110_010     53 NA    0                                <NA>      Poor
940  558441_010     53 NA    1                                <NA>      Fair
941  559283_020     53 NA    0                                <NA>      Good
942  555460_010     53 NA    6                                <NA>      Fair
943  551223_010     53 NA    0                                <NA> Excellent
944  558184_020     54  4    6                                None      Fair
945  559806_020     54  5    0                                None      Fair
946  553280_010     54  5    0                                None Very Good
947  558693_020     54  6    0                                None      Fair
948  555324_010     54  7    1                                None Very Good
949  550661_010     54  7    7                                None      Poor
950  550661_010     54  7    7                                None      Poor
951  550661_010     54  7    7                                None      Poor
952  556833_010     54  9    0                                None Excellent
953  556833_010     54  9    0                                None Excellent
954  556833_010     54  9    0                                None Excellent
955  550291_010     54  9    1                                None      Good
956  558446_010     54  9    3                                None      Fair
957  558446_010     54  9    3                                None      Fair
958  559269_010     54 10    1                 High school diploma      Fair
959  554186_010     54 11    0                                None      Poor
960  550356_010     54 11    7                                 GED      Fair
961  550356_010     54 11    7                                 GED      Fair
962  551878_020     54 11    3                                 GED      Good
963  551030_010     54 11    7                 High school diploma      Fair
964  558087_010     54 11    3                                None      Fair
965  554494_010     54 12    0                 High school diploma      Good
966  556943_020     54 12    1                 High school diploma      Good
967  550822_020     54 12    4                                None      Fair
968  551279_010     54 12    1                 High school diploma      Good
969  551305_010     54 12    0                 High school diploma Very Good
970  555915_020     54 12    1                 High school diploma Very Good
971  556175_010     54 12    1                 High school diploma      Good
972  552949_020     54 12    1                                 GED      Fair
973  553775_010     54 12    0                 High school diploma      Good
974  553771_010     54 12    6                 High school diploma      Poor
975  555697_020     54 12    7                                None      Fair
976  553610_010     54 12    1                 High school diploma Very Good
977  552964_020     54 12   NA                 High school diploma Very Good
978  556179_010     54 12    2                 High school diploma      Fair
979  553765_010     54 12    8                                 GED      Fair
980  555441_020     54 12    1                 High school diploma Very Good
981  555339_010     54 12    1                 High school diploma      Good
982  555765_010     54 12    5                                 GED      Fair
983  551279_010     54 12    1                 High school diploma      Good
984  555441_010     54 12    0                                 GED      Fair
985  550047_010     54 12    0                 High school diploma Excellent
986  553890_010     54 12    0                 High school diploma Very Good
987  555441_010     54 12    0                 High school diploma      Fair
988  552949_010     54 12    5                                 GED      Fair
989  557425_010     54 12    0                 High school diploma Very Good
990  551305_010     54 12    0                 High school diploma Very Good
991  551564_010     54 12    2                                 GED      Fair
992  557885_020     54 12    2                 High school diploma      Fair
993  556943_020     54 12    1                 High school diploma      Good
994  555441_010     54 12    0                 High school diploma      Fair
995  555706_020     54 12    2                 High school diploma      Fair
996  552964_010     54 12   NA                 High school diploma      Good
997  553771_010     54 12    6                 High school diploma      Poor
998  555441_010     54 12    0                 High school diploma      Fair
999  555697_020     54 12    6                                None      Fair
1000 551279_010     54 12    1                 High school diploma      Good
1001 551564_010     54 12    2                                 GED      Fair
1002 555915_020     54 12    1                 High school diploma Very Good
1003 555706_020     54 12    2                 High school diploma      Fair
1004 558985_010     54 13    7                   Bachelor's degree      Fair
1005 550822_010     54 13    1                  Associate's degree      Fair
1006 554578_020     54 13    0                     Master's degree Very Good
1007 555706_020     54 13    2                  Associate's degree      Fair
1008 559011_010     54 13    3                  Associate's degree      Fair
1009 557784_010     54 13    4                  Associate's degree      Fair
1010 559909_010     54 13    4                  Associate's degree      Good
1011 554951_010     54 13    0                  Associate's degree Very Good
1012 552908_010     54 13    0                     Master's degree      Good
1013 558985_010     54 13    7                   Bachelor's degree      Fair
1014 554674_010     54 14    2                  Associate's degree      Good
1015 557667_010     54 14    8                   Bachelor's degree      Poor
1016 556741_010     54 14    1                   Bachelor's degree Very Good
1017 556741_010     54 14    1                   Bachelor's degree Very Good
1018 558859_010     54 14    3                   Bachelor's degree Very Good
1019 553206_010     54 14    0                  Associate's degree      Fair
1020 552812_010     54 14    1                  Associate's degree      Good
1021 555163_010     54 14    1                  Associate's degree      Good
1022 550583_010     54 14    3                   Bachelor's degree      Fair
1023 557811_020     54 14    0                   Bachelor's degree      Good
1024 552812_010     54 14    1                  Associate's degree      Good
1025 555103_010     54 14    8                  Associate's degree      Poor
1026 558849_010     54 14    0                   Bachelor's degree Very Good
1027 558927_010     54 14    1                   Bachelor's degree Excellent
1028 553206_010     54 14    0                  Associate's degree      Fair
1029 557924_010     54 14    3                   Bachelor's degree      Good
1030 558859_010     54 14    3                   Bachelor's degree Very Good
1031 550583_010     54 14    3                   Bachelor's degree      Fair
1032 555258_010     54 14    5                   Bachelor's degree      Good
1033 553206_010     54 14    0                  Associate's degree      Fair
1034 550583_010     54 14    3                   Bachelor's degree      Fair
1035 557924_010     54 14    4                   Bachelor's degree      Good
1036 555103_010     54 14    8                  Associate's degree      Poor
1037 550753_020     54 15    0                   Bachelor's degree      Good
1038 553761_010     54 15    6                   Bachelor's degree      Poor
1039 551261_010     54 15    0                  Associate's degree Very Good
1040 555138_010     54 15    0                     Master's degree Excellent
1041 554690_010     54 15    2                     Master's degree Very Good
1042 553480_010     54 16    8                     Master's degree      Fair
1043 556381_010     54 16    0                     Master's degree Excellent
1044 554561_010     54 16    0                  Associate's degree      Good
1045 556050_020     54 16    0                     Master's degree Very Good
1046 559963_010     54 16    3                     Master's degree      Good
1047 553480_010     54 16    8                     Master's degree      Fair
1048 557967_010     54 16    0                     Master's degree Very Good
1049 556381_010     54 16    0                     Master's degree Excellent
1050 558747_010     54 16    7                     Master's degree      Fair
1051 556381_010     54 16    0                     Master's degree Excellent
1052 556154_010     54 16    1                     Master's degree Very Good
1053 555931_010     54 16    0                     Master's degree Excellent
1054 555931_010     54 16    0                     Master's degree Excellent
1055 550166_010     54 16    0                     Master's degree Very Good
1056 551380_010     54 16    1                     Master's degree Very Good
1057 551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1058 559269_010     54 16    1                   Bachelor's degree      Fair
1059 558271_010     54 16    0                     Master's degree Very Good
1060 558390_010     54 16    2                     Master's degree Very Good
1061 552177_010     54 16    0                     Master's degree Excellent
1062 559617_020     54 16    3                     Master's degree      Good
1063 550685_010     54 16    0                     Master's degree Very Good
1064 553273_010     54 16    5                     Master's degree      Good
1065 553273_010     54 16    5                     Master's degree      Good
1066 558390_010     54 16    2                     Master's degree Very Good
1067 559350_010     54 16    3                     Master's degree      Good
1068 559963_010     54 16    3                     Master's degree      Fair
1069 552693_010     54 16    6                  Associate's degree      Fair
1070 558144_010     54 16    4                     Master's degree      Poor
1071 550985_020     54 16    0                     Master's degree Excellent
1072 556154_020     54 16    1                     Master's degree Very Good
1073 558951_020     54 16    5                   Bachelor's degree      Fair
1074 558747_010     54 16    7                     Master's degree      Fair
1075 559963_010     54 16    3                     Master's degree      Fair
1076 552812_020     54 16    1                     Master's degree      Good
1077 552812_020     54 16    0                     Master's degree Very Good
1078 557152_010     54 16    0                     Master's degree      Good
1079 551686_010     54 16    2                     Master's degree      Poor
1080 550985_020     54 16    0                     Master's degree Excellent
1081 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1082 552177_010     54 16    0                     Master's degree Excellent
1083 555297_020     54 16    0                     Master's degree Excellent
1084 550985_020     54 16    0                     Master's degree Excellent
1085 559986_010     54 16    1                   Bachelor's degree Very Good
1086 552656_010     54 16    0                     Master's degree      Good
1087 558951_020     54 16    5                   Bachelor's degree      Fair
1088 559002_010     54 17    7                     Master's degree      Good
1089 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1090 559190_020     54 17    0                     Master's degree      Good
1091 559002_010     54 17    7                     Master's degree      Good
1092 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1093 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1094 559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1095 559762_010     54 17    0                     Master's degree Very Good
1096 559973_010     54 17    2                  Associate's degree      Fair
1097 558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1098 559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1099 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1100 559762_010     54 17    0                     Master's degree      Good
1101 559963_010     54 17    3                     Master's degree      Good
1102 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1103 559190_020     54 17    0                     Master's degree      Good
1104 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
1105 559762_010     54 17    0                     Master's degree Very Good
1106 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1107 554686_010     54 17    1                     Master's degree Very Good
1108 555262_020     54 17    0                     Master's degree      Good
1109 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
1110 555262_020     54 17    0                     Master's degree      Good
1111 559170_010     54 NA    2                                <NA>      Good
1112 559990_010     54 NA    1                                <NA> Very Good
1113 553534_010     54 NA    4                                <NA>      Fair
1114 553508_010     54 NA    0                                <NA>      Good
1115 559170_010     54 NA    2                                <NA>      Good
1116 550931_010     54 NA    1                                <NA>      Good
1117 559170_010     54 NA    2                                <NA>      Good
1118 556859_010     54 NA    2                                <NA> Very Good
1119 558613_010     54 NA    4                                <NA>      Good
1120 558703_010     54 NA    1                                <NA>      Fair
1121 553654_010     54 NA    7                                <NA>      Fair
1122 559170_010     54 NA    2                                <NA>      Good
1123 553904_010     54 NA    6                                <NA>      Fair
1124 553776_010     54 NA    3                                <NA>      Good
1125 556886_020     54 NA    1                                <NA> Very Good
1126 555586_010     54 NA    0                                <NA>      Fair
1127 559840_010     54 NA    2                                <NA>      Good
1128 554961_010     54 NA    0                                <NA>      Fair
1129 557966_010     54 NA    6                                <NA>      Fair
1130 555086_010     54 NA    7                                <NA>      Poor
1131 553534_010     54 NA    4                                <NA>      Fair
1132 556995_010     54 NA    0                                <NA> Very Good
1133 558344_010     54 NA    1                                <NA>      Good
1134 553534_010     54 NA    4                                <NA>      Fair
1135 550931_010     54 NA    1                                <NA>      Good
1136 559818_010     54 NA    0                                <NA> Excellent
1137 551514_010     54 NA    4                                <NA>      Poor
1138 555648_010     54 NA    2                                <NA>      Fair
1139 557997_010     54 NA    0                                <NA> Very Good
1140 555777_010     54 NA    1                 High school diploma Excellent
1141 559600_010     54 NA    1                                <NA> Excellent
1142 555586_010     54 NA    0                                <NA>      Fair
1143 559793_010     54 NA    1                                <NA> Very Good
1144 556325_010     54 NA    1                                <NA>      Good
1145 559818_010     54 NA    0                                <NA> Excellent
1146 554408_010     54 NA    2                                <NA> Very Good
1147 559990_010     54 NA    1                                <NA> Very Good
1148 551048_010     54 NA    0                                <NA> Very Good
1149 555065_010     54 NA    2                                <NA> Very Good
1150 555166_010     54 NA    3                                <NA>      Good
1151 558953_010     54 NA    5                                <NA>      Poor
1152 558344_010     54 NA    1                                <NA>      Good
1153 556845_010     54 NA    0                                <NA>      Good
1154 554203_010     54 NA    0                                <NA> Very Good
1155 559968_010     54 NA    1                                <NA>      Good
1156 552228_020     54 NA    3                                <NA>      Fair
1157 552231_020     54 NA    0                                <NA>      Fair
1158 559793_010     54 NA    1                                <NA> Very Good
1159 557484_020     54 NA    1                                <NA>      Good
1160 551514_010     54 NA    4                                <NA>      Poor
1161 551514_010     54 NA    4                                <NA>      Poor
1162 557966_010     54 NA    6                                <NA>      Fair
1163 552578_020     54 NA    0                                <NA>      Good
1164 559990_010     54 NA    1                                <NA> Very Good
1165 550551_010     54 NA    1                                <NA> Very Good
1166 552578_010     54 NA    1                                <NA>      Good
1167 559355_010     54 NA    2                                <NA> Very Good
1168 557484_020     54 NA    1                                <NA>      Good
1169 552578_020     54 NA    0                                <NA>      Good
1170 554961_010     54 NA    0                                <NA>      Fair
1171 559968_010     54 NA    1                                <NA>      Fair
1172 559887_010     54 NA    1                                <NA>      Good
1173 556845_010     54 NA    0                                <NA>      Good
1174 555648_010     54 NA    2                                <NA>      Fair
1175 558344_010     54 NA    1                 High school diploma      Good
1176 552231_020     54 NA    0                                <NA> Very Good
1177 559355_010     54 NA    2                                <NA> Very Good
1178 558095_010     54 NA    7                                <NA>      Fair
1179 558095_010     54 NA    7                                <NA>      Fair
1180 553430_010     55  3    0                 High school diploma Excellent
1181 551225_010     55  6    2                                None      Fair
1182 551225_010     55  6    2                                None      Fair
1183 552118_020     55  8    2                                None      Fair
1184 550920_020     55  9    3                                None      Fair
1185 557347_020     55  9    1                                None Very Good
1186 555578_020     55 10    1                                None Excellent
1187 552504_010     55 10    3                                None Very Good
1188 554256_020     55 10    2                                 GED      Fair
1189 559917_010     55 10    3                 High school diploma      Good
1190 554256_020     55 10    2                                 GED      Fair
1191 555891_020     55 10    6                                None      Fair
1192 558246_010     55 11    4                                 GED Very Good
1193 554256_010     55 11    2                                 GED      Fair
1194 556606_010     55 11    5                                None      Good
1195 555900_010     55 12    0                 High school diploma Very Good
1196 556413_020     55 12    0                 High school diploma      Good
1197 553721_010     55 12    1                 High school diploma      Good
1198 552339_010     55 12    4                                 GED      Poor
1199 557538_020     55 12    0                 High school diploma Very Good
1200 552154_010     55 12    1                 High school diploma      Good
1201 552154_010     55 12    1                 High school diploma Very Good
1202 559445_010     55 12    0                                None      Good
1203 550362_010     55 12    8                                None      Poor
1204 559445_010     55 12    0                                None      Good
1205 550880_010     55 12    0                 High school diploma      Fair
1206 550609_010     55 12    0                  Associate's degree      Good
1207 557624_010     55 12    4                 High school diploma      Fair
1208 550362_010     55 12    8                                 GED      Poor
1209 558237_010     55 12    5                 High school diploma      Fair
1210 557198_010     55 12    1                 High school diploma      Good
1211 557198_010     55 12    1                 High school diploma      Good
1212 556367_010     55 12    1                 High school diploma Excellent
1213 558131_010     55 12    1                 High school diploma      Fair
1214 551085_010     55 12    1                 High school diploma Excellent
1215 559440_010     55 12    7                 High school diploma      Good
1216 556413_020     55 12    1                 High school diploma      Good
1217 550822_020     55 12    1                                None      Fair
1218 550535_010     55 12    0                                None      Fair
1219 551517_010     55 12    1                 High school diploma      Good
1220 557538_020     55 12    0                 High school diploma Very Good
1221 553721_010     55 12    1                 High school diploma      Good
1222 558004_020     55 12    1                 High school diploma      Good
1223 555134_020     55 12    1                 High school diploma      Fair
1224 556698_010     55 12    2                                None Very Good
1225 558974_010     55 13    2                  Associate's degree      Good
1226 558974_010     55 13    2                  Associate's degree      Good
1227 552741_010     55 13    2                  Associate's degree      Fair
1228 552423_020     55 13    1                  Associate's degree Very Good
1229 553055_020     55 13    0                  Associate's degree      Good
1230 552329_010     55 13    0                  Associate's degree      Fair
1231 555650_010     55 13    4                  Associate's degree      Fair
1232 552741_010     55 13    2                  Associate's degree      Fair
1233 557283_010     55 13    6                  Associate's degree      Fair
1234 555169_010     55 13    4                  Associate's degree Excellent
1235 552423_020     55 13    1                  Associate's degree Very Good
1236 554578_010     55 13    1                   Bachelor's degree      Good
1237 558974_010     55 13    2                  Associate's degree      Good
1238 558974_010     55 13    2                  Associate's degree      Good
1239 554479_010     55 14    1                     Master's degree Very Good
1240 557470_020     55 14    0                  Associate's degree      Good
1241 554479_010     55 14    1                     Master's degree Very Good
1242 557461_010     55 14    0                   Bachelor's degree      Good
1243 557446_010     55 14    1                   Bachelor's degree      Poor
1244 557446_010     55 14    1                   Bachelor's degree      Poor
1245 551104_010     55 14    2                  Associate's degree      Fair
1246 553790_020     55 14    0                   Bachelor's degree      Good
1247 556079_010     55 14    7                   Bachelor's degree      Fair
1248 553793_010     55 14    1                  Associate's degree      Fair
1249 558185_010     55 14    8                   Bachelor's degree      Fair
1250 557667_010     55 14    8                   Bachelor's degree      Poor
1251 553793_010     55 14    1                  Associate's degree      Fair
1252 554488_020     55 14    0                   Bachelor's degree Very Good
1253 557446_010     55 15    1                   Bachelor's degree      Poor
1254 555331_010     55 15    0                 High school diploma Very Good
1255 550794_020     55 15    0                 High school diploma      Good
1256 559814_010     55 15    0                  Associate's degree      Good
1257 552939_010     55 16    0                     Master's degree      Good
1258 553970_010     55 16    0                     Master's degree Very Good
1259 553273_010     55 16    5                     Master's degree      Good
1260 559244_010     55 16    4                     Master's degree      Fair
1261 559586_010     55 16    4                   Bachelor's degree      Good
1262 557470_020     55 16    0                     Master's degree      Good
1263 552656_020     55 16    4                     Master's degree      Good
1264 556301_010     55 16    1                     Master's degree      Good
1265 554840_010     55 16    3                     Master's degree      Fair
1266 551748_010     55 16    0                     Master's degree Very Good
1267 559586_010     55 16    4                  Associate's degree      Good
1268 557538_020     55 16    0                 High school diploma Very Good
1269 553970_010     55 16    0                     Master's degree Very Good
1270 555929_010     55 16    0                     Master's degree Very Good
1271 559586_010     55 16    4                     Master's degree      Good
1272 554717_010     55 16    5                     Master's degree Very Good
1273 551748_010     55 16    0                     Master's degree Very Good
1274 554717_010     55 16    5                     Master's degree Very Good
1275 550272_010     55 16    2                     Master's degree      Good
1276 559586_010     55 16    7                     Master's degree      Good
1277 550223_010     55 16    2                     Master's degree Very Good
1278 552529_020     55 16    1                     Master's degree Very Good
1279 558809_010     55 16    1                     Master's degree      Poor
1280 559586_010     55 16    4                     Master's degree      Good
1281 556698_010     55 16    2                     Master's degree Very Good
1282 559343_010     55 16    1                     Master's degree Excellent
1283 554717_010     55 16    5                     Master's degree Very Good
1284 550685_010     55 16    0                     Master's degree Very Good
1285 559343_010     55 16    1                     Master's degree Excellent
1286 556111_010     55 16    2                     Master's degree Very Good
1287 554717_010     55 16    7                     Master's degree Very Good
1288 552693_010     55 16    6                  Associate's degree      Fair
1289 555929_010     55 16    0                     Master's degree Very Good
1290 559617_020     55 16    0                     Master's degree      Good
1291 554840_010     55 16    3                     Master's degree      Fair
1292 558962_010     55 16    0                     Master's degree      Good
1293 556734_010     55 17    8                     Master's degree      Good
1294 556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
1295 559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1296 559341_010     55 17    1                     Master's degree Very Good
1297 556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1298 559341_010     55 17    1                     Master's degree Very Good
1299 555073_020     55 17    4                     Master's degree      Good
1300 555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1301 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1302 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1303 559814_010     55 17    0                     Master's degree Very Good
1304 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1305 550181_010     55 17    2                     Master's degree      Good
1306 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1307 556851_010     55 17    7                     Master's degree      Fair
1308 550181_010     55 17    2                     Master's degree      Good
1309 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1310 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1311 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1312 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1313 552529_020     55 17    1                     Master's degree Very Good
1314 552754_010     55 NA    1                                <NA>      Fair
1315 559734_010     55 NA    0                                <NA> Very Good
1316 554862_010     55 NA    4                                <NA>      Poor
1317 554203_020     55 NA    1                                <NA>      Good
1318 555332_010     55 NA    0                                <NA> Excellent
1319 554994_020     55 NA    0                                <NA>      Poor
1320 559506_010     55 NA    0                                <NA>      Good
1321 554994_020     55 NA    1                                <NA> Very Good
1322 556433_010     55 NA    8                                <NA>      Fair
1323 551789_010     55 NA    2                                <NA>      Fair
1324 558626_010     55 NA    0                                <NA>      Good
1325 556717_020     55 NA    0                                <NA>      Good
1326 550887_010     55 NA    1                                <NA>      Good
1327 550299_010     55 NA    1                                <NA>      Good
1328 559734_010     55 NA    0                                <NA> Very Good
1329 558191_010     55 NA    1                                <NA>      Fair
1330 554144_010     55 NA    0                                <NA>      Poor
1331 559600_020     55 NA    1                                <NA> Very Good
1332 552228_010     55 NA    4                                <NA>      Fair
1333 558532_020     55 NA    1                                <NA>      Good
1334 556121_010     55 NA    3                                <NA>      Fair
1335 555065_010     55 NA    2                                <NA> Very Good
1336 559624_010     55 NA    0                                <NA>      Good
1337 558594_010     55 NA    0                                <NA>      Fair
1338 554660_020     55 NA    0                     Master's degree      Good
1339 554387_010     55 NA    0                                <NA> Excellent
1340 559600_020     55 NA    4                                <NA>      Fair
1341 552819_010     55 NA    0                                <NA> Very Good
1342 557258_010     55 NA    0                                <NA> Very Good
1343 555134_010     55 NA    1                     Master's degree      Good
1344 557619_010     55 NA    0                                <NA> Very Good
1345 558950_010     55 NA    1                                <NA> Very Good
1346 556433_010     55 NA    8                                <NA>      Fair
1347 555332_010     55 NA    0                                <NA> Excellent
1348 551781_010     55 NA    0                                <NA> Very Good
1349 553508_010     55 NA    0                                <NA>      Good
1350 553512_010     55 NA    1                                <NA> Very Good
1351 558594_010     55 NA    0                                <NA>      Fair
1352 552819_010     55 NA    0                                <NA> Very Good
1353 559506_010     55 NA    0                                <NA>      Good
1354 559734_010     55 NA    0                                <NA> Very Good
1355 554862_010     55 NA    4                                <NA>      Poor
1356 555749_010     55 NA    0                                <NA>      Poor
1357 559861_020     55 NA    0                                <NA> Very Good
1358 554314_010     55 NA    1                                <NA> Very Good
1359 556433_010     55 NA    8                                <NA>      Fair
1360 556433_010     55 NA    8                                <NA>      Fair
1361 551316_010     55 NA    7                                <NA>      Good
1362 554314_010     55 NA    1                                <NA> Very Good
1363 559734_010     55 NA    0                                <NA> Very Good
1364 557898_010     55 NA    3                                <NA>      Good
1365 557619_010     55 NA    0                                <NA> Very Good
1366 555721_010     55 NA    4                                <NA>      Good
1367 554933_010     55 NA    1                 High school diploma Very Good
1368 555479_010     55 NA    0                                <NA>      Good
1369 556121_010     55 NA    3                                <NA>      Fair
1370 551781_010     55 NA    0                                <NA> Very Good
1371 553275_010     55 NA    2                                <NA> Very Good
1372 558266_010     56  0    2                 High school diploma      Fair
1373 558266_010     56  1    2                 High school diploma      Fair
1374 558774_020     56  3    0                                None      Fair
1375 558266_010     56  3    2                 High school diploma      Fair
1376 558266_010     56  3    2                 High school diploma      Fair
1377 553252_010     56  6    2                                None      Fair
1378 555663_010     56  6    1                                None      Fair
1379 551188_010     56  6    3                                None      Poor
1380 555042_010     56  6    1                                None Excellent
1381 554255_010     56  6    0                                None      Good
1382 555663_010     56  6    1                                None      Fair
1383 555663_010     56  7    1                                None      Fair
1384 554154_020     56  8    0                                None      Fair
1385 554154_020     56  8    0                                None      Fair
1386 550462_010     56  9    0                                 GED      Fair
1387 550522_010     56  9    1                                None      Fair
1388 551292_010     56  9    3                                None      Poor
1389 558052_010     56 10    4                                None      Fair
1390 559292_010     56 11    6                                None      Fair
1391 559551_010     56 11    2                                None      Fair
1392 559785_010     56 11    1                 High school diploma      Fair
1393 559292_010     56 11    6                                None      Fair
1394 554154_020     56 11    0                 High school diploma      Fair
1395 550064_010     56 11    1                 High school diploma      Good
1396 555891_010     56 11    7                                None      Fair
1397 559785_020     56 11    1                                 GED      Fair
1398 559785_010     56 11    1                 High school diploma      Fair
1399 559121_010     56 11    6                                None      Poor
1400 554363_010     56 11    1                                None      Good
1401 554463_010     56 11    5                                 GED      Fair
1402 554463_010     56 11    5                                 GED      Fair
1403 559121_010     56 11    6                                None      Poor
1404 555339_020     56 12    6                 High school diploma      Good
1405 551973_010     56 12    2                 High school diploma      Fair
1406 553817_010     56 12    6                 High school diploma      Good
1407 554377_010     56 12    0                 High school diploma      Good
1408 552544_010     56 12    1                 High school diploma Very Good
1409 551372_010     56 12    1                                 GED      Fair
1410 553237_010     56 12    0                 High school diploma Excellent
1411 556516_010     56 12    0                 High school diploma      Fair
1412 552544_010     56 12    1                 High school diploma Very Good
1413 559416_010     56 12    6                                 GED Excellent
1414 553227_010     56 12    1                 High school diploma Excellent
1415 556541_010     56 12    1                 High school diploma Very Good
1416 551940_010     56 12    7                 High school diploma      Fair
1417 550015_010     56 12    0                 High school diploma Very Good
1418 550110_010     56 12    4                 High school diploma      Poor
1419 550064_010     56 12    3                 High school diploma      Good
1420 553817_010     56 12    6                 High school diploma      Good
1421 557624_020     56 12    8                 High school diploma      Fair
1422 551843_010     56 12    0                 High school diploma      Good
1423 558926_010     56 12    0                 High school diploma Very Good
1424 550964_020     56 12    3                 High school diploma Very Good
1425 550015_010     56 12    2                 High school diploma Very Good
1426 555716_020     56 12    5                 High school diploma Very Good
1427 557940_010     56 12    8                 High school diploma      Fair
1428 551372_010     56 12    1                                 GED      Fair
1429 551973_010     56 12    2                 High school diploma      Fair
1430 559416_020     56 12    5                                 GED Excellent
1431 558926_020     56 13    1                   Bachelor's degree      Good
1432 552741_010     56 13    2                  Associate's degree      Fair
1433 554578_010     56 13    0                     Master's degree Very Good
1434 552741_010     56 13    2                  Associate's degree      Fair
1435 557646_010     56 14    4                  Associate's degree      Fair
1436 552423_020     56 14    1                  Associate's degree Very Good
1437 550930_010     56 14    1                  Associate's degree      Fair
1438 553961_020     56 14    0                   Bachelor's degree      Fair
1439 555872_010     56 14    0                   Bachelor's degree Very Good
1440 552192_010     56 14    5                  Associate's degree      Fair
1441 559843_020     56 14    0                  Associate's degree      Good
1442 552192_010     56 14    5                  Associate's degree      Fair
1443 551132_020     56 14    1                   Bachelor's degree Very Good
1444 552192_010     56 14    5                  Associate's degree      Fair
1445 553961_020     56 14    0                   Bachelor's degree      Fair
1446 555503_020     56 14    4                  Associate's degree      Fair
1447 550930_010     56 14    1                  Associate's degree      Fair
1448 551412_020     56 14    4                 High school diploma      Fair
1449 551450_010     56 14    0                   Bachelor's degree      Good
1450 555872_010     56 14    0                   Bachelor's degree Very Good
1451 557908_010     56 14    0                  Associate's degree      Good
1452 553522_010     56 14    1                   Bachelor's degree      Fair
1453 558131_020     56 14    1                 High school diploma      Good
1454 558764_010     56 14    2                   Bachelor's degree      Fair
1455 550859_010     56 15    0                  Associate's degree      Fair
1456 557773_010     56 15    3                  Associate's degree Very Good
1457 555395_020     56 15    0                   Bachelor's degree Very Good
1458 550859_010     56 15    0                  Associate's degree      Fair
1459 557423_010     56 16    0                     Master's degree      Fair
1460 559300_010     56 16    0                     Master's degree Very Good
1461 558663_010     56 16    4                     Master's degree      Fair
1462 554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1463 551412_010     56 16    0                     Master's degree      Poor
1464 557423_010     56 16    0                     Master's degree      Fair
1465 551412_020     56 16    4                     Master's degree      Poor
1466 558366_010     56 16    2                     Master's degree      Good
1467 558131_010     56 16    1                     Master's degree      Fair
1468 559912_020     56 16    0                     Master's degree Very Good
1469 554330_020     56 16    1                   Bachelor's degree      Fair
1470 551412_020     56 16    4                     Master's degree      Poor
1471 553121_010     56 16    0                     Master's degree      Good
1472 554330_020     56 16    1                   Bachelor's degree      Fair
1473 551169_010     56 16    3                     Master's degree      Poor
1474 555341_010     56 16    8                     Master's degree      Poor
1475 558366_010     56 16    2                     Master's degree      Good
1476 557642_010     56 16    1                     Master's degree      Good
1477 558154_010     56 16    5                     Master's degree      Poor
1478 557003_010     56 16    3                     Master's degree Very Good
1479 558131_020     56 16    1                     Master's degree      Good
1480 553121_010     56 16    0                     Master's degree      Good
1481 559912_020     56 16    0                     Master's degree Very Good
1482 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1483 557470_020     56 16    0                     Master's degree      Good
1484 551132_020     56 16    1                     Master's degree Very Good
1485 559300_010     56 16    0                     Master's degree Very Good
1486 550830_010     56 16    0                  Associate's degree      Good
1487 559300_010     56 16    0                     Master's degree Very Good
1488 558366_010     56 16    2                     Master's degree      Good
1489 559190_010     56 16    0                     Master's degree Excellent
1490 557642_010     56 16    1                     Master's degree      Good
1491 557003_010     56 16    3                     Master's degree Very Good
1492 553780_020     56 17    5                     Master's degree Very Good
1493 557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1494 558133_010     56 17    3                     Master's degree Very Good
1495 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1496 555073_020     56 17    4                     Master's degree      Good
1497 553780_020     56 17    5                     Master's degree      Good
1498 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1499 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1500 558133_010     56 17    3                     Master's degree Very Good
1501 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1502 555073_020     56 17    4                     Master's degree      Good
1503 552836_020     56 17    0                     Master's degree Very Good
1504 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1505 552917_010     56 17    1                     Master's degree Very Good
1506 551450_010     56 17    0                     Master's degree      Good
1507 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1508 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1509 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1510 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1511 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
1512 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1513 550790_010     56 NA    1                                <NA>      Good
1514 553316_010     56 NA    3                                <NA>      Good
1515 555805_010     56 NA    1                                <NA>      Fair
1516 555085_020     56 NA    0                   Bachelor's degree Excellent
1517 552819_020     56 NA    0                                <NA> Excellent
1518 554098_010     56 NA    7                                <NA>      Poor
1519 555085_020     56 NA    0                                <NA> Excellent
1520 554098_010     56 NA    7                                <NA>      Poor
1521 551646_010     56 NA    0                                <NA> Very Good
1522 558115_010     56 NA    1                                <NA>      Fair
1523 552819_010     56 NA    0                                <NA> Very Good
1524 551092_010     56 NA    0                                <NA>      Good
1525 550458_010     56 NA    0                                <NA> Excellent
1526 552238_010     56 NA    1                                <NA>      Good
1527 551064_010     56 NA    0                                <NA> Excellent
1528 559080_010     56 NA    0                                <NA>      Good
1529 559234_020     56 NA    0                                <NA> Very Good
1530 554540_010     56 NA    0                                <NA>      Good
1531 554312_010     56 NA    4                                <NA>      Good
1532 556964_010     56 NA    6                                <NA>      Fair
1533 557544_010     56 NA    0                                <NA>      Fair
1534 550254_010     56 NA    6                                <NA> Very Good
1535 550254_010     56 NA    6                                <NA> Very Good
1536 551203_010     56 NA    0                   Bachelor's degree Excellent
1537 555805_010     56 NA    1                                <NA>      Fair
1538 554312_020     56 NA    3                                <NA>      Fair
1539 552238_010     56 NA    1                                <NA>      Good
1540 559234_020     56 NA    0                                <NA> Very Good
1541 551646_010     56 NA    0                                <NA> Very Good
1542 551064_010     56 NA    0                                <NA> Excellent
1543 550458_020     56 NA    0                                <NA> Very Good
1544 555085_010     56 NA    0                                <NA> Excellent
1545 555113_010     56 NA    1                                <NA>      Fair
1546 551064_010     56 NA    0                                <NA> Excellent
1547 559624_010     56 NA    1                                <NA> Very Good
1548 557544_010     56 NA    0                                <NA>      Fair
1549 552989_010     57  6    0                 High school diploma      Fair
1550 557244_010     57  7    8                                None Very Good
1551 554171_020     57  7    1                 High school diploma Very Good
1552 559907_010     57  8    0                                None Very Good
1553 551179_020     57  9    3                                None      Good
1554 551179_020     57  9    3                                None Very Good
1555 554026_010     57  9    8                                None      Fair
1556 551179_020     57  9    3                                None      Good
1557 551346_010     57  9    0                                None      Good
1558 551579_010     57 10    7                                None      Poor
1559 555137_010     57 10    1                                 GED Very Good
1560 555767_010     57 11    2                                None Excellent
1561 558286_010     57 11    3                 High school diploma      Fair
1562 555944_010     57 11    0                                None Very Good
1563 550404_010     57 11    2                                None      Good
1564 551179_010     57 12    0                                None Very Good
1565 551054_010     57 12    1                 High school diploma Very Good
1566 555495_010     57 12    1                 High school diploma Excellent
1567 557977_010     57 12    0                 High school diploma Excellent
1568 553715_020     57 12    1                 High school diploma      Fair
1569 551054_010     57 12    1                 High school diploma Very Good
1570 559785_020     57 12    4                                 GED      Poor
1571 554003_010     57 12    6                 High school diploma      Poor
1572 554003_010     57 12    6                 High school diploma      Poor
1573 551054_010     57 12    1                 High school diploma Very Good
1574 556541_010     57 12    1                 High school diploma Very Good
1575 559812_010     57 12    6                 High school diploma      Fair
1576 556240_010     57 12    3                 High school diploma      Poor
1577 555349_010     57 12    0                 High school diploma      Good
1578 550428_010     57 12    1                 High school diploma      Good
1579 553482_010     57 12    6                 High school diploma      Poor
1580 552050_010     57 12    4                 High school diploma      Fair
1581 551228_010     57 12    6                                None      Fair
1582 551228_010     57 12    6                                None      Fair
1583 552919_010     57 12    1                 High school diploma Very Good
1584 558158_010     57 13    0                  Associate's degree      Good
1585 559598_010     57 13    1                  Associate's degree Very Good
1586 559598_010     57 13    1                  Associate's degree Very Good
1587 558158_010     57 13    0                  Associate's degree      Good
1588 559598_020     57 13    1                  Associate's degree Very Good
1589 558158_010     57 13    0                  Associate's degree      Good
1590 556266_010     57 14    3                  Associate's degree      Fair
1591 552159_010     57 14    4                  Associate's degree      Good
1592 558664_010     57 14    1                   Bachelor's degree      Good
1593 556779_010     57 14    0                   Bachelor's degree      Good
1594 556675_010     57 14    1                  Associate's degree Very Good
1595 558576_010     57 14    2                   Bachelor's degree      Good
1596 558664_010     57 14    1                   Bachelor's degree      Good
1597 552292_010     57 14    4                   Bachelor's degree      Good
1598 559683_010     57 15    6                  Associate's degree      Fair
1599 556266_010     57 15    3                  Associate's degree      Fair
1600 556260_020     57 15    0                   Bachelor's degree Very Good
1601 556484_010     57 15    0                   Bachelor's degree Very Good
1602 552053_010     57 15    2                  Associate's degree      Good
1603 552053_010     57 15    2                  Associate's degree      Good
1604 556484_010     57 15    0                   Bachelor's degree Very Good
1605 556484_010     57 15    0                   Bachelor's degree Very Good
1606 554152_020     57 16    0                     Master's degree Very Good
1607 559069_020     57 16    1                     Master's degree      Good
1608 554152_020     57 16    0                     Master's degree Very Good
1609 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1610 550267_020     57 16    0                     Master's degree Very Good
1611 554152_020     57 16    0                     Master's degree Very Good
1612 550267_020     57 16    0                     Master's degree Very Good
1613 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1614 554517_010     57 16    0                     Master's degree Excellent
1615 554517_010     57 16    0                     Master's degree Excellent
1616 558109_010     57 16    1                     Master's degree      Good
1617 554490_010     57 16    1                     Master's degree      Fair
1618 559069_020     57 16    1                     Master's degree      Good
1619 554152_020     57 16    0                     Master's degree Very Good
1620 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1621 554706_010     57 17    0                     Master's degree Excellent
1622 555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1623 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1624 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1625 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1626 550218_020     57 17    8                     Master's degree Very Good
1627 556394_010     57 17    3                  Associate's degree      Good
1628 556266_010     57 17    3                  Associate's degree      Fair
1629 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1630 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1631 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1632 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1633 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1634 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1635 552965_010     57 17    0                     Master's degree      Good
1636 552193_010     57 NA    0                                None Very Good
1637 555679_010     57 NA    2                                <NA>      Fair
1638 557963_010     57 NA    2                                <NA>      Fair
1639 555553_010     57 NA    3                                <NA>      Good
1640 557125_010     58 10    7                                None      Poor
1641 555578_020     58 10    1                                None Very Good
1642 557125_010     58 10    7                                None      Poor
1643 558264_010     58 11    0                                None      Fair
1644 550686_010     58 11    2                 High school diploma      Good
1645 550686_010     58 12    2                 High school diploma      Good
1646 559071_010     58 12    0                 High school diploma      Good
1647 558155_010     58 12    2                 High school diploma      Fair
1648 559129_010     58 12    6                 High school diploma      Fair
1649 554740_010     58 12    5                 High school diploma      Good
1650 558155_010     58 12    0                 High school diploma      Fair
1651 557344_010     58 12    3                 High school diploma      Poor
1652 551025_020     58 12    1                 High school diploma Very Good
1653 554740_010     58 12    5                 High school diploma      Good
1654 556445_010     58 12    5                 High school diploma      Fair
1655 551087_010     58 12    0                 High school diploma      Good
1656 559129_010     58 12    6                 High school diploma      Fair
1657 553532_010     58 12    0                 High school diploma      Fair
1658 556445_010     58 12    5                 High school diploma      Fair
1659 558155_010     58 12    0                 High school diploma      Good
1660 556712_010     58 13    2                  Associate's degree      Fair
1661 556712_010     58 13    2                  Associate's degree      Fair
1662 556712_010     58 13    2                  Associate's degree      Fair
1663 556531_010     58 13    1                   Bachelor's degree      Good
1664 557269_010     58 13    7                  Associate's degree      Good
1665 557269_010     58 13    7                  Associate's degree      Good
1666 556712_010     58 13    2                  Associate's degree      Fair
1667 550753_010     58 13    1                  Associate's degree Very Good
1668 556531_010     58 13    1                   Bachelor's degree      Good
1669 557269_010     58 13    7                  Associate's degree      Good
1670 557269_010     58 13    7                  Associate's degree      Good
1671 555886_020     58 14    0                  Associate's degree      Good
1672 556143_010     58 14    0                   Bachelor's degree Very Good
1673 554594_010     58 14    1                   Bachelor's degree      Good
1674 555601_010     58 14    1                 High school diploma      Fair
1675 551442_010     58 14    0                   Bachelor's degree      Good
1676 557518_010     58 14    2                  Associate's degree Very Good
1677 555601_010     58 14    1                 High school diploma      Fair
1678 555560_010     58 14    1                  Associate's degree Very Good
1679 555489_020     58 14    1                   Bachelor's degree Very Good
1680 558155_010     58 14    0                 High school diploma      Good
1681 556143_010     58 14    0                   Bachelor's degree Very Good
1682 553826_020     58 14    0                  Associate's degree Excellent
1683 557510_010     58 14    1                  Associate's degree      Good
1684 557518_010     58 14    2                  Associate's degree Very Good
1685 556291_010     58 16    1                     Master's degree Excellent
1686 552567_010     58 16    1                  Associate's degree      Good
1687 556291_010     58 16    1                     Master's degree Excellent
1688 556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1689 554449_010     58 16    0                     Master's degree Excellent
1690 555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1691 554449_010     58 16    0                     Master's degree Excellent
1692 556352_010     58 16    0                     Master's degree Excellent
1693 557751_010     58 16    1                     Master's degree Very Good
1694 557751_010     58 16    1                     Master's degree Very Good
1695 555073_010     58 16    0                     Master's degree      Good
1696 556352_010     58 16    0                     Master's degree Excellent
1697 554121_010     58 16    0                     Master's degree Very Good
1698 557751_010     58 16    1                     Master's degree Very Good
1699 556291_010     58 16    1                     Master's degree Excellent
1700 552567_010     58 16    1                  Associate's degree      Good
1701 554764_010     58 17    1                     Master's degree      Good
1702 558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
1703 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1704 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1705 554764_010     58 17    1                     Master's degree      Good
1706 558191_010     58 NA    1                                <NA>      Fair
1707 551346_010     59  4    0                                None      Good
1708 555221_010     59  6    2                                None      Fair
1709 552279_020     59  6    0                                None      Fair
1710 554365_020     59  6    0                                None      Good
1711 550920_020     59 10    5                                None      Fair
1712 555578_020     59 10    1                                None Very Good
1713 551878_010     59 10    3                                 GED Very Good
1714 551628_010     59 11    0                 High school diploma Very Good
1715 550147_010     59 12    0                 High school diploma      Fair
1716 550147_010     59 12    0                 High school diploma      Fair
1717 552786_010     59 12    4                 High school diploma      Good
1718 550920_010     59 12    3                 High school diploma      Fair
1719 559567_020     59 12    3                 High school diploma      Poor
1720 550428_010     59 12    1                 High school diploma      Good
1721 559567_020     59 12    3                 High school diploma      Poor
1722 559471_010     59 12    6                 High school diploma      Poor
1723 559471_010     59 12    6                 High school diploma      Poor
1724 554880_010     59 12    1                                None      Good
1725 554939_010     59 12    1                 High school diploma      Fair
1726 550147_010     59 12    0                 High school diploma      Fair
1727 556089_020     59 12    0                 High school diploma      Poor
1728 558062_010     59 12    2                 High school diploma      Fair
1729 552786_010     59 12    4                 High school diploma      Good
1730 553881_010     59 13    0                  Associate's degree Very Good
1731 556944_010     59 13    1                  Associate's degree Excellent
1732 556394_020     59 13    3                  Associate's degree      Good
1733 556149_010     59 13    8                  Associate's degree      Poor
1734 557804_020     59 13    4                   Bachelor's degree      Poor
1735 556493_010     59 13    4                  Associate's degree      Fair
1736 556149_010     59 13    8                  Associate's degree      Poor
1737 553881_010     59 13    0                  Associate's degree Very Good
1738 556138_010     59 13    6                  Associate's degree      Fair
1739 553623_010     59 13    2                 High school diploma Very Good
1740 552454_010     59 13    0                  Associate's degree Very Good
1741 556138_010     59 13    6                  Associate's degree      Fair
1742 554818_010     59 14    3                  Associate's degree Very Good
1743 559843_010     59 14    0                  Associate's degree      Fair
1744 551299_010     59 14    6                   Bachelor's degree      Poor
1745 554818_010     59 14    3                  Associate's degree Very Good
1746 556570_010     59 14    0                  Associate's degree Excellent
1747 557855_010     59 14    6                  Associate's degree      Good
1748 550428_010     59 14    1                  Associate's degree      Good
1749 556493_010     59 14    4                  Associate's degree      Fair
1750 553826_020     59 14    0                   Bachelor's degree Excellent
1751 559132_010     59 14    0                   Bachelor's degree Very Good
1752 557855_010     59 14    6                  Associate's degree      Good
1753 553623_020     59 14    0                 High school diploma Very Good
1754 557855_010     59 14    6                  Associate's degree      Good
1755 556223_010     59 16    1                     Master's degree      Good
1756 555375_010     59 16    0                     Master's degree      Fair
1757 555375_010     59 16    0                     Master's degree      Fair
1758 556441_010     59 16    4                     Master's degree      Poor
1759 551744_020     59 16    0                     Master's degree Excellent
1760 555375_010     59 16    0                     Master's degree      Fair
1761 556441_010     59 16    4                     Master's degree      Poor
1762 558884_010     59 16    2                     Master's degree      Good
1763 557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1764 555244_010     60  2    3                                None      Fair
1765 559148_010     60  6    0                                None      Good
1766 557456_020     60  6    4                                None Excellent
1767 557690_010     60  6    2                                None      Poor
1768 557690_010     60  6    2                                None      Poor
1769 557690_010     60  6    2                                None      Poor
1770 556513_010     60 10    1                                None      Fair
1771 555545_020     60 10    2                                None Very Good
1772 550384_010     60 10    6                                None      Poor
1773 552761_020     60 11    2                                None      Fair
1774 555545_010     60 11    1                                None Excellent
1775 557358_010     60 11    6                                 GED      Poor
1776 555545_010     60 11    1                                None Excellent
1777 554069_020     60 11    2                                None      Fair
1778 555545_010     60 11    1                                None Excellent
1779 554069_020     60 11    2                                None      Fair
1780 554874_010     60 12    0                                None      Fair
1781 559342_020     60 12    0                 High school diploma      Fair
1782 554874_010     60 12    0                                None      Fair
1783 555578_010     60 12    1                 High school diploma Very Good
1784 555578_010     60 12    1                 High school diploma Excellent
1785 559044_020     60 12    1                 High school diploma      Fair
1786 555441_020     60 12    1                                 GED Very Good
1787 552690_010     60 12    4                 High school diploma      Fair
1788 552332_010     60 12    2                 High school diploma      Fair
1789 557856_010     60 13    2                  Associate's degree      Fair
1790 559649_010     60 13    3                   Bachelor's degree      Good
1791 554354_010     60 13    0                  Associate's degree      Good
1792 559649_010     60 13    3                   Bachelor's degree      Good
1793 559704_010     60 14    1                   Bachelor's degree Excellent
1794 557649_010     60 14    2                   Bachelor's degree Very Good
1795 555702_010     60 14    5                   Bachelor's degree      Fair
1796 552892_020     60 14    4                  Associate's degree      Fair
1797 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1798 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1799 553826_010     60 14    0                  Associate's degree Excellent
1800 558546_010     60 15    0                  Associate's degree Very Good
1801 552892_020     60 15    6                  Associate's degree      Fair
1802 556137_010     60 15    1                  Associate's degree      Good
1803 559704_010     60 15    1                   Bachelor's degree Excellent
1804 556646_020     60 15    0                  Associate's degree Very Good
1805 554195_010     60 16    0                     Master's degree Very Good
1806 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1807 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
1808 552811_020     60 17    0                     Master's degree Excellent
1809 558198_010     60 NA    8                                <NA>      Fair
1810 553315_020     61  1    2                 High school diploma      Fair
1811 553879_010     61  6    1                                None      Poor
1812 553879_010     61  6    1                                None      Poor
1813 558602_010     61  6    0                                None      Fair
1814 551414_020     61  8    0                                None Very Good
1815 551414_020     61  8    0                                None Very Good
1816 558939_020     61  9    0                 High school diploma      Good
1817 557093_010     61 11    0                                None      Fair
1818 554069_020     61 11    2                                None      Fair
1819 559470_010     61 11    1                                 GED      Good
1820 553448_010     61 11    3                                None      Fair
1821 554832_020     61 12    2                 High school diploma      Good
1822 551087_020     61 12    0                 High school diploma      Good
1823 557104_010     61 12    0                 High school diploma Very Good
1824 557104_010     61 12    0                 High school diploma Very Good
1825 559644_010     61 12    2                                None      Poor
1826 557786_010     61 12    0                 High school diploma      Good
1827 553715_010     61 12    2                 High school diploma      Fair
1828 557538_020     61 12    0                 High school diploma Very Good
1829 552633_010     61 12    0                 High school diploma      Good
1830 553715_010     61 12    2                 High school diploma      Fair
1831 552633_010     61 12    0                 High school diploma      Good
1832 557856_010     61 13    2                  Associate's degree      Fair
1833 559649_010     61 13    3                   Bachelor's degree      Good
1834 553055_020     61 13    1                  Associate's degree      Good
1835 554832_010     61 13    2                     Master's degree      Good
1836 557723_010     61 13    5                  Associate's degree      Fair
1837 551548_010     61 14    6                  Associate's degree      Fair
1838 550698_010     61 14    0                  Associate's degree      Fair
1839 555601_020     61 14    2                 High school diploma      Fair
1840 559178_020     61 14    3                  Associate's degree      Good
1841 552059_010     61 14    0                   Bachelor's degree      Fair
1842 554548_010     61 14    6                   Bachelor's degree      Poor
1843 554172_010     61 15    5                  Associate's degree      Fair
1844 554172_010     61 15    5                  Associate's degree      Fair
1845 559764_010     61 16    2                  Associate's degree      Fair
1846 556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
1847 553443_020     61 17    5                     Master's degree      Good
1848 552811_020     61 17    0                     Master's degree Excellent
1849 556341_010     61 NA    7                                 GED      Fair
1850 550581_020     62  5    2                                None Very Good
1851 557574_010     62  5    1                                None Very Good
1852 550581_020     62  7    1                                None Very Good
1853 550943_010     62 10    4                                 GED      Poor
1854 550516_010     62 11    1                                None Excellent
1855 559660_010     62 11    1                                None      Fair
1856 550516_010     62 11    1                                None Excellent
1857 550516_010     62 11    1                                None Excellent
1858 550516_010     62 11    1                                None Excellent
1859 552118_020     62 11    1                                None      Fair
1860 550516_010     62 11    1                                None Excellent
1861 555137_010     62 11    1                                 GED Very Good
1862 559893_010     62 11    4                 High school diploma      Fair
1863 557093_010     62 11    0                                None      Fair
1864 559660_010     62 11    1                                None      Fair
1865 559660_010     62 11    1                                None      Fair
1866 559660_010     62 11    1                                None      Fair
1867 559741_010     62 11    1                                None      Good
1868 559893_010     62 11    4                                 GED      Fair
1869 556499_010     62 12    4                 High school diploma      Good
1870 557025_010     62 12    1                 High school diploma      Fair
1871 557889_010     62 12    1                 High school diploma Very Good
1872 556499_010     62 12    4                 High school diploma      Good
1873 557889_010     62 12    1                 High school diploma Very Good
1874 555978_010     62 12    2                 High school diploma      Good
1875 558765_010     62 12    3                 High school diploma Very Good
1876 552482_020     62 12    2                                 GED      Fair
1877 557885_020     62 12    3                 High school diploma      Fair
1878 554903_010     62 12    2                                 GED Very Good
1879 556499_010     62 12    4                 High school diploma      Good
1880 553995_010     62 12    0                 High school diploma      Poor
1881 558765_010     62 12    3                 High school diploma Very Good
1882 555978_010     62 12    2                 High school diploma      Good
1883 553055_010     62 13    1                  Associate's degree      Fair
1884 553055_010     62 13    1                  Associate's degree      Fair
1885 554146_010     62 13    3                  Associate's degree Excellent
1886 556345_010     62 13    5                  Associate's degree      Poor
1887 554627_010     62 13    3                  Associate's degree      Good
1888 554146_010     62 13    3                  Associate's degree Excellent
1889 552156_020     62 13    0                  Associate's degree Very Good
1890 552156_020     62 13    0                  Associate's degree      Good
1891 558588_010     62 14    2                  Associate's degree      Good
1892 553826_020     62 14    0                  Associate's degree Excellent
1893 553321_010     62 14    0                  Associate's degree      Poor
1894 554674_020     62 15    2                  Associate's degree      Good
1895 552892_020     62 16    6                  Associate's degree      Fair
1896 551827_010     62 16    7                     Master's degree      Good
1897 551827_010     62 16    7                     Master's degree      Good
1898 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1899 554438_010     62 16    3                     Master's degree      Fair
1900 551334_010     62 16    1                     Master's degree      Good
1901 553778_010     62 16    2                     Master's degree Very Good
1902 551863_020     62 16    0                  Associate's degree Very Good
1903 554438_010     62 16    3                     Master's degree      Fair
1904 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1905 556936_010     62 16    0                     Master's degree      Good
1906 556936_010     62 16    0                     Master's degree      Good
1907 553443_020     62 17    5                     Master's degree      Good
1908 554846_010     62 17    1                     Master's degree Excellent
1909 554789_020     62 17    1                     Master's degree Very Good
1910 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1911 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1912 557025_020     62 17    0                     Master's degree      Fair
1913 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1914 551396_010     62 17    1                     Master's degree Very Good
1915 552590_010     62 NA    3                                None      Fair
1916 552499_020     62 NA    0                   Bachelor's degree      Fair
1917 552816_020     63  1    0                                None      Good
1918 554481_010     63  3    0                 High school diploma Excellent
1919 554481_010     63  3    0                 High school diploma Excellent
1920 552320_010     63  6    2                                None      Fair
1921 552320_010     63  6    2                                None      Fair
1922 558602_020     63  6    0                                None      Fair
1923 558602_020     63  6    0                                None      Fair
1924 557595_020     63  7    0                                None Very Good
1925 557595_020     63  7    0                                None Excellent
1926 550461_010     63  8    1                                None Very Good
1927 553699_010     63  9    6                                None Very Good
1928 559748_010     63  9    1                                None      Good
1929 553699_010     63  9    6                                None Very Good
1930 558380_010     63 10    0                                None      Fair
1931 558380_010     63 10    0                                None      Fair
1932 552482_010     63 10    2                                None      Fair
1933 558380_010     63 10    0                                None      Fair
1934 555607_010     63 10    0                 High school diploma Excellent
1935 550862_020     63 10    1                                None      Good
1936 558936_010     63 11    5                 High school diploma      Fair
1937 552868_010     63 12    3                 High school diploma      Good
1938 559949_010     63 12    7                                None      Fair
1939 552868_010     63 12    3                 High school diploma      Good
1940 551761_020     63 12    0                 High school diploma Very Good
1941 552874_010     63 12    4                 High school diploma      Fair
1942 552748_020     63 12    1                 High school diploma Very Good
1943 555578_010     63 12    0                 High school diploma      Good
1944 558540_010     63 12    5                 High school diploma      Fair
1945 558552_020     63 12    0                 High school diploma Very Good
1946 558552_020     63 12    0                 High school diploma Very Good
1947 558404_020     63 12    0                                 GED Very Good
1948 550375_010     63 12    6                 High school diploma      Good
1949 551761_020     63 12    0                 High school diploma Very Good
1950 553400_010     63 12    4                 High school diploma      Poor
1951 558039_010     63 13    6                  Associate's degree      Fair
1952 556345_010     63 13    6                  Associate's degree      Poor
1953 555307_010     63 13    2                  Associate's degree      Fair
1954 550093_020     63 13    1                  Associate's degree      Good
1955 558039_010     63 13    6                  Associate's degree      Fair
1956 558039_010     63 13    6                  Associate's degree      Fair
1957 553055_010     63 13    1                  Associate's degree      Fair
1958 556077_020     63 13    1                  Associate's degree      Fair
1959 559996_010     63 14    3                   Bachelor's degree      Fair
1960 559213_010     63 14    4                   Bachelor's degree      Good
1961 553826_010     63 14    0                  Associate's degree Excellent
1962 552874_020     63 14    2                 High school diploma      Fair
1963 552789_010     63 14    1                  Associate's degree Very Good
1964 550967_020     63 14    2                 High school diploma      Good
1965 550967_020     63 15    2                                 GED      Good
1966 556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1967 552748_010     63 16    5                     Master's degree      Good
1968 557268_010     63 16    0                     Master's degree      Good
1969 559983_020     63 16    0                     Master's degree Very Good
1970 559659_010     63 16    1                     Master's degree      Good
1971 557268_010     63 16    0                     Master's degree      Good
1972 552100_010     63 16    0                     Master's degree Very Good
1973 552100_010     63 16    0                     Master's degree Very Good
1974 556144_020     63 16    0                  Associate's degree Very Good
1975 552748_010     63 16    5                     Master's degree      Good
1976 551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1977 552304_010     63 17    0                     Master's degree      Good
1978 554789_010     63 17    1                     Master's degree Very Good
1979 554789_010     63 17    1                     Master's degree Very Good
1980 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
1981 551121_010     63 NA    1                 High school diploma      Fair
1982 554365_010     64  0    0                                None      Fair
1983 559806_010     64  3    1                                None      Fair
1984 556453_020     64  6    2                                None      Good
1985 551723_010     64  6    1                                None      Good
1986 553413_010     64  6    2                                None      Fair
1987 553413_010     64  7    3                                None      Fair
1988 556453_020     64  8    2                                None      Good
1989 554443_010     64  8    2                                None      Fair
1990 558646_010     64 11    2                                None      Good
1991 555473_010     64 11    3                                None      Fair
1992 554443_010     64 11    2                                None      Fair
1993 557223_020     64 11    1                                None      Good
1994 558543_020     64 11    0                 High school diploma Very Good
1995 558646_010     64 11    2                                None      Good
1996 555473_010     64 11    3                                None      Fair
1997 554075_010     64 11    0                 High school diploma      Good
1998 550385_010     64 11    0                 High school diploma Very Good
1999 558646_010     64 11    2                                None      Good
2000 557223_020     64 11    1                                None      Good
2001 558360_010     64 12    3                                 GED Very Good
2002 552618_010     64 12    3                 High school diploma      Fair
2003 550437_010     64 12    2                 High school diploma      Good
2004 550233_020     64 12    1                 High school diploma      Fair
2005 555946_010     64 12    0                 High school diploma Very Good
2006 553413_020     64 12    2                 High school diploma      Fair
2007 554793_010     64 12    1                 High school diploma      Good
2008 553413_020     64 12    3                 High school diploma      Fair
2009 559573_010     64 12    1                 High school diploma      Fair
2010 552332_020     64 12    2                                 GED      Fair
2011 556185_010     64 12    2                 High school diploma Very Good
2012 552454_010     64 12    0                                None Very Good
2013 553623_020     64 12    0                                 GED Very Good
2014 552748_020     64 12    1                 High school diploma Very Good
2015 550233_010     64 12    6                 High school diploma      Good
2016 552648_010     64 12   NA                 High school diploma      Good
2017 553413_020     64 12    3                 High school diploma      Fair
2018 554793_010     64 12    1                 High school diploma      Good
2019 557754_010     64 12    6                                None      Fair
2020 550228_010     64 12    2                 High school diploma      Good
2021 552648_010     64 12   NA                 High school diploma Very Good
2022 552332_020     64 12    2                                 GED      Fair
2023 550233_020     64 12    1                 High school diploma      Fair
2024 555946_010     64 12    0                 High school diploma Very Good
2025 550233_020     64 12    1                 High school diploma      Fair
2026 550233_020     64 13    1                  Associate's degree      Fair
2027 558543_020     64 13    0                  Associate's degree Very Good
2028 557131_010     64 13    7                  Associate's degree      Good
2029 558543_020     64 13    0                  Associate's degree Very Good
2030 557673_010     64 13    4                  Associate's degree      Good
2031 558015_010     64 13    2                  Associate's degree      Good
2032 557131_010     64 13    7                  Associate's degree      Good
2033 550238_010     64 13    2                  Associate's degree Very Good
2034 552314_010     64 14    3                  Associate's degree      Fair
2035 555848_010     64 14    1                  Associate's degree Excellent
2036 552314_010     64 14    3                  Associate's degree      Fair
2037 555848_010     64 14    1                  Associate's degree Excellent
2038 551878_010     64 14    3                  Associate's degree Very Good
2039 557385_020     64 14    1                  Associate's degree      Good
2040 556038_010     64 15    2                  Associate's degree Very Good
2041 556038_010     64 15    2                  Associate's degree Very Good
2042 559653_010     64 16    0                     Master's degree Excellent
2043 557617_020     64 16    0                     Master's degree Excellent
2044 558313_010     64 16    0                     Master's degree Very Good
2045 556732_010     64 17    5                     Master's degree      Fair
2046 556732_010     64 17    5                     Master's degree      Fair
2047 556732_010     64 17    5                     Master's degree      Fair
2048 556732_010     64 17    5                     Master's degree      Fair
2049 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
2050 552872_020     64 17    0                     Master's degree Excellent
2051 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2052 551512_010     64 NA    0                 High school diploma Excellent
2053 559806_010     65  0    1                                None      Fair
2054 557073_020     65  6    0                                None      Fair
2055 557456_020     65  6    4                                None      Good
2056 556453_020     65  8    2                                None      Good
2057 557391_020     65  9    2                                None      Fair
2058 553948_010     65 10    5                                None      Fair
2059 554413_010     65 10    1                                None      Fair
2060 554369_010     65 10    4                                None      Fair
2061 554369_010     65 10    4                                None      Fair
2062 554413_010     65 10    1                                None      Fair
2063 554075_010     65 11    0                 High school diploma      Good
2064 556073_010     65 11    5                 High school diploma Very Good
2065 553948_020     65 11    1                                None      Good
2066 553948_020     65 11    1                                None      Good
2067 556073_010     65 11    5                 High school diploma Very Good
2068 556073_010     65 11    5                 High school diploma Very Good
2069 553948_010     65 11    5                                None      Fair
2070 559573_010     65 12    1                 High school diploma      Fair
2071 554680_010     65 12    1                 High school diploma      Good
2072 556089_010     65 12    1                                 GED      Fair
2073 551444_010     65 12    1                 High school diploma      Fair
2074 552874_020     65 12    4                 High school diploma      Fair
2075 553112_010     65 12    0                 High school diploma      Good
2076 550920_010     65 12    5                 High school diploma      Fair
2077 550605_010     65 12    0                 High school diploma      Good
2078 554680_010     65 12    1                 High school diploma      Good
2079 558552_010     65 12    1                 High school diploma      Fair
2080 556471_010     65 12    5                                 GED      Good
2081 555336_010     65 12    1                 High school diploma      Good
2082 551783_010     65 12    2                 High school diploma Very Good
2083 557433_010     65 12    3                                 GED      Good
2084 557433_010     65 12    3                                 GED      Good
2085 555176_010     65 13    1                  Associate's degree      Good
2086 550827_010     65 13    1                  Associate's degree      Fair
2087 552156_010     65 13    0                  Associate's degree Very Good
2088 559603_020     65 13    0                  Associate's degree      Good
2089 555176_010     65 13    1                  Associate's degree      Good
2090 552156_010     65 13    0                  Associate's degree Very Good
2091 550698_010     65 14    0                  Associate's degree      Fair
2092 557213_010     65 14    4                  Associate's degree Very Good
2093 557681_010     65 14    1                   Bachelor's degree      Fair
2094 557213_010     65 14    4                  Associate's degree Very Good
2095 552548_010     65 14    7                     Master's degree Very Good
2096 554885_010     65 14    2                  Associate's degree      Poor
2097 550385_010     65 14    0                  Associate's degree Very Good
2098 552548_010     65 14    5                     Master's degree Very Good
2099 554392_010     65 14    1                  Associate's degree      Good
2100 559470_010     65 14    1                   Bachelor's degree      Good
2101 550385_010     65 14    0                  Associate's degree Very Good
2102 556876_010     65 16    1                     Master's degree Very Good
2103 552429_010     65 16    0                     Master's degree      Good
2104 557617_010     65 16    1                     Master's degree      Fair
2105 559513_020     65 16    0                     Master's degree      Good
2106 554789_010     65 16    3                     Master's degree      Good
2107 557617_010     65 16    1                     Master's degree      Fair
2108 553778_010     65 16    2                     Master's degree Very Good
2109 556223_020     65 16    1                     Master's degree      Fair
2110 550164_020     65 17    0                     Master's degree Very Good
2111 551512_010     65 NA    0                 High school diploma Excellent
2112 551214_010     66  0    3                                None      Fair
2113 551214_010     66  0    3                                None      Fair
2114 550316_010     66  2    8                                None      Fair
2115 556384_010     66  3    7                                None      Fair
2116 556384_010     66  3    7                                None      Fair
2117 551483_010     66  4    1                                None      Fair
2118 551723_020     66  6    1                                None      Poor
2119 550581_020     66  6    7                                None      Fair
2120 551723_020     66  6    1                                None      Poor
2121 556621_010     66  9    4                                 GED      Poor
2122 556621_010     66  9    4                                 GED      Poor
2123 551007_020     66 10    7                                None      Good
2124 552648_020     66 11   NA                                None      Fair
2125 559470_020     66 11    1                                 GED      Poor
2126 558935_010     66 12    0                 High school diploma      Good
2127 551553_020     66 12    2                 High school diploma      Good
2128 552418_010     66 12    6                 High school diploma      Poor
2129 552418_010     66 12    6                 High school diploma      Poor
2130 555336_010     66 12    1                 High school diploma      Good
2131 550645_010     66 12    0                 High school diploma Very Good
2132 551808_020     66 12    0                                None Excellent
2133 557633_010     66 12    6                 High school diploma      Poor
2134 552874_020     66 12    4                 High school diploma      Fair
2135 558935_010     66 12    0                 High school diploma      Good
2136 555578_010     66 12    0                 High school diploma      Good
2137 558935_010     66 12    0                 High school diploma      Good
2138 550233_010     66 13    1                  Associate's degree      Good
2139 550626_010     66 13    1                  Associate's degree      Fair
2140 559470_010     66 14    0                   Bachelor's degree      Good
2141 550587_010     66 14    3                   Bachelor's degree Excellent
2142 556428_010     66 14    1                  Associate's degree      Good
2143 556428_010     66 14    1                  Associate's degree      Good
2144 556057_010     66 14    0                  Associate's degree      Good
2145 554917_010     66 14    1                  Associate's degree Excellent
2146 551310_010     66 14    4                  Associate's degree      Fair
2147 556997_010     66 14    0                  Associate's degree      Good
2148 551334_010     66 16    0                     Master's degree Excellent
2149 557383_010     66 16    2                     Master's degree      Poor
2150 552298_010     66 16    0                     Master's degree Very Good
2151 557383_010     66 16    2                     Master's degree      Poor
2152 553993_010     66 16    0                     Master's degree      Good
2153 557322_010     66 16    2                     Master's degree Excellent
2154 553778_020     66 16    0                     Master's degree      Good
2155 557824_010     66 16    0                     Master's degree Excellent
2156 557322_020     66 16    2                     Master's degree Excellent
2157 553778_020     66 16    0                     Master's degree      Fair
2158 553948_020     66 16    1                 High school diploma      Good
2159 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2160 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2161 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2162 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2163 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
2164 559964_010     66 17    6                     Master's degree      Fair
2165 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2166 553087_020     66 NA    0                                <NA>      Fair
2167 551524_020     66 NA    0                                <NA>      Fair
2168 558837_020     67  0    3                                None      Fair
2169 552816_020     67  0    0                                None      Good
2170 557417_010     67  3    1                                None      Fair
2171 552816_010     67  3    0                                None      Fair
2172 558837_010     67  4    0                                None      Fair
2173 558837_020     67  4    0                                None      Fair
2174 551286_020     67  4    2                                None      Fair
2175 558837_010     67  7    0                                None      Fair
2176 558837_010     67  7    0                                None      Fair
2177 551286_020     67  8    2                                None      Fair
2178 557351_020     67 11    5                                 GED      Fair
2179 557680_020     67 12    0                 High school diploma Excellent
2180 559603_020     67 12    0                 High school diploma      Good
2181 556398_010     67 12    0                 High school diploma      Fair
2182 558316_010     67 12    0                                 GED      Good
2183 554069_010     67 12    1                 High school diploma      Good
2184 552971_010     67 12    2                 High school diploma      Poor
2185 558568_020     67 12    0                 High school diploma      Good
2186 553743_020     67 12    2                  Associate's degree      Good
2187 558419_010     67 12    4                 High school diploma      Fair
2188 557680_010     67 12    0                 High school diploma Excellent
2189 551140_010     67 12    2                 High school diploma Very Good
2190 552163_010     67 12    0                 High school diploma      Good
2191 551140_010     67 12    2                 High school diploma Very Good
2192 551553_010     67 12    2                 High school diploma      Good
2193 551140_010     67 12    2                 High school diploma Very Good
2194 556870_010     67 13    0                  Associate's degree      Fair
2195 551845_010     67 13    4                  Associate's degree      Good
2196 556870_010     67 13    0                  Associate's degree      Fair
2197 559603_020     67 13    1                  Associate's degree      Good
2198 559758_010     67 13    1                  Associate's degree      Fair
2199 554069_010     67 13    1                 High school diploma      Good
2200 557802_010     67 14    1                   Bachelor's degree Very Good
2201 559515_020     67 14    0                   Bachelor's degree      Good
2202 559010_010     67 14    0                  Associate's degree Excellent
2203 559010_010     67 14    0                  Associate's degree Excellent
2204 557802_010     67 14    1                   Bachelor's degree Very Good
2205 550698_020     67 14    0                  Associate's degree      Good
2206 553086_010     67 14    1                   Bachelor's degree Very Good
2207 557353_010     67 14    0                  Associate's degree Excellent
2208 557802_010     67 14    1                   Bachelor's degree Very Good
2209 554845_020     67 14    0                  Associate's degree Very Good
2210 554845_010     67 14    0                  Associate's degree      Fair
2211 554344_020     67 15    1                  Associate's degree      Good
2212 556224_010     67 15    0                  Associate's degree      Good
2213 558069_010     67 15    2                   Bachelor's degree      Fair
2214 558069_010     67 15    2                   Bachelor's degree      Fair
2215 556224_010     67 15    0                  Associate's degree      Good
2216 559766_010     67 15    1                  Associate's degree      Good
2217 555788_010     67 16    0                     Master's degree      Good
2218 559867_010     67 16    1                     Master's degree      Fair
2219 559587_020     67 16    0                     Master's degree      Good
2220 558120_010     67 16    3                     Master's degree      Good
2221 555788_010     67 16    0                     Master's degree      Good
2222 550310_010     67 16    3                     Master's degree      Fair
2223 550310_010     67 16    3                     Master's degree      Fair
2224 557559_020     67 17    0                     Master's degree      Good
2225 559752_010     67 17    0                     Master's degree      Good
2226 559286_010     67 17    0                     Master's degree      Good
2227 559286_010     67 17    0                     Master's degree      Good
2228 553443_010     67 17    0                     Master's degree      Good
2229 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2230 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
2231 557559_020     67 17    0                     Master's degree      Good
2232 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2233 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2234 553087_020     67 NA    0                                <NA>      Fair
2235 552498_010     67 NA    0                                None Very Good
2236 554807_010     68  4    1                                None      Good
2237 552323_020     68  4    6                                None      Poor
2238 557034_010     68  7    0                                None      Fair
2239 557034_010     68  7    0                                None      Fair
2240 552482_010     68 10    1                                None      Fair
2241 551110_010     68 11    0                                 GED      Good
2242 556394_020     68 12    3                 High school diploma      Good
2243 556635_010     68 12    3                 High school diploma Very Good
2244 558099_010     68 12    1                 High school diploma      Fair
2245 557571_010     68 12    2                 High school diploma Very Good
2246 557983_010     68 12    0                 High school diploma      Fair
2247 551110_010     68 12    0                                 GED      Good
2248 559567_010     68 12    3                 High school diploma      Fair
2249 554069_010     68 12    1                 High school diploma      Good
2250 551110_010     68 12    0                                 GED      Good
2251 555178_010     68 12    0                 High school diploma      Good
2252 556493_020     68 12    1                 High school diploma      Fair
2253 557014_010     68 12    0                 High school diploma Very Good
2254 558049_010     68 12    1                 High school diploma      Fair
2255 555780_010     68 12    3                 High school diploma Excellent
2256 554724_020     68 12    1                 High school diploma      Good
2257 551761_010     68 12    1                 High school diploma Excellent
2258 555780_010     68 12    4                 High school diploma      Good
2259 554724_020     68 12    0                 High school diploma      Good
2260 557571_010     68 12    2                 High school diploma Very Good
2261 557014_010     68 12    0                 High school diploma Very Good
2262 556635_010     68 12    3                 High school diploma Very Good
2263 551547_010     68 13    2                  Associate's degree      Good
2264 558867_010     68 13    3                  Associate's degree      Fair
2265 557396_010     68 13    5                  Associate's degree      Fair
2266 551547_010     68 13    2                  Associate's degree      Good
2267 557038_010     68 14    0                  Associate's degree      Good
2268 557767_010     68 14    4                   Bachelor's degree Excellent
2269 557038_010     68 14    0                  Associate's degree      Good
2270 559653_010     68 14    0                   Bachelor's degree Excellent
2271 558330_020     68 14    0                   Bachelor's degree      Good
2272 554630_010     68 14    1                   Bachelor's degree      Good
2273 554630_010     68 14    1                   Bachelor's degree      Good
2274 557930_020     68 14    0                 High school diploma Very Good
2275 551127_010     68 15    0                   Bachelor's degree      Good
2276 550278_010     68 15    1                   Bachelor's degree      Good
2277 555951_010     68 16    2                     Master's degree      Fair
2278 551950_020     68 16    0                     Master's degree      Fair
2279 554855_010     68 16    2                     Master's degree Excellent
2280 554789_020     68 16    3                     Master's degree      Good
2281 557371_010     68 17    0                     Master's degree Very Good
2282 550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2283 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
2284 555210_010     68 NA    3                 High school diploma      Fair
2285 552279_010     69  6    0                                None      Fair
2286 557595_010     69  7    0                                None      Good
2287 552082_020     69 10    5                                None      Fair
2288 557351_010     69 10    5                                None      Fair
2289 557351_010     69 10    4                                 GED      Fair
2290 557351_020     69 11    5                                 GED      Fair
2291 558355_010     69 11    2                                None      Fair
2292 559470_020     69 11    1                                 GED      Fair
2293 556827_010     69 11    3                                None      Fair
2294 558355_010     69 11    2                                None      Fair
2295 554425_010     69 12    2                 High school diploma      Fair
2296 556709_010     69 12    7                 High school diploma      Poor
2297 550759_010     69 12    2                 High school diploma      Good
2298 559001_010     69 12    4                 High school diploma      Poor
2299 551080_010     69 12    1                 High school diploma      Good
2300 557131_020     69 12    0                 High school diploma      Good
2301 550759_010     69 12    2                 High school diploma      Good
2302 551080_020     69 12    1                 High school diploma      Good
2303 554228_020     69 12    7                                None      Fair
2304 551080_010     69 12    1                 High school diploma      Good
2305 559001_010     69 12    4                 High school diploma      Poor
2306 552482_020     69 12    1                                 GED      Fair
2307 559083_010     69 12    1                 High school diploma      Fair
2308 554842_010     69 13    3                  Associate's degree      Good
2309 558541_010     69 13    2                  Associate's degree      Good
2310 554486_010     69 14    1                   Bachelor's degree      Fair
2311 554486_010     69 14    1                   Bachelor's degree      Fair
2312 553248_010     69 14    0                  Associate's degree Very Good
2313 556646_010     69 15    0                  Associate's degree Very Good
2314 552034_010     69 15    1                  Associate's degree      Good
2315 552034_010     69 15    1                  Associate's degree      Good
2316 550524_010     69 15    1                   Bachelor's degree      Good
2317 559369_010     69 15    0                   Bachelor's degree      Good
2318 554228_020     69 16    7                  Associate's degree      Fair
2319 558629_010     69 16    1                     Master's degree Excellent
2320 559342_020     69 16    0                  Associate's degree      Fair
2321 555951_010     69 16    2                     Master's degree      Fair
2322 558629_020     69 16    1                     Master's degree Excellent
2323 558629_010     69 16    1                     Master's degree Excellent
2324 557322_020     69 16    0                     Master's degree      Good
2325 550524_010     69 16    1                     Master's degree      Good
2326 559752_010     69 16    0                     Master's degree      Good
2327 556586_010     69 16    2                     Master's degree      Good
2328 554789_020     69 16    3                     Master's degree      Good
2329 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2330 550164_020     69 17    0                     Master's degree Very Good
2331 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2332 553935_010     69 17    1                     Master's degree Very Good
2333 559750_010     69 17    1                     Master's degree      Good
2334 553935_010     69 17    1                     Master's degree Very Good
2335 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2336 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2337 553935_010     69 17    1                     Master's degree Very Good
2338 556686_020     69 NA    2                                 GED      Good
2339 558638_010     70  4    3                                None      Fair
2340 556873_010     70  4    1                                None Very Good
2341 550581_020     70  5    8                                None      Fair
2342 552323_010     70  5    3                                None      Fair
2343 556873_010     70  6    1                                None Very Good
2344 550696_010     70  9    1                                 GED Very Good
2345 553267_010     70  9    0                 High school diploma Very Good
2346 555216_020     70 11    0                                None      Fair
2347 552383_010     70 11    2                                None      Good
2348 552383_010     70 11    2                                None      Good
2349 552065_010     70 12    0                 High school diploma      Good
2350 551808_020     70 12    0                                None Very Good
2351 552065_010     70 12    0                 High school diploma      Good
2352 558737_010     70 12    0                                 GED      Fair
2353 555427_010     70 12    0                                 GED      Good
2354 557139_010     70 12    3                 High school diploma      Fair
2355 558316_010     70 12    0                                 GED      Good
2356 554831_010     70 12    1                 High school diploma      Good
2357 550240_020     70 12    4                 High school diploma      Fair
2358 551553_020     70 12    2                 High school diploma      Good
2359 553325_010     70 13    1                  Associate's degree      Good
2360 559287_010     70 14    0                  Associate's degree Excellent
2361 556806_010     70 14    0                   Bachelor's degree      Good
2362 557223_010     70 14    1                  Associate's degree      Fair
2363 554344_010     70 15    0                  Associate's degree      Good
2364 554344_020     70 15    1                  Associate's degree      Good
2365 554344_020     70 15    1                  Associate's degree      Good
2366 556288_020     70 16    1                     Master's degree Very Good
2367 550183_020     70 16    0                     Master's degree Very Good
2368 555925_010     70 16    0                     Master's degree Very Good
2369 556181_010     70 16    1                     Master's degree      Good
2370 552780_020     70 NA    0                 High school diploma Very Good
2371 551602_010     71  0    0                                None      Fair
2372 551602_010     71  0    0                                None      Fair
2373 552323_010     71  5    1                                None      Poor
2374 552618_020     71  8    8                                None      Good
2375 553267_010     71  9    0                 High school diploma Very Good
2376 557088_010     71  9    2                                None      Good
2377 552383_010     71 11    2                                None      Good
2378 557139_010     71 12    3                 High school diploma      Fair
2379 552490_010     71 12    2                 High school diploma      Good
2380 552490_010     71 12    2                 High school diploma      Good
2381 559408_010     71 12    0                 High school diploma      Good
2382 557680_020     71 12    0                 High school diploma Excellent
2383 552490_010     71 12    2                 High school diploma      Good
2384 558568_020     71 12    0                 High school diploma      Good
2385 557326_010     71 12    7                                 GED      Poor
2386 551660_010     71 13    2                  Associate's degree      Poor
2387 553432_010     71 13    7                  Associate's degree      Good
2388 550105_010     71 13    1                  Associate's degree      Good
2389 554344_010     71 13    0                  Associate's degree      Good
2390 553338_010     71 13    1                  Associate's degree      Good
2391 556475_010     71 14    1                  Associate's degree      Good
2392 559587_020     71 14    0                 High school diploma      Good
2393 557384_010     71 14    2                  Associate's degree      Good
2394 555216_010     71 14    6                  Associate's degree      Good
2395 556141_020     71 14    2                  Associate's degree      Fair
2396 556475_010     71 15    1                  Associate's degree      Good
2397 556475_010     71 15    1                  Associate's degree      Good
2398 554789_020     71 16    3                     Master's degree      Good
2399 550310_010     71 16    3                     Master's degree      Fair
2400 554432_020     71 16    7                     Master's degree Very Good
2401 559587_010     71 16    0                     Master's degree      Good
2402 559587_010     71 16    0                     Master's degree      Good
2403 557902_010     71 16    0                     Master's degree Very Good
2404 554305_010     71 16    0                     Master's degree Excellent
2405 557902_010     71 16    0                     Master's degree Very Good
2406 553399_020     71 17    0                     Master's degree Very Good
2407 553399_010     71 17    0                     Master's degree Very Good
2408 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2409 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2410 553399_010     71 17    0                     Master's degree Very Good
2411 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2412 552780_020     71 NA    0                 High school diploma Very Good
2413 555853_010     72  0    6                                None      Fair
2414 551712_010     72  2    0                                None      Fair
2415 557391_020     72  9    2                                None      Fair
2416 554017_010     72 11    0                                None Excellent
2417 553014_010     72 11    1                                None      Poor
2418 550345_010     72 12    0                 High school diploma      Fair
2419 556549_010     72 12    1                 High school diploma      Fair
2420 550240_020     72 12    4                 High school diploma      Fair
2421 555962_010     72 12    2                 High school diploma      Poor
2422 556549_010     72 12    1                 High school diploma      Fair
2423 555962_010     72 12    2                 High school diploma      Poor
2424 556549_010     72 12    1                 High school diploma      Fair
2425 557876_010     72 12    0                                 GED      Good
2426 559487_010     72 13    5                  Associate's degree      Fair
2427 551645_010     72 13    0                  Associate's degree Very Good
2428 556768_020     72 13    5                  Associate's degree      Good
2429 553832_010     72 13    1                  Associate's degree      Poor
2430 553832_010     72 13    1                  Associate's degree      Poor
2431 559404_010     72 13    1                  Associate's degree Excellent
2432 559487_010     72 13    5                  Associate's degree      Fair
2433 555115_010     72 14    7                  Associate's degree      Poor
2434 555800_010     72 14    0                   Bachelor's degree Very Good
2435 556579_010     72 14    2                  Associate's degree      Good
2436 552886_010     72 14    1                  Associate's degree      Poor
2437 555115_010     72 14    7                  Associate's degree      Poor
2438 555115_010     72 14    7                  Associate's degree      Poor
2439 554486_020     72 15    0                   Bachelor's degree      Good
2440 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2441 559902_010     72 16    7                     Master's degree      Fair
2442 553258_010     72 16    1                     Master's degree      Good
2443 556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
2444 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2445 553014_020     72 17    1                     Master's degree      Good
2446 556921_010     73  5    0                                None      Good
2447 556921_010     73  5    0                                None      Good
2448 554302_010     73  6    8                                None      Poor
2449 554247_020     73 10    1                 High school diploma      Fair
2450 557391_010     73 11    2                                None Very Good
2451 550240_010     73 12    6                                 GED Very Good
2452 551761_010     73 12    0                 High school diploma Excellent
2453 556869_010     73 12    4                 High school diploma      Good
2454 556869_010     73 12    4                 High school diploma      Good
2455 559346_010     73 12    0                                None      Good
2456 556869_010     73 12    4                 High school diploma      Good
2457 552490_010     73 12    2                 High school diploma      Good
2458 553043_010     73 12    2                 High school diploma      Fair
2459 552780_010     73 13    0                  Associate's degree Excellent
2460 554370_010     73 14    1                  Associate's degree Very Good
2461 558826_010     73 14    1                   Bachelor's degree      Good
2462 557223_010     73 14    1                  Associate's degree      Fair
2463 554445_010     73 14    1                   Bachelor's degree      Good
2464 553211_010     73 16    0                     Master's degree Very Good
2465 559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
2466 550183_010     73 16    0                   Bachelor's degree Very Good
2467 550183_010     73 16    0                     Master's degree Very Good
2468 554432_020     73 16    2                     Master's degree Very Good
2469 555232_010     73 16    1                 High school diploma      Fair
2470 553211_010     73 16    0                     Master's degree Very Good
2471 555338_010     74  0    0                                None      Fair
2472 551123_010     74  2    1                                None      Fair
2473 555053_020     74  3    3                                None      Fair
2474 552499_010     74  6    2                                None      Fair
2475 555922_010     74  9    0                                None      Fair
2476 559969_010     74 10    1                                None      Fair
2477 551808_010     74 10    0                                None Very Good
2478 554092_010     74 11    0                 High school diploma      Good
2479 559346_010     74 12    0                                None      Good
2480 551505_010     74 12    0                 High school diploma      Good
2481 557253_010     74 12    1                 High school diploma      Good
2482 556069_010     74 12    0                 High school diploma      Good
2483 557253_010     74 12    0                 High school diploma      Good
2484 559565_010     74 12    0                 High school diploma      Fair
2485 554006_010     74 13    1                  Associate's degree Very Good
2486 554911_010     74 13    4                  Associate's degree      Good
2487 554092_010     74 13    0                  Associate's degree      Good
2488 554006_010     74 13    1                  Associate's degree Very Good
2489 554911_010     74 13    4                  Associate's degree      Good
2490 554006_010     74 13    1                  Associate's degree Very Good
2491 552721_010     74 13    7                   Bachelor's degree      Fair
2492 554006_010     74 13    1                  Associate's degree Very Good
2493 552721_010     74 13    7                   Bachelor's degree      Fair
2494 559487_010     74 13    5                  Associate's degree      Fair
2495 551505_010     74 13    0                  Associate's degree      Good
2496 556668_020     74 13    1                  Associate's degree      Good
2497 552766_010     74 14    0                  Associate's degree      Good
2498 551604_020     74 14    2                  Associate's degree Very Good
2499 552766_010     74 14    0                  Associate's degree      Good
2500 554569_010     74 14    1                  Associate's degree Very Good
2501 552766_010     74 14    0                  Associate's degree      Good
2502 559834_010     74 14    1                  Associate's degree      Fair
2503 556141_020     74 14    2                  Associate's degree      Fair
2504 554445_010     74 14    1                   Bachelor's degree      Good
2505 551337_020     74 14    1                  Associate's degree      Fair
2506 551845_020     74 15    0                  Associate's degree Very Good
2507 551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
2508 551150_010     74 16    0                     Master's degree Very Good
2509 551664_010     74 16    0                     Master's degree      Good
2510 551150_010     74 16    0                     Master's degree Very Good
2511 556288_020     74 16    1                     Master's degree Very Good
2512 550524_010     74 16    1                     Master's degree      Good
2513 551664_010     74 16    0                     Master's degree      Good
2514 552448_010     75  0    1                                None Very Good
2515 553435_010     75  2    3                 High school diploma Very Good
2516 559984_010     75  6    0                                None      Fair
2517 559984_010     75  6    0                                None      Poor
2518 559984_010     75  6    0                                None      Fair
2519 555922_010     75  9    0                                None      Fair
2520 558156_010     75 10    0                                None      Fair
2521 550143_010     75 10    0                                None Excellent
2522 554670_020     75 12    4                                 GED      Fair
2523 558671_020     75 12    2                                None      Fair
2524 550043_010     75 12    0                 High school diploma Very Good
2525 550043_010     75 12    0                 High school diploma Very Good
2526 559346_010     75 12    1                                None      Good
2527 550119_010     75 12    2                 High school diploma      Fair
2528 557111_010     75 14    4                     Master's degree      Fair
2529 550941_010     75 14    1                   Bachelor's degree      Good
2530 550421_010     75 14    2                   Bachelor's degree      Fair
2531 554238_020     75 14    0                 High school diploma Very Good
2532 554238_020     75 14    1                 High school diploma      Good
2533 556288_020     75 16    1                     Master's degree Very Good
2534 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
2535 556311_010     75 17    1                     Master's degree Very Good
2536 555216_010     75 17    6                  Associate's degree      Good
2537 559932_010     75 17    5                     Master's degree      Fair
2538 553435_010     76  2    3                 High school diploma Very Good
2539 552777_010     76  2    0                                None      Good
2540 552777_010     76  2    0                                None      Good
2541 559346_020     76  9    1                                None      Good
2542 550143_010     76 10    0                                None Excellent
2543 553611_010     76 10    0                                None Very Good
2544 559767_010     76 11    0                                None      Fair
2545 559245_010     76 11    7                                None      Fair
2546 556148_020     76 12    0                 High school diploma      Good
2547 555310_010     76 12    2                                 GED      Fair
2548 556148_020     76 12    0                 High school diploma      Good
2549 551645_010     76 13    0                  Associate's degree Very Good
2550 559456_010     76 13    3                  Associate's degree      Fair
2551 551604_020     76 14    2                  Associate's degree Very Good
2552 555041_020     76 14    1                   Bachelor's degree      Good
2553 550817_010     76 15    1                  Associate's degree Very Good
2554 550817_010     76 15    1                  Associate's degree Very Good
2555 553738_010     76 16    6                     Master's degree      Fair
2556 555445_020     76 16    1                     Master's degree      Good
2557 554238_020     76 16    0                     Master's degree Very Good
2558 554506_010     76 16    0                     Master's degree      Good
2559 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2560 555041_020     76 17    1                     Master's degree      Good
2561 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2562 554238_020     76 17    0                     Master's degree Very Good
2563 553552_010     76 NA    0                 High school diploma Very Good
2564 555053_020     77  1    3                                None      Fair
2565 551057_010     77  5    0                                None      Fair
2566 551057_010     77  6    0                                None      Fair
2567 557788_010     77  6    1                                None      Fair
2568 559969_020     77  7    2                                None      Good
2569 551057_010     77  9    0                                None      Fair
2570 553640_010     77 11    0                 High school diploma      Good
2571 552660_020     77 11    0                                None      Fair
2572 556207_010     77 12    0                                 GED      Fair
2573 553651_010     77 12    3                                 GED      Good
2574 552660_010     77 12    0                 High school diploma      Fair
2575 555354_010     77 12    0                 High school diploma      Good
2576 552861_010     77 12    0                 High school diploma      Fair
2577 551144_010     77 13    0                  Associate's degree      Good
2578 552301_010     77 13    0                  Associate's degree Excellent
2579 552301_010     77 13    0                  Associate's degree Excellent
2580 556989_010     77 14    3                  Associate's degree      Fair
2581 557226_010     77 14    2                  Associate's degree      Fair
2582 557226_010     77 14    2                  Associate's degree      Fair
2583 555041_020     77 16    1                     Master's degree      Good
2584 559287_010     77 16    0                     Master's degree Excellent
2585 550536_010     77 16    0                     Master's degree Very Good
2586 553738_010     77 16    6                     Master's degree      Fair
2587 550536_010     77 16    0                     Master's degree Very Good
2588 553738_010     77 16    6                     Master's degree      Fair
2589 554250_010     77 17    5                     Master's degree      Good
2590 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
2591 555260_010     77 17    0                     Master's degree      Fair
2592 553849_010     77 NA    6                                <NA>      Fair
2593 553849_010     77 NA    6                     Master's degree      Fair
2594 555053_020     78  3    3                                None      Fair
2595 552629_010     78  5    2                                None      Fair
2596 552629_010     78  6    2                                None      Fair
2597 556668_020     78  9    1                                None      Good
2598 551026_010     78 12    0                 High school diploma      Good
2599 558741_010     78 12    6                                 GED      Fair
2600 551026_010     78 12    0                 High school diploma      Good
2601 551026_010     78 12    0                 High school diploma      Good
2602 558055_010     78 12    1                 High school diploma      Fair
2603 558671_020     78 13    2                     Master's degree      Fair
2604 553768_010     78 16    5                     Master's degree      Fair
2605 552843_010     78 16    7                     Master's degree      Fair
2606 558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2607 558174_020     78 16    0                     Master's degree Excellent
2608 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2609 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2610 558096_010     79  0    0                                None      Poor
2611 555171_010     79  7    1                                None Very Good
2612 555171_010     79  7    1                                None Very Good
2613 550503_010     79  8    0                                None      Fair
2614 557111_020     79 12    2                                None Very Good
2615 553913_010     79 12    0                                 GED      Fair
2616 552048_010     79 13    7                  Associate's degree      Fair
2617 556364_010     79 14    0                  Associate's degree      Good
2618 551024_010     79 14    1                  Associate's degree      Good
2619 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
2620 553768_010     79 15    5                   Bachelor's degree      Fair
2621 558174_010     79 16    0                     Master's degree Excellent
2622 553768_010     79 16    5                     Master's degree      Fair
2623 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2624 550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
2625 558174_010     79 17    1                     Master's degree      Good
2626 554851_010     80  0    1                                None      Fair
2627 559055_010     80  8    2                                None      Good
2628 556125_010     80  9    0                                None      Fair
2629 554318_010     80 11    5                                None      Poor
2630 550119_020     80 12    0                 High school diploma      Good
2631 550513_010     80 12    0                 High school diploma      Good
2632 553911_010     80 12    1                 High school diploma      Fair
2633 556509_010     80 12    2                 High school diploma      Good
2634 557664_010     80 14    0                  Associate's degree      Good
2635 550066_010     80 15    2                  Associate's degree      Fair
2636 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
2637 557151_010     80 NA    1                     Master's degree      Good
2638 557151_010     80 NA    1                                <NA>      Good
2639 555053_010     81  1    1                                None      Good
2640 550653_010     81  6    6                                None      Fair
2641 554247_020     81 10    1                 High school diploma      Fair
2642 559133_010     81 12    0                 High school diploma Very Good
2643 559133_010     81 12    0                 High school diploma Very Good
2644 558284_010     81 14    0                  Associate's degree      Good
2645 557892_020     81 15    0                  Associate's degree      Poor
2646 557892_010     81 16    0                     Master's degree      Poor
2647 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2648 555338_020     82  1    0                                None      Fair
2649 558142_010     82  6    2                                None      Good
2650 553166_020     82  7    0                                None      Good
2651 553925_010     82 11    1                                 GED Very Good
2652 555314_010     82 12    0                                 GED      Fair
2653 557795_010     82 12    4                 High school diploma      Fair
2654 558082_010     82 12    1                 High school diploma      Good
2655 557014_010     82 12    0                 High school diploma Very Good
2656 551529_010     82 12    0                 High school diploma      Good
2657 558082_010     82 12    1                 High school diploma      Good
2658 551529_010     82 12    0                 High school diploma      Good
2659 557795_010     82 12    4                 High school diploma      Fair
2660 558082_010     82 12    1                 High school diploma      Good
2661 557795_010     82 12    4                 High school diploma      Fair
2662 551191_010     82 13    3                  Associate's degree      Fair
2663 551191_010     82 13    3                  Associate's degree      Fair
2664 556868_010     82 16    2                     Master's degree      Fair
2665 558309_010     82 16    5                     Master's degree      Poor
2666 558309_010     82 16    5                     Master's degree      Poor
2667 550736_010     82 16    0                  Associate's degree Excellent
2668 558309_010     82 16    5                     Master's degree      Poor
2669 557030_010     82 16    2                     Master's degree      Poor
2670 555463_020     83  6    3                                None      <NA>
2671 556668_020     83  8    1                                None      Fair
2672 559587_020     83 14    0                 High school diploma      Good
2673 557011_010     83 16    2                     Master's degree Very Good
2674 559878_010     83 16    0                     Master's degree      Poor
2675 557011_010     83 16    2                     Master's degree Very Good
2676 555053_010     84  1    1                                None      Good
2677 555463_010     84  6    3                                None      Poor
2678 555463_020     84  6    0                                None      Poor
2679 556668_010     84  8    3                                None      Poor
2680 550783_010     84 10    0                                None      Fair
2681 559144_010     84 10    2                                None      Good
2682 550783_010     84 10    0                                None      Fair
2683 556720_020     84 11    0                                None      Good
2684 555314_010     84 12    0                                 GED      Fair
2685 553707_010     84 12    3                                 GED      Good
2686 559878_010     84 16    0                     Master's degree      Poor
2687 550445_010     84 17    0                     Master's degree Very Good
2688 555053_010     85  3    1                                None      Good
2689 554420_010     85 13    1                  Associate's degree      Good
2690 552395_010     86  6    0                                None      Good
2691 552395_010     86  6    0                                None      Good
2692 552395_010     86  6    0                                None      Good
2693 553180_010     87  0    6                                None      Good
2694 555192_010     87 13    0                  Associate's degree      Good
2695 554772_010     87 14    1                  Associate's degree      Good
2696 555286_010     87 14    4                  Associate's degree      Poor
2697 557710_010     87 14    0                  Associate's degree Very Good
2698 557710_010     87 14    0                  Associate's degree Very Good
2699 550419_010     87 15    1                  Associate's degree      Fair
2700 555192_020     87 17    5                  Associate's degree      Fair
2701 557386_010     88  2    1                                None      Fair
2702 558281_010     88  4    2                                None      Fair
2703 558281_010     88  4    2                                None      Fair
2704 556088_010     88  6    6                                None      Fair
2705 556088_010     88 10    6                                None      Fair
2706 558281_010     89  4    2                                None      Fair
2707 555955_010     89  8    1                                None      Fair
2708 559472_010     89 13    0                   Bachelor's degree      Good
2709 554727_010     89 16    1                     Master's degree      Fair
2710 559391_010     90  4    3                                None      Good
2711 554624_010     90  7    0                                None      Fair
2712 557601_010     90 12    0                 High school diploma      Good
2713 552986_010     90 12    1                 High school diploma      Fair
2714 554129_020     90 16    2                     Master's degree      Good
2715 550500_010     91  4    3                                None Very Good
2716 558281_010     91  4    2                                None      Fair
2717 558142_010     91  6    2                                None      Good
2718 554624_010     91  7    0                                None      Fair
2719 552779_010     91 14    4                   Bachelor's degree      Poor
2720 552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2721 553921_010     92 12    1                 High school diploma      Poor
2722 554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2723 555239_010     94  9    1                                None Excellent
2724 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
2725 557516_010     96 12    5                                 GED      Fair
2726 559512_010     96 14    2                  Associate's degree      Good
2727 559622_010     97 13    0                  Associate's degree      Good
2728 559512_010    100 14    2                  Associate's degree      Good

Sorting datasets by multiple variables: order matters!

hrs_data |> 
  arrange(ed, age_yr)

1: This will sort by ed first, and then within ed, it will sort by age_yr. This is different from the previous code chunk where we sorted by age_yr first, and then within age_yr, we sorted by ed.

             id age_yr ed cesd                              degree       srh
1    557480_010     51  0    0                                None      Fair
2    558266_010     56  0    2                 High school diploma      Fair
3    554365_010     64  0    0                                None      Fair
4    559806_010     65  0    1                                None      Fair
5    551214_010     66  0    3                                None      Fair
6    551214_010     66  0    3                                None      Fair
7    558837_020     67  0    3                                None      Fair
8    552816_020     67  0    0                                None      Good
9    551602_010     71  0    0                                None      Fair
10   551602_010     71  0    0                                None      Fair
11   555853_010     72  0    6                                None      Fair
12   555338_010     74  0    0                                None      Fair
13   552448_010     75  0    1                                None Very Good
14   558096_010     79  0    0                                None      Poor
15   554851_010     80  0    1                                None      Fair
16   553180_010     87  0    6                                None      Good
17   554972_020     46  1    4                                None      Fair
18   558266_010     56  1    2                 High school diploma      Fair
19   553315_020     61  1    2                 High school diploma      Fair
20   552816_020     63  1    0                                None      Good
21   555053_020     77  1    3                                None      Fair
22   555053_010     81  1    1                                None      Good
23   555338_020     82  1    0                                None      Fair
24   555053_010     84  1    1                                None      Good
25   559806_020     50  2    0                                None      Fair
26   555244_010     60  2    3                                None      Fair
27   550316_010     66  2    8                                None      Fair
28   551712_010     72  2    0                                None      Fair
29   551123_010     74  2    1                                None      Fair
30   553435_010     75  2    3                 High school diploma Very Good
31   553435_010     76  2    3                 High school diploma Very Good
32   552777_010     76  2    0                                None      Good
33   552777_010     76  2    0                                None      Good
34   557386_010     88  2    1                                None      Fair
35   553280_020     40  3    6                                None      Good
36   553280_020     40  3    7                                None Very Good
37   555737_020     41  3    0                                None      Good
38   557451_020     41  3    1                                None      Fair
39   559186_020     47  3    0                                 GED Very Good
40   554252_020     48  3    1                                None      Good
41   554252_020     48  3    1                                None      Good
42   553430_010     55  3    0                 High school diploma Excellent
43   558774_020     56  3    0                                None      Fair
44   558266_010     56  3    2                 High school diploma      Fair
45   558266_010     56  3    2                 High school diploma      Fair
46   554481_010     63  3    0                 High school diploma Excellent
47   554481_010     63  3    0                 High school diploma Excellent
48   559806_010     64  3    1                                None      Fair
49   556384_010     66  3    7                                None      Fair
50   556384_010     66  3    7                                None      Fair
51   557417_010     67  3    1                                None      Fair
52   552816_010     67  3    0                                None      Fair
53   555053_020     74  3    3                                None      Fair
54   555053_020     78  3    3                                None      Fair
55   555053_010     85  3    1                                None      Good
56   553280_020     40  4    6                                None Very Good
57   558184_020     54  4    6                                None      Fair
58   551346_010     59  4    0                                None      Good
59   551483_010     66  4    1                                None      Fair
60   558837_010     67  4    0                                None      Fair
61   558837_020     67  4    0                                None      Fair
62   551286_020     67  4    2                                None      Fair
63   554807_010     68  4    1                                None      Good
64   552323_020     68  4    6                                None      Poor
65   558638_010     70  4    3                                None      Fair
66   556873_010     70  4    1                                None Very Good
67   558281_010     88  4    2                                None      Fair
68   558281_010     88  4    2                                None      Fair
69   558281_010     89  4    2                                None      Fair
70   559391_010     90  4    3                                None      Good
71   550500_010     91  4    3                                None Very Good
72   558281_010     91  4    2                                None      Fair
73   559806_020     47  5    0                                None      Fair
74   553994_020     51  5    8                                None      Poor
75   553280_010     53  5    0                                None Very Good
76   559806_020     54  5    0                                None      Fair
77   553280_010     54  5    0                                None Very Good
78   550581_020     62  5    2                                None Very Good
79   557574_010     62  5    1                                None Very Good
80   550581_020     70  5    8                                None      Fair
81   552323_010     70  5    3                                None      Fair
82   552323_010     71  5    1                                None      Poor
83   556921_010     73  5    0                                None      Good
84   556921_010     73  5    0                                None      Good
85   551057_010     77  5    0                                None      Fair
86   552629_010     78  5    2                                None      Fair
87   555737_020     41  6    0                                None      Good
88   553775_020     45  6    0                                None      Fair
89   557337_020     48  6    6                                None      Fair
90   554409_020     49  6    0                                None Excellent
91   557349_020     49  6    0                 High school diploma Very Good
92   557375_010     51  6    1                                None      Fair
93   559819_010     51  6    6                                None      Fair
94   557375_010     51  6    1                                None      Fair
95   557375_010     51  6    1                                None      Fair
96   554601_010     51  6    2                                None      Poor
97   550295_010     52  6    2                                None      Fair
98   557630_010     52  6    0                                None Very Good
99   558693_010     52  6    0                                None      Fair
100  558693_010     52  6    0                                None      Fair
101  550295_010     52  6    3                                None      Fair
102  550295_010     52  6    2                                None      Fair
103  554953_010     53  6    0                                None Excellent
104  554398_010     53  6    0                                None      Good
105  558693_020     53  6    0                                None      Fair
106  554953_010     53  6    0                                None Excellent
107  558693_020     54  6    0                                None      Fair
108  551225_010     55  6    2                                None      Fair
109  551225_010     55  6    2                                None      Fair
110  553252_010     56  6    2                                None      Fair
111  555663_010     56  6    1                                None      Fair
112  551188_010     56  6    3                                None      Poor
113  555042_010     56  6    1                                None Excellent
114  554255_010     56  6    0                                None      Good
115  555663_010     56  6    1                                None      Fair
116  552989_010     57  6    0                 High school diploma      Fair
117  555221_010     59  6    2                                None      Fair
118  552279_020     59  6    0                                None      Fair
119  554365_020     59  6    0                                None      Good
120  559148_010     60  6    0                                None      Good
121  557456_020     60  6    4                                None Excellent
122  557690_010     60  6    2                                None      Poor
123  557690_010     60  6    2                                None      Poor
124  557690_010     60  6    2                                None      Poor
125  553879_010     61  6    1                                None      Poor
126  553879_010     61  6    1                                None      Poor
127  558602_010     61  6    0                                None      Fair
128  552320_010     63  6    2                                None      Fair
129  552320_010     63  6    2                                None      Fair
130  558602_020     63  6    0                                None      Fair
131  558602_020     63  6    0                                None      Fair
132  556453_020     64  6    2                                None      Good
133  551723_010     64  6    1                                None      Good
134  553413_010     64  6    2                                None      Fair
135  557073_020     65  6    0                                None      Fair
136  557456_020     65  6    4                                None      Good
137  551723_020     66  6    1                                None      Poor
138  550581_020     66  6    7                                None      Fair
139  551723_020     66  6    1                                None      Poor
140  552279_010     69  6    0                                None      Fair
141  556873_010     70  6    1                                None Very Good
142  554302_010     73  6    8                                None      Poor
143  552499_010     74  6    2                                None      Fair
144  559984_010     75  6    0                                None      Fair
145  559984_010     75  6    0                                None      Poor
146  559984_010     75  6    0                                None      Fair
147  551057_010     77  6    0                                None      Fair
148  557788_010     77  6    1                                None      Fair
149  552629_010     78  6    2                                None      Fair
150  550653_010     81  6    6                                None      Fair
151  558142_010     82  6    2                                None      Good
152  555463_020     83  6    3                                None      <NA>
153  555463_010     84  6    3                                None      Poor
154  555463_020     84  6    0                                None      Poor
155  552395_010     86  6    0                                None      Good
156  552395_010     86  6    0                                None      Good
157  552395_010     86  6    0                                None      Good
158  556088_010     88  6    6                                None      Fair
159  558142_010     91  6    2                                None      Good
160  553775_020     45  7    1                                None      Fair
161  550661_010     53  7    7                                None      Poor
162  555324_010     54  7    1                                None Very Good
163  550661_010     54  7    7                                None      Poor
164  550661_010     54  7    7                                None      Poor
165  550661_010     54  7    7                                None      Poor
166  555663_010     56  7    1                                None      Fair
167  557244_010     57  7    8                                None Very Good
168  554171_020     57  7    1                 High school diploma Very Good
169  550581_020     62  7    1                                None Very Good
170  557595_020     63  7    0                                None Very Good
171  557595_020     63  7    0                                None Excellent
172  553413_010     64  7    3                                None      Fair
173  558837_010     67  7    0                                None      Fair
174  558837_010     67  7    0                                None      Fair
175  557034_010     68  7    0                                None      Fair
176  557034_010     68  7    0                                None      Fair
177  557595_010     69  7    0                                None      Good
178  559969_020     77  7    2                                None      Good
179  555171_010     79  7    1                                None Very Good
180  555171_010     79  7    1                                None Very Good
181  553166_020     82  7    0                                None      Good
182  554624_010     90  7    0                                None      Fair
183  554624_010     91  7    0                                None      Fair
184  559199_020     46  8    7                                None      Good
185  557349_020     49  8    0                 High school diploma Very Good
186  553994_020     51  8    8                                None      Poor
187  557842_020     51  8    2                                None      Good
188  552118_020     55  8    2                                None      Fair
189  554154_020     56  8    0                                None      Fair
190  554154_020     56  8    0                                None      Fair
191  559907_010     57  8    0                                None Very Good
192  551414_020     61  8    0                                None Very Good
193  551414_020     61  8    0                                None Very Good
194  550461_010     63  8    1                                None Very Good
195  556453_020     64  8    2                                None      Good
196  554443_010     64  8    2                                None      Fair
197  556453_020     65  8    2                                None      Good
198  551286_020     67  8    2                                None      Fair
199  552618_020     71  8    8                                None      Good
200  550503_010     79  8    0                                None      Fair
201  559055_010     80  8    2                                None      Good
202  556668_020     83  8    1                                None      Fair
203  556668_010     84  8    3                                None      Poor
204  555955_010     89  8    1                                None      Fair
205  552154_020     49  9    5                                None      Fair
206  552154_020     49  9    5                                None      Fair
207  557349_020     49  9    0                 High school diploma Very Good
208  550015_020     49  9    1                 High school diploma      Good
209  550015_020     49  9    1                 High school diploma      Good
210  558187_020     50  9    2                                 GED      Poor
211  553994_010     51  9    8                                None      Poor
212  557977_020     51  9    0                 High school diploma Excellent
213  555515_010     52  9    1                                 GED      Fair
214  557882_010     52  9    0                 High school diploma      Good
215  557882_010     52  9    0                 High school diploma      Good
216  557882_010     52  9    0                 High school diploma      Good
217  557882_010     52  9    0                 High school diploma      Good
218  557882_010     52  9    0                 High school diploma      Good
219  559786_020     52  9    1                                None      Poor
220  553553_010     53  9    2                 High school diploma      Good
221  552734_010     53  9    5                                None      Good
222  557141_010     53  9    0                 High school diploma      Fair
223  557141_010     53  9    0                 High school diploma      Fair
224  552734_010     53  9    5                                None      Good
225  559616_010     53  9    0                                None      Fair
226  557141_010     53  9    0                 High school diploma      Fair
227  556350_010     53  9    5                                None      Fair
228  556833_010     54  9    0                                None Excellent
229  556833_010     54  9    0                                None Excellent
230  556833_010     54  9    0                                None Excellent
231  550291_010     54  9    1                                None      Good
232  558446_010     54  9    3                                None      Fair
233  558446_010     54  9    3                                None      Fair
234  550920_020     55  9    3                                None      Fair
235  557347_020     55  9    1                                None Very Good
236  550462_010     56  9    0                                 GED      Fair
237  550522_010     56  9    1                                None      Fair
238  551292_010     56  9    3                                None      Poor
239  551179_020     57  9    3                                None      Good
240  551179_020     57  9    3                                None Very Good
241  554026_010     57  9    8                                None      Fair
242  551179_020     57  9    3                                None      Good
243  551346_010     57  9    0                                None      Good
244  558939_020     61  9    0                 High school diploma      Good
245  553699_010     63  9    6                                None Very Good
246  559748_010     63  9    1                                None      Good
247  553699_010     63  9    6                                None Very Good
248  557391_020     65  9    2                                None      Fair
249  556621_010     66  9    4                                 GED      Poor
250  556621_010     66  9    4                                 GED      Poor
251  550696_010     70  9    1                                 GED Very Good
252  553267_010     70  9    0                 High school diploma Very Good
253  553267_010     71  9    0                 High school diploma Very Good
254  557088_010     71  9    2                                None      Good
255  557391_020     72  9    2                                None      Fair
256  555922_010     74  9    0                                None      Fair
257  555922_010     75  9    0                                None      Fair
258  559346_020     76  9    1                                None      Good
259  551057_010     77  9    0                                None      Fair
260  556668_020     78  9    1                                None      Good
261  556125_010     80  9    0                                None      Fair
262  555239_010     94  9    1                                None Excellent
263  553564_020     46 10    0                                None      Fair
264  550239_020     48 10    1                 High school diploma Very Good
265  551143_020     50 10    8                                 GED      Fair
266  558252_010     51 10    7                                None      Fair
267  558252_010     51 10    7                                 GED      Fair
268  558252_010     51 10    7                                 GED      Fair
269  555004_010     51 10    8                                None      Poor
270  550100_020     51 10    2                                None      Fair
271  556836_010     52 10    4                                 GED      Poor
272  551746_010     52 10    1                                None      Good
273  552103_010     53 10    1                                None      Fair
274  559269_010     54 10    1                 High school diploma      Fair
275  555578_020     55 10    1                                None Excellent
276  552504_010     55 10    3                                None Very Good
277  554256_020     55 10    2                                 GED      Fair
278  559917_010     55 10    3                 High school diploma      Good
279  554256_020     55 10    2                                 GED      Fair
280  555891_020     55 10    6                                None      Fair
281  558052_010     56 10    4                                None      Fair
282  551579_010     57 10    7                                None      Poor
283  555137_010     57 10    1                                 GED Very Good
284  557125_010     58 10    7                                None      Poor
285  555578_020     58 10    1                                None Very Good
286  557125_010     58 10    7                                None      Poor
287  550920_020     59 10    5                                None      Fair
288  555578_020     59 10    1                                None Very Good
289  551878_010     59 10    3                                 GED Very Good
290  556513_010     60 10    1                                None      Fair
291  555545_020     60 10    2                                None Very Good
292  550384_010     60 10    6                                None      Poor
293  550943_010     62 10    4                                 GED      Poor
294  558380_010     63 10    0                                None      Fair
295  558380_010     63 10    0                                None      Fair
296  552482_010     63 10    2                                None      Fair
297  558380_010     63 10    0                                None      Fair
298  555607_010     63 10    0                 High school diploma Excellent
299  550862_020     63 10    1                                None      Good
300  553948_010     65 10    5                                None      Fair
301  554413_010     65 10    1                                None      Fair
302  554369_010     65 10    4                                None      Fair
303  554369_010     65 10    4                                None      Fair
304  554413_010     65 10    1                                None      Fair
305  551007_020     66 10    7                                None      Good
306  552482_010     68 10    1                                None      Fair
307  552082_020     69 10    5                                None      Fair
308  557351_010     69 10    5                                None      Fair
309  557351_010     69 10    4                                 GED      Fair
310  554247_020     73 10    1                 High school diploma      Fair
311  559969_010     74 10    1                                None      Fair
312  551808_010     74 10    0                                None Very Good
313  558156_010     75 10    0                                None      Fair
314  550143_010     75 10    0                                None Excellent
315  550143_010     76 10    0                                None Excellent
316  553611_010     76 10    0                                None Very Good
317  554247_020     81 10    1                 High school diploma      Fair
318  550783_010     84 10    0                                None      Fair
319  559144_010     84 10    2                                None      Good
320  550783_010     84 10    0                                None      Fair
321  556088_010     88 10    6                                None      Fair
322  553564_020     46 11    0                                None      Fair
323  556008_020     47 11    1                                None      Good
324  556666_020     47 11    4                 High school diploma      Good
325  556008_020     47 11    1                                None      Good
326  552154_020     49 11    5                                None      Fair
327  550015_020     49 11    0                 High school diploma      Good
328  551878_020     50 11    2                                 GED Very Good
329  555064_020     50 11    1                                None      Fair
330  551143_020     50 11    8                 High school diploma      Fair
331  556266_020     50 11    2                                None      Fair
332  550156_020     51 11    0                                None      Good
333  555952_020     51 11    5                 High school diploma      Good
334  556793_010     53 11    4                                None      Fair
335  558001_010     53 11    1                                 GED Very Good
336  559928_010     53 11    0                                 GED      Good
337  550239_010     53 11    3                 High school diploma      Good
338  550882_010     53 11    1                                None      Fair
339  556793_010     53 11    4                                None      Fair
340  559928_010     53 11    0                                 GED      Good
341  555844_010     53 11    1                                None      Fair
342  555844_010     53 11    1                                None      Fair
343  559387_010     53 11    1                                 GED      Good
344  558001_010     53 11    1                                 GED Very Good
345  554186_010     54 11    0                                None      Poor
346  550356_010     54 11    7                                 GED      Fair
347  550356_010     54 11    7                                 GED      Fair
348  551878_020     54 11    3                                 GED      Good
349  551030_010     54 11    7                 High school diploma      Fair
350  558087_010     54 11    3                                None      Fair
351  558246_010     55 11    4                                 GED Very Good
352  554256_010     55 11    2                                 GED      Fair
353  556606_010     55 11    5                                None      Good
354  559292_010     56 11    6                                None      Fair
355  559551_010     56 11    2                                None      Fair
356  559785_010     56 11    1                 High school diploma      Fair
357  559292_010     56 11    6                                None      Fair
358  554154_020     56 11    0                 High school diploma      Fair
359  550064_010     56 11    1                 High school diploma      Good
360  555891_010     56 11    7                                None      Fair
361  559785_020     56 11    1                                 GED      Fair
362  559785_010     56 11    1                 High school diploma      Fair
363  559121_010     56 11    6                                None      Poor
364  554363_010     56 11    1                                None      Good
365  554463_010     56 11    5                                 GED      Fair
366  554463_010     56 11    5                                 GED      Fair
367  559121_010     56 11    6                                None      Poor
368  555767_010     57 11    2                                None Excellent
369  558286_010     57 11    3                 High school diploma      Fair
370  555944_010     57 11    0                                None Very Good
371  550404_010     57 11    2                                None      Good
372  558264_010     58 11    0                                None      Fair
373  550686_010     58 11    2                 High school diploma      Good
374  551628_010     59 11    0                 High school diploma Very Good
375  552761_020     60 11    2                                None      Fair
376  555545_010     60 11    1                                None Excellent
377  557358_010     60 11    6                                 GED      Poor
378  555545_010     60 11    1                                None Excellent
379  554069_020     60 11    2                                None      Fair
380  555545_010     60 11    1                                None Excellent
381  554069_020     60 11    2                                None      Fair
382  557093_010     61 11    0                                None      Fair
383  554069_020     61 11    2                                None      Fair
384  559470_010     61 11    1                                 GED      Good
385  553448_010     61 11    3                                None      Fair
386  550516_010     62 11    1                                None Excellent
387  559660_010     62 11    1                                None      Fair
388  550516_010     62 11    1                                None Excellent
389  550516_010     62 11    1                                None Excellent
390  550516_010     62 11    1                                None Excellent
391  552118_020     62 11    1                                None      Fair
392  550516_010     62 11    1                                None Excellent
393  555137_010     62 11    1                                 GED Very Good
394  559893_010     62 11    4                 High school diploma      Fair
395  557093_010     62 11    0                                None      Fair
396  559660_010     62 11    1                                None      Fair
397  559660_010     62 11    1                                None      Fair
398  559660_010     62 11    1                                None      Fair
399  559741_010     62 11    1                                None      Good
400  559893_010     62 11    4                                 GED      Fair
401  558936_010     63 11    5                 High school diploma      Fair
402  558646_010     64 11    2                                None      Good
403  555473_010     64 11    3                                None      Fair
404  554443_010     64 11    2                                None      Fair
405  557223_020     64 11    1                                None      Good
406  558543_020     64 11    0                 High school diploma Very Good
407  558646_010     64 11    2                                None      Good
408  555473_010     64 11    3                                None      Fair
409  554075_010     64 11    0                 High school diploma      Good
410  550385_010     64 11    0                 High school diploma Very Good
411  558646_010     64 11    2                                None      Good
412  557223_020     64 11    1                                None      Good
413  554075_010     65 11    0                 High school diploma      Good
414  556073_010     65 11    5                 High school diploma Very Good
415  553948_020     65 11    1                                None      Good
416  553948_020     65 11    1                                None      Good
417  556073_010     65 11    5                 High school diploma Very Good
418  556073_010     65 11    5                 High school diploma Very Good
419  553948_010     65 11    5                                None      Fair
420  552648_020     66 11   NA                                None      Fair
421  559470_020     66 11    1                                 GED      Poor
422  557351_020     67 11    5                                 GED      Fair
423  551110_010     68 11    0                                 GED      Good
424  557351_020     69 11    5                                 GED      Fair
425  558355_010     69 11    2                                None      Fair
426  559470_020     69 11    1                                 GED      Fair
427  556827_010     69 11    3                                None      Fair
428  558355_010     69 11    2                                None      Fair
429  555216_020     70 11    0                                None      Fair
430  552383_010     70 11    2                                None      Good
431  552383_010     70 11    2                                None      Good
432  552383_010     71 11    2                                None      Good
433  554017_010     72 11    0                                None Excellent
434  553014_010     72 11    1                                None      Poor
435  557391_010     73 11    2                                None Very Good
436  554092_010     74 11    0                 High school diploma      Good
437  559767_010     76 11    0                                None      Fair
438  559245_010     76 11    7                                None      Fair
439  553640_010     77 11    0                 High school diploma      Good
440  552660_020     77 11    0                                None      Fair
441  554318_010     80 11    5                                None      Poor
442  553925_010     82 11    1                                 GED Very Good
443  556720_020     84 11    0                                None      Good
444  553570_020     40 12    2                 High school diploma      Fair
445  556533_020     41 12    1                 High school diploma      Good
446  556424_020     45 12    5                                 GED      Fair
447  556424_020     45 12    5                 High school diploma      Fair
448  556179_020     45 12    1                 High school diploma      Fair
449  550614_020     47 12    0                 High school diploma      Good
450  559229_020     47 12    0                 High school diploma Very Good
451  557320_020     47 12    1                 High school diploma      Good
452  556878_020     47 12    0                 High school diploma      Fair
453  557320_020     47 12    1                 High school diploma      Good
454  557510_020     47 12    0                 High school diploma Excellent
455  550851_020     47 12    1                                 GED      Good
456  556666_020     47 12    4                 High school diploma      Good
457  557510_020     47 12    0                 High school diploma Excellent
458  556976_020     47 12    0                                None      Good
459  550851_020     47 12    1                                 GED      Fair
460  555071_020     48 12    3                                 GED Very Good
461  555071_020     48 12    3                                 GED      Good
462  555071_020     48 12    3                                 GED      Good
463  559270_020     48 12    0                 High school diploma Excellent
464  558403_020     49 12    0                 High school diploma      Fair
465  552989_020     49 12    0                 High school diploma Very Good
466  559223_010     49 12    4                  Associate's degree      Fair
467  557630_020     49 12    0                 High school diploma      Fair
468  558403_020     49 12    0                 High school diploma      Fair
469  557630_020     49 12    0                 High school diploma      Good
470  554301_020     49 12    0                 High school diploma Very Good
471  551991_020     50 12    2                                 GED      Good
472  552346_010     50 12    0                 High school diploma Very Good
473  555071_010     50 12    4                                 GED      Good
474  559898_020     50 12    0                 High school diploma      Good
475  556090_010     50 12    0                 High school diploma Very Good
476  552346_010     50 12    0                 High school diploma Very Good
477  559691_010     50 12    1                 High school diploma      Good
478  556796_010     50 12    0                 High school diploma Excellent
479  553503_020     50 12    4                                None      Poor
480  551335_020     50 12    0                 High school diploma      Good
481  556090_010     50 12    0                 High school diploma Very Good
482  554875_020     50 12    1                 High school diploma Very Good
483  551991_020     50 12    2                                 GED      Good
484  552681_020     51 12    2                 High school diploma      Fair
485  552079_010     51 12    5                 High school diploma      Good
486  550902_010     51 12    7                 High school diploma      Good
487  556424_010     51 12    1                 High school diploma      Good
488  559353_010     51 12    0                 High school diploma      Good
489  550688_010     51 12    7                 High school diploma      Fair
490  558897_010     51 12    4                 High school diploma      Fair
491  550156_010     51 12    0                                None      Good
492  552079_010     51 12    5                 High school diploma      Good
493  559353_010     51 12    0                 High school diploma      Good
494  552681_020     51 12    0                 High school diploma      Good
495  550514_020     51 12    2                 High school diploma      Fair
496  557699_010     51 12    3                 High school diploma      Fair
497  553327_010     51 12    5                 High school diploma      Good
498  550156_020     51 12    5                                None      Good
499  558897_010     51 12    4                 High school diploma      Fair
500  556240_020     51 12    3                 High school diploma      Good
501  553327_010     51 12    5                 High school diploma      Good
502  556857_010     51 12    2                 High school diploma Very Good
503  552906_010     51 12    2                 High school diploma      Good
504  554494_020     51 12    1                 High school diploma      Poor
505  555071_010     51 12    3                                 GED      Good
506  557699_010     51 12    3                 High school diploma      Fair
507  559269_020     51 12    6                 High school diploma      Fair
508  555087_010     51 12    1                 High school diploma      Good
509  552681_020     51 12    2                 High school diploma Very Good
510  559353_010     51 12    0                 High school diploma      Good
511  552941_010     52 12    7                 High school diploma      Good
512  555918_010     52 12    1                 High school diploma      Fair
513  550962_020     52 12    1                 High school diploma      Fair
514  550962_020     52 12    1                 High school diploma      Fair
515  553393_010     52 12    5                 High school diploma Very Good
516  553262_010     52 12    5                 High school diploma      Good
517  555241_010     52 12    7                 High school diploma      Fair
518  553852_010     52 12    0                 High school diploma      Good
519  552681_010     52 12    0                 High school diploma Very Good
520  552681_010     52 12    0                 High school diploma Excellent
521  557118_010     52 12    2                 High school diploma      Good
522  550683_010     52 12    2                                None      <NA>
523  552510_010     52 12    0                 High school diploma Excellent
524  550683_010     52 12    2                                None      <NA>
525  550964_010     52 12    1                 High school diploma Very Good
526  553030_010     52 12    1                 High school diploma      Fair
527  554652_010     52 12    0                                 GED Very Good
528  553641_010     52 12    1                 High school diploma      Good
529  555663_020     52 12    0                 High school diploma Very Good
530  550962_020     52 12    1                 High school diploma      Fair
531  553393_010     52 12    7                 High school diploma Very Good
532  551126_010     52 12    0                 High school diploma Excellent
533  555515_010     52 12    1                                 GED      Fair
534  555241_010     52 12    7                 High school diploma      Fair
535  550873_010     52 12    3                 High school diploma      Good
536  557842_010     52 12    1                                None      Good
537  553393_010     52 12    5                 High school diploma Very Good
538  553393_010     52 12    5                 High school diploma Very Good
539  555245_010     52 12    1                 High school diploma      Good
540  553262_010     52 12    5                 High school diploma      Good
541  557063_020     52 12    7                 High school diploma      Fair
542  557063_020     52 12    7                 High school diploma      Fair
543  553641_010     52 12    1                 High school diploma      Good
544  551762_010     52 12    2                 High school diploma      Good
545  553030_010     52 12    1                 High school diploma      Fair
546  553262_010     52 12    5                 High school diploma      Good
547  550270_010     52 12    6                 High school diploma      Fair
548  551238_010     53 12    4                 High school diploma      Good
549  558004_010     53 12    2                 High school diploma      Good
550  550964_010     53 12    1                 High school diploma Very Good
551  559227_010     53 12    2                 High school diploma      Poor
552  558391_020     53 12    0                 High school diploma      Good
553  557914_010     53 12    0                 High school diploma Very Good
554  559484_020     53 12    1                 High school diploma Very Good
555  559839_010     53 12    0                  Associate's degree      Good
556  551991_010     53 12    4                                 GED      Good
557  558391_020     53 12    0                 High school diploma      Good
558  554655_010     53 12    8                 High school diploma      Fair
559  555405_020     53 12    2                 High school diploma Excellent
560  556943_020     53 12    1                 High school diploma      Good
561  554655_010     53 12    8                 High school diploma      Fair
562  555405_010     53 12    2                 High school diploma Excellent
563  555464_010     53 12    0                 High school diploma Very Good
564  551928_010     53 12    5                                 GED      Fair
565  550614_010     53 12    4                 High school diploma      Fair
566  550155_010     53 12    1                                 GED Very Good
567  550683_010     53 12    2                                None      Good
568  556135_010     53 12    1                 High school diploma      Fair
569  555405_010     53 12    2                 High school diploma Excellent
570  556758_010     53 12    0                                 GED Very Good
571  550038_010     53 12    2                 High school diploma      Fair
572  552963_010     53 12    5                 High school diploma      Good
573  553351_010     53 12    4                 High school diploma      Good
574  558004_010     53 12    2                 High school diploma      Good
575  552776_010     53 12    4                 High school diploma      Good
576  551207_010     53 12    6                                 GED      Good
577  550964_010     53 12    1                 High school diploma Very Good
578  554655_010     53 12    8                 High school diploma      Fair
579  557647_010     53 12    2                 High school diploma      Poor
580  550100_010     53 12    1                                None Very Good
581  557102_010     53 12    2                                 GED      Good
582  556758_010     53 12    0                                 GED Very Good
583  556758_010     53 12    0                                 GED Very Good
584  551651_010     53 12    0                 High school diploma Very Good
585  556758_010     53 12    0                                 GED Very Good
586  554494_010     54 12    0                 High school diploma      Good
587  556943_020     54 12    1                 High school diploma      Good
588  550822_020     54 12    4                                None      Fair
589  551279_010     54 12    1                 High school diploma      Good
590  551305_010     54 12    0                 High school diploma Very Good
591  555915_020     54 12    1                 High school diploma Very Good
592  556175_010     54 12    1                 High school diploma      Good
593  552949_020     54 12    1                                 GED      Fair
594  553775_010     54 12    0                 High school diploma      Good
595  553771_010     54 12    6                 High school diploma      Poor
596  555697_020     54 12    7                                None      Fair
597  553610_010     54 12    1                 High school diploma Very Good
598  552964_020     54 12   NA                 High school diploma Very Good
599  556179_010     54 12    2                 High school diploma      Fair
600  553765_010     54 12    8                                 GED      Fair
601  555441_020     54 12    1                 High school diploma Very Good
602  555339_010     54 12    1                 High school diploma      Good
603  555765_010     54 12    5                                 GED      Fair
604  551279_010     54 12    1                 High school diploma      Good
605  555441_010     54 12    0                                 GED      Fair
606  550047_010     54 12    0                 High school diploma Excellent
607  553890_010     54 12    0                 High school diploma Very Good
608  555441_010     54 12    0                 High school diploma      Fair
609  552949_010     54 12    5                                 GED      Fair
610  557425_010     54 12    0                 High school diploma Very Good
611  551305_010     54 12    0                 High school diploma Very Good
612  551564_010     54 12    2                                 GED      Fair
613  557885_020     54 12    2                 High school diploma      Fair
614  556943_020     54 12    1                 High school diploma      Good
615  555441_010     54 12    0                 High school diploma      Fair
616  555706_020     54 12    2                 High school diploma      Fair
617  552964_010     54 12   NA                 High school diploma      Good
618  553771_010     54 12    6                 High school diploma      Poor
619  555441_010     54 12    0                 High school diploma      Fair
620  555697_020     54 12    6                                None      Fair
621  551279_010     54 12    1                 High school diploma      Good
622  551564_010     54 12    2                                 GED      Fair
623  555915_020     54 12    1                 High school diploma Very Good
624  555706_020     54 12    2                 High school diploma      Fair
625  555900_010     55 12    0                 High school diploma Very Good
626  556413_020     55 12    0                 High school diploma      Good
627  553721_010     55 12    1                 High school diploma      Good
628  552339_010     55 12    4                                 GED      Poor
629  557538_020     55 12    0                 High school diploma Very Good
630  552154_010     55 12    1                 High school diploma      Good
631  552154_010     55 12    1                 High school diploma Very Good
632  559445_010     55 12    0                                None      Good
633  550362_010     55 12    8                                None      Poor
634  559445_010     55 12    0                                None      Good
635  550880_010     55 12    0                 High school diploma      Fair
636  550609_010     55 12    0                  Associate's degree      Good
637  557624_010     55 12    4                 High school diploma      Fair
638  550362_010     55 12    8                                 GED      Poor
639  558237_010     55 12    5                 High school diploma      Fair
640  557198_010     55 12    1                 High school diploma      Good
641  557198_010     55 12    1                 High school diploma      Good
642  556367_010     55 12    1                 High school diploma Excellent
643  558131_010     55 12    1                 High school diploma      Fair
644  551085_010     55 12    1                 High school diploma Excellent
645  559440_010     55 12    7                 High school diploma      Good
646  556413_020     55 12    1                 High school diploma      Good
647  550822_020     55 12    1                                None      Fair
648  550535_010     55 12    0                                None      Fair
649  551517_010     55 12    1                 High school diploma      Good
650  557538_020     55 12    0                 High school diploma Very Good
651  553721_010     55 12    1                 High school diploma      Good
652  558004_020     55 12    1                 High school diploma      Good
653  555134_020     55 12    1                 High school diploma      Fair
654  556698_010     55 12    2                                None Very Good
655  555339_020     56 12    6                 High school diploma      Good
656  551973_010     56 12    2                 High school diploma      Fair
657  553817_010     56 12    6                 High school diploma      Good
658  554377_010     56 12    0                 High school diploma      Good
659  552544_010     56 12    1                 High school diploma Very Good
660  551372_010     56 12    1                                 GED      Fair
661  553237_010     56 12    0                 High school diploma Excellent
662  556516_010     56 12    0                 High school diploma      Fair
663  552544_010     56 12    1                 High school diploma Very Good
664  559416_010     56 12    6                                 GED Excellent
665  553227_010     56 12    1                 High school diploma Excellent
666  556541_010     56 12    1                 High school diploma Very Good
667  551940_010     56 12    7                 High school diploma      Fair
668  550015_010     56 12    0                 High school diploma Very Good
669  550110_010     56 12    4                 High school diploma      Poor
670  550064_010     56 12    3                 High school diploma      Good
671  553817_010     56 12    6                 High school diploma      Good
672  557624_020     56 12    8                 High school diploma      Fair
673  551843_010     56 12    0                 High school diploma      Good
674  558926_010     56 12    0                 High school diploma Very Good
675  550964_020     56 12    3                 High school diploma Very Good
676  550015_010     56 12    2                 High school diploma Very Good
677  555716_020     56 12    5                 High school diploma Very Good
678  557940_010     56 12    8                 High school diploma      Fair
679  551372_010     56 12    1                                 GED      Fair
680  551973_010     56 12    2                 High school diploma      Fair
681  559416_020     56 12    5                                 GED Excellent
682  551179_010     57 12    0                                None Very Good
683  551054_010     57 12    1                 High school diploma Very Good
684  555495_010     57 12    1                 High school diploma Excellent
685  557977_010     57 12    0                 High school diploma Excellent
686  553715_020     57 12    1                 High school diploma      Fair
687  551054_010     57 12    1                 High school diploma Very Good
688  559785_020     57 12    4                                 GED      Poor
689  554003_010     57 12    6                 High school diploma      Poor
690  554003_010     57 12    6                 High school diploma      Poor
691  551054_010     57 12    1                 High school diploma Very Good
692  556541_010     57 12    1                 High school diploma Very Good
693  559812_010     57 12    6                 High school diploma      Fair
694  556240_010     57 12    3                 High school diploma      Poor
695  555349_010     57 12    0                 High school diploma      Good
696  550428_010     57 12    1                 High school diploma      Good
697  553482_010     57 12    6                 High school diploma      Poor
698  552050_010     57 12    4                 High school diploma      Fair
699  551228_010     57 12    6                                None      Fair
700  551228_010     57 12    6                                None      Fair
701  552919_010     57 12    1                 High school diploma Very Good
702  550686_010     58 12    2                 High school diploma      Good
703  559071_010     58 12    0                 High school diploma      Good
704  558155_010     58 12    2                 High school diploma      Fair
705  559129_010     58 12    6                 High school diploma      Fair
706  554740_010     58 12    5                 High school diploma      Good
707  558155_010     58 12    0                 High school diploma      Fair
708  557344_010     58 12    3                 High school diploma      Poor
709  551025_020     58 12    1                 High school diploma Very Good
710  554740_010     58 12    5                 High school diploma      Good
711  556445_010     58 12    5                 High school diploma      Fair
712  551087_010     58 12    0                 High school diploma      Good
713  559129_010     58 12    6                 High school diploma      Fair
714  553532_010     58 12    0                 High school diploma      Fair
715  556445_010     58 12    5                 High school diploma      Fair
716  558155_010     58 12    0                 High school diploma      Good
717  550147_010     59 12    0                 High school diploma      Fair
718  550147_010     59 12    0                 High school diploma      Fair
719  552786_010     59 12    4                 High school diploma      Good
720  550920_010     59 12    3                 High school diploma      Fair
721  559567_020     59 12    3                 High school diploma      Poor
722  550428_010     59 12    1                 High school diploma      Good
723  559567_020     59 12    3                 High school diploma      Poor
724  559471_010     59 12    6                 High school diploma      Poor
725  559471_010     59 12    6                 High school diploma      Poor
726  554880_010     59 12    1                                None      Good
727  554939_010     59 12    1                 High school diploma      Fair
728  550147_010     59 12    0                 High school diploma      Fair
729  556089_020     59 12    0                 High school diploma      Poor
730  558062_010     59 12    2                 High school diploma      Fair
731  552786_010     59 12    4                 High school diploma      Good
732  554874_010     60 12    0                                None      Fair
733  559342_020     60 12    0                 High school diploma      Fair
734  554874_010     60 12    0                                None      Fair
735  555578_010     60 12    1                 High school diploma Very Good
736  555578_010     60 12    1                 High school diploma Excellent
737  559044_020     60 12    1                 High school diploma      Fair
738  555441_020     60 12    1                                 GED Very Good
739  552690_010     60 12    4                 High school diploma      Fair
740  552332_010     60 12    2                 High school diploma      Fair
741  554832_020     61 12    2                 High school diploma      Good
742  551087_020     61 12    0                 High school diploma      Good
743  557104_010     61 12    0                 High school diploma Very Good
744  557104_010     61 12    0                 High school diploma Very Good
745  559644_010     61 12    2                                None      Poor
746  557786_010     61 12    0                 High school diploma      Good
747  553715_010     61 12    2                 High school diploma      Fair
748  557538_020     61 12    0                 High school diploma Very Good
749  552633_010     61 12    0                 High school diploma      Good
750  553715_010     61 12    2                 High school diploma      Fair
751  552633_010     61 12    0                 High school diploma      Good
752  556499_010     62 12    4                 High school diploma      Good
753  557025_010     62 12    1                 High school diploma      Fair
754  557889_010     62 12    1                 High school diploma Very Good
755  556499_010     62 12    4                 High school diploma      Good
756  557889_010     62 12    1                 High school diploma Very Good
757  555978_010     62 12    2                 High school diploma      Good
758  558765_010     62 12    3                 High school diploma Very Good
759  552482_020     62 12    2                                 GED      Fair
760  557885_020     62 12    3                 High school diploma      Fair
761  554903_010     62 12    2                                 GED Very Good
762  556499_010     62 12    4                 High school diploma      Good
763  553995_010     62 12    0                 High school diploma      Poor
764  558765_010     62 12    3                 High school diploma Very Good
765  555978_010     62 12    2                 High school diploma      Good
766  552868_010     63 12    3                 High school diploma      Good
767  559949_010     63 12    7                                None      Fair
768  552868_010     63 12    3                 High school diploma      Good
769  551761_020     63 12    0                 High school diploma Very Good
770  552874_010     63 12    4                 High school diploma      Fair
771  552748_020     63 12    1                 High school diploma Very Good
772  555578_010     63 12    0                 High school diploma      Good
773  558540_010     63 12    5                 High school diploma      Fair
774  558552_020     63 12    0                 High school diploma Very Good
775  558552_020     63 12    0                 High school diploma Very Good
776  558404_020     63 12    0                                 GED Very Good
777  550375_010     63 12    6                 High school diploma      Good
778  551761_020     63 12    0                 High school diploma Very Good
779  553400_010     63 12    4                 High school diploma      Poor
780  558360_010     64 12    3                                 GED Very Good
781  552618_010     64 12    3                 High school diploma      Fair
782  550437_010     64 12    2                 High school diploma      Good
783  550233_020     64 12    1                 High school diploma      Fair
784  555946_010     64 12    0                 High school diploma Very Good
785  553413_020     64 12    2                 High school diploma      Fair
786  554793_010     64 12    1                 High school diploma      Good
787  553413_020     64 12    3                 High school diploma      Fair
788  559573_010     64 12    1                 High school diploma      Fair
789  552332_020     64 12    2                                 GED      Fair
790  556185_010     64 12    2                 High school diploma Very Good
791  552454_010     64 12    0                                None Very Good
792  553623_020     64 12    0                                 GED Very Good
793  552748_020     64 12    1                 High school diploma Very Good
794  550233_010     64 12    6                 High school diploma      Good
795  552648_010     64 12   NA                 High school diploma      Good
796  553413_020     64 12    3                 High school diploma      Fair
797  554793_010     64 12    1                 High school diploma      Good
798  557754_010     64 12    6                                None      Fair
799  550228_010     64 12    2                 High school diploma      Good
800  552648_010     64 12   NA                 High school diploma Very Good
801  552332_020     64 12    2                                 GED      Fair
802  550233_020     64 12    1                 High school diploma      Fair
803  555946_010     64 12    0                 High school diploma Very Good
804  550233_020     64 12    1                 High school diploma      Fair
805  559573_010     65 12    1                 High school diploma      Fair
806  554680_010     65 12    1                 High school diploma      Good
807  556089_010     65 12    1                                 GED      Fair
808  551444_010     65 12    1                 High school diploma      Fair
809  552874_020     65 12    4                 High school diploma      Fair
810  553112_010     65 12    0                 High school diploma      Good
811  550920_010     65 12    5                 High school diploma      Fair
812  550605_010     65 12    0                 High school diploma      Good
813  554680_010     65 12    1                 High school diploma      Good
814  558552_010     65 12    1                 High school diploma      Fair
815  556471_010     65 12    5                                 GED      Good
816  555336_010     65 12    1                 High school diploma      Good
817  551783_010     65 12    2                 High school diploma Very Good
818  557433_010     65 12    3                                 GED      Good
819  557433_010     65 12    3                                 GED      Good
820  558935_010     66 12    0                 High school diploma      Good
821  551553_020     66 12    2                 High school diploma      Good
822  552418_010     66 12    6                 High school diploma      Poor
823  552418_010     66 12    6                 High school diploma      Poor
824  555336_010     66 12    1                 High school diploma      Good
825  550645_010     66 12    0                 High school diploma Very Good
826  551808_020     66 12    0                                None Excellent
827  557633_010     66 12    6                 High school diploma      Poor
828  552874_020     66 12    4                 High school diploma      Fair
829  558935_010     66 12    0                 High school diploma      Good
830  555578_010     66 12    0                 High school diploma      Good
831  558935_010     66 12    0                 High school diploma      Good
832  557680_020     67 12    0                 High school diploma Excellent
833  559603_020     67 12    0                 High school diploma      Good
834  556398_010     67 12    0                 High school diploma      Fair
835  558316_010     67 12    0                                 GED      Good
836  554069_010     67 12    1                 High school diploma      Good
837  552971_010     67 12    2                 High school diploma      Poor
838  558568_020     67 12    0                 High school diploma      Good
839  553743_020     67 12    2                  Associate's degree      Good
840  558419_010     67 12    4                 High school diploma      Fair
841  557680_010     67 12    0                 High school diploma Excellent
842  551140_010     67 12    2                 High school diploma Very Good
843  552163_010     67 12    0                 High school diploma      Good
844  551140_010     67 12    2                 High school diploma Very Good
845  551553_010     67 12    2                 High school diploma      Good
846  551140_010     67 12    2                 High school diploma Very Good
847  556394_020     68 12    3                 High school diploma      Good
848  556635_010     68 12    3                 High school diploma Very Good
849  558099_010     68 12    1                 High school diploma      Fair
850  557571_010     68 12    2                 High school diploma Very Good
851  557983_010     68 12    0                 High school diploma      Fair
852  551110_010     68 12    0                                 GED      Good
853  559567_010     68 12    3                 High school diploma      Fair
854  554069_010     68 12    1                 High school diploma      Good
855  551110_010     68 12    0                                 GED      Good
856  555178_010     68 12    0                 High school diploma      Good
857  556493_020     68 12    1                 High school diploma      Fair
858  557014_010     68 12    0                 High school diploma Very Good
859  558049_010     68 12    1                 High school diploma      Fair
860  555780_010     68 12    3                 High school diploma Excellent
861  554724_020     68 12    1                 High school diploma      Good
862  551761_010     68 12    1                 High school diploma Excellent
863  555780_010     68 12    4                 High school diploma      Good
864  554724_020     68 12    0                 High school diploma      Good
865  557571_010     68 12    2                 High school diploma Very Good
866  557014_010     68 12    0                 High school diploma Very Good
867  556635_010     68 12    3                 High school diploma Very Good
868  554425_010     69 12    2                 High school diploma      Fair
869  556709_010     69 12    7                 High school diploma      Poor
870  550759_010     69 12    2                 High school diploma      Good
871  559001_010     69 12    4                 High school diploma      Poor
872  551080_010     69 12    1                 High school diploma      Good
873  557131_020     69 12    0                 High school diploma      Good
874  550759_010     69 12    2                 High school diploma      Good
875  551080_020     69 12    1                 High school diploma      Good
876  554228_020     69 12    7                                None      Fair
877  551080_010     69 12    1                 High school diploma      Good
878  559001_010     69 12    4                 High school diploma      Poor
879  552482_020     69 12    1                                 GED      Fair
880  559083_010     69 12    1                 High school diploma      Fair
881  552065_010     70 12    0                 High school diploma      Good
882  551808_020     70 12    0                                None Very Good
883  552065_010     70 12    0                 High school diploma      Good
884  558737_010     70 12    0                                 GED      Fair
885  555427_010     70 12    0                                 GED      Good
886  557139_010     70 12    3                 High school diploma      Fair
887  558316_010     70 12    0                                 GED      Good
888  554831_010     70 12    1                 High school diploma      Good
889  550240_020     70 12    4                 High school diploma      Fair
890  551553_020     70 12    2                 High school diploma      Good
891  557139_010     71 12    3                 High school diploma      Fair
892  552490_010     71 12    2                 High school diploma      Good
893  552490_010     71 12    2                 High school diploma      Good
894  559408_010     71 12    0                 High school diploma      Good
895  557680_020     71 12    0                 High school diploma Excellent
896  552490_010     71 12    2                 High school diploma      Good
897  558568_020     71 12    0                 High school diploma      Good
898  557326_010     71 12    7                                 GED      Poor
899  550345_010     72 12    0                 High school diploma      Fair
900  556549_010     72 12    1                 High school diploma      Fair
901  550240_020     72 12    4                 High school diploma      Fair
902  555962_010     72 12    2                 High school diploma      Poor
903  556549_010     72 12    1                 High school diploma      Fair
904  555962_010     72 12    2                 High school diploma      Poor
905  556549_010     72 12    1                 High school diploma      Fair
906  557876_010     72 12    0                                 GED      Good
907  550240_010     73 12    6                                 GED Very Good
908  551761_010     73 12    0                 High school diploma Excellent
909  556869_010     73 12    4                 High school diploma      Good
910  556869_010     73 12    4                 High school diploma      Good
911  559346_010     73 12    0                                None      Good
912  556869_010     73 12    4                 High school diploma      Good
913  552490_010     73 12    2                 High school diploma      Good
914  553043_010     73 12    2                 High school diploma      Fair
915  559346_010     74 12    0                                None      Good
916  551505_010     74 12    0                 High school diploma      Good
917  557253_010     74 12    1                 High school diploma      Good
918  556069_010     74 12    0                 High school diploma      Good
919  557253_010     74 12    0                 High school diploma      Good
920  559565_010     74 12    0                 High school diploma      Fair
921  554670_020     75 12    4                                 GED      Fair
922  558671_020     75 12    2                                None      Fair
923  550043_010     75 12    0                 High school diploma Very Good
924  550043_010     75 12    0                 High school diploma Very Good
925  559346_010     75 12    1                                None      Good
926  550119_010     75 12    2                 High school diploma      Fair
927  556148_020     76 12    0                 High school diploma      Good
928  555310_010     76 12    2                                 GED      Fair
929  556148_020     76 12    0                 High school diploma      Good
930  556207_010     77 12    0                                 GED      Fair
931  553651_010     77 12    3                                 GED      Good
932  552660_010     77 12    0                 High school diploma      Fair
933  555354_010     77 12    0                 High school diploma      Good
934  552861_010     77 12    0                 High school diploma      Fair
935  551026_010     78 12    0                 High school diploma      Good
936  558741_010     78 12    6                                 GED      Fair
937  551026_010     78 12    0                 High school diploma      Good
938  551026_010     78 12    0                 High school diploma      Good
939  558055_010     78 12    1                 High school diploma      Fair
940  557111_020     79 12    2                                None Very Good
941  553913_010     79 12    0                                 GED      Fair
942  550119_020     80 12    0                 High school diploma      Good
943  550513_010     80 12    0                 High school diploma      Good
944  553911_010     80 12    1                 High school diploma      Fair
945  556509_010     80 12    2                 High school diploma      Good
946  559133_010     81 12    0                 High school diploma Very Good
947  559133_010     81 12    0                 High school diploma Very Good
948  555314_010     82 12    0                                 GED      Fair
949  557795_010     82 12    4                 High school diploma      Fair
950  558082_010     82 12    1                 High school diploma      Good
951  557014_010     82 12    0                 High school diploma Very Good
952  551529_010     82 12    0                 High school diploma      Good
953  558082_010     82 12    1                 High school diploma      Good
954  551529_010     82 12    0                 High school diploma      Good
955  557795_010     82 12    4                 High school diploma      Fair
956  558082_010     82 12    1                 High school diploma      Good
957  557795_010     82 12    4                 High school diploma      Fair
958  555314_010     84 12    0                                 GED      Fair
959  553707_010     84 12    3                                 GED      Good
960  557601_010     90 12    0                 High school diploma      Good
961  552986_010     90 12    1                 High school diploma      Fair
962  553921_010     92 12    1                 High school diploma      Poor
963  557516_010     96 12    5                                 GED      Fair
964  554899_020     41 13    5                  Associate's degree      Fair
965  554899_020     41 13    5                  Associate's degree      Fair
966  555603_020     43 13    4                  Associate's degree      Poor
967  555603_020     44 13    4                  Associate's degree      Fair
968  559839_020     45 13    0                  Associate's degree      Fair
969  559839_020     45 13    0                  Associate's degree Very Good
970  555331_020     46 13    0                 High school diploma Very Good
971  556666_020     47 13    4                  Associate's degree      Good
972  559093_020     47 13    1                  Associate's degree      Good
973  556666_020     47 13    4                  Associate's degree      Good
974  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
975  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
976  559223_020     49 13    4                  Associate's degree      Fair
977  556131_010     50 13    2                  Associate's degree      Good
978  550514_020     50 13    3                  Associate's degree      Fair
979  559093_010     51 13    2                  Associate's degree      Fair
980  551108_020     51 13    4                     Master's degree      Good
981  552911_010     51 13    4                  Associate's degree Very Good
982  552613_010     51 13    1                  Associate's degree      Good
983  552837_010     51 13    0                  Associate's degree Excellent
984  550317_010     51 13    0                  Associate's degree Very Good
985  556779_020     51 13    0                   Bachelor's degree      Good
986  559272_010     51 13    0                  Associate's degree      Good
987  552911_010     51 13    4                  Associate's degree Very Good
988  556900_010     52 13    2                  Associate's degree      Poor
989  557407_010     52 13    4                  Associate's degree      Poor
990  556241_010     52 13    2                  Associate's degree Very Good
991  552822_010     52 13    1                  Associate's degree      Fair
992  556402_010     52 13    1                  Associate's degree Very Good
993  559220_010     52 13    2                  Associate's degree Excellent
994  556402_010     52 13    1                  Associate's degree Very Good
995  551557_010     53 13    1                  Associate's degree      Good
996  557061_010     53 13    1                  Associate's degree      Good
997  559839_010     53 13    0                  Associate's degree      Fair
998  557061_010     53 13    1                  Associate's degree      Good
999  559839_010     53 13    0                  Associate's degree      Fair
1000 557061_010     53 13    1                  Associate's degree      Good
1001 557407_010     53 13    4                  Associate's degree      Poor
1002 553998_010     53 13    0                  Associate's degree      Poor
1003 558216_010     53 13    2                   Bachelor's degree      Good
1004 550747_010     53 13    5                  Associate's degree      Poor
1005 551557_010     53 13    1                  Associate's degree      Good
1006 558985_010     54 13    7                   Bachelor's degree      Fair
1007 550822_010     54 13    1                  Associate's degree      Fair
1008 554578_020     54 13    0                     Master's degree Very Good
1009 555706_020     54 13    2                  Associate's degree      Fair
1010 559011_010     54 13    3                  Associate's degree      Fair
1011 557784_010     54 13    4                  Associate's degree      Fair
1012 559909_010     54 13    4                  Associate's degree      Good
1013 554951_010     54 13    0                  Associate's degree Very Good
1014 552908_010     54 13    0                     Master's degree      Good
1015 558985_010     54 13    7                   Bachelor's degree      Fair
1016 558974_010     55 13    2                  Associate's degree      Good
1017 558974_010     55 13    2                  Associate's degree      Good
1018 552741_010     55 13    2                  Associate's degree      Fair
1019 552423_020     55 13    1                  Associate's degree Very Good
1020 553055_020     55 13    0                  Associate's degree      Good
1021 552329_010     55 13    0                  Associate's degree      Fair
1022 555650_010     55 13    4                  Associate's degree      Fair
1023 552741_010     55 13    2                  Associate's degree      Fair
1024 557283_010     55 13    6                  Associate's degree      Fair
1025 555169_010     55 13    4                  Associate's degree Excellent
1026 552423_020     55 13    1                  Associate's degree Very Good
1027 554578_010     55 13    1                   Bachelor's degree      Good
1028 558974_010     55 13    2                  Associate's degree      Good
1029 558974_010     55 13    2                  Associate's degree      Good
1030 558926_020     56 13    1                   Bachelor's degree      Good
1031 552741_010     56 13    2                  Associate's degree      Fair
1032 554578_010     56 13    0                     Master's degree Very Good
1033 552741_010     56 13    2                  Associate's degree      Fair
1034 558158_010     57 13    0                  Associate's degree      Good
1035 559598_010     57 13    1                  Associate's degree Very Good
1036 559598_010     57 13    1                  Associate's degree Very Good
1037 558158_010     57 13    0                  Associate's degree      Good
1038 559598_020     57 13    1                  Associate's degree Very Good
1039 558158_010     57 13    0                  Associate's degree      Good
1040 556712_010     58 13    2                  Associate's degree      Fair
1041 556712_010     58 13    2                  Associate's degree      Fair
1042 556712_010     58 13    2                  Associate's degree      Fair
1043 556531_010     58 13    1                   Bachelor's degree      Good
1044 557269_010     58 13    7                  Associate's degree      Good
1045 557269_010     58 13    7                  Associate's degree      Good
1046 556712_010     58 13    2                  Associate's degree      Fair
1047 550753_010     58 13    1                  Associate's degree Very Good
1048 556531_010     58 13    1                   Bachelor's degree      Good
1049 557269_010     58 13    7                  Associate's degree      Good
1050 557269_010     58 13    7                  Associate's degree      Good
1051 553881_010     59 13    0                  Associate's degree Very Good
1052 556944_010     59 13    1                  Associate's degree Excellent
1053 556394_020     59 13    3                  Associate's degree      Good
1054 556149_010     59 13    8                  Associate's degree      Poor
1055 557804_020     59 13    4                   Bachelor's degree      Poor
1056 556493_010     59 13    4                  Associate's degree      Fair
1057 556149_010     59 13    8                  Associate's degree      Poor
1058 553881_010     59 13    0                  Associate's degree Very Good
1059 556138_010     59 13    6                  Associate's degree      Fair
1060 553623_010     59 13    2                 High school diploma Very Good
1061 552454_010     59 13    0                  Associate's degree Very Good
1062 556138_010     59 13    6                  Associate's degree      Fair
1063 557856_010     60 13    2                  Associate's degree      Fair
1064 559649_010     60 13    3                   Bachelor's degree      Good
1065 554354_010     60 13    0                  Associate's degree      Good
1066 559649_010     60 13    3                   Bachelor's degree      Good
1067 557856_010     61 13    2                  Associate's degree      Fair
1068 559649_010     61 13    3                   Bachelor's degree      Good
1069 553055_020     61 13    1                  Associate's degree      Good
1070 554832_010     61 13    2                     Master's degree      Good
1071 557723_010     61 13    5                  Associate's degree      Fair
1072 553055_010     62 13    1                  Associate's degree      Fair
1073 553055_010     62 13    1                  Associate's degree      Fair
1074 554146_010     62 13    3                  Associate's degree Excellent
1075 556345_010     62 13    5                  Associate's degree      Poor
1076 554627_010     62 13    3                  Associate's degree      Good
1077 554146_010     62 13    3                  Associate's degree Excellent
1078 552156_020     62 13    0                  Associate's degree Very Good
1079 552156_020     62 13    0                  Associate's degree      Good
1080 558039_010     63 13    6                  Associate's degree      Fair
1081 556345_010     63 13    6                  Associate's degree      Poor
1082 555307_010     63 13    2                  Associate's degree      Fair
1083 550093_020     63 13    1                  Associate's degree      Good
1084 558039_010     63 13    6                  Associate's degree      Fair
1085 558039_010     63 13    6                  Associate's degree      Fair
1086 553055_010     63 13    1                  Associate's degree      Fair
1087 556077_020     63 13    1                  Associate's degree      Fair
1088 550233_020     64 13    1                  Associate's degree      Fair
1089 558543_020     64 13    0                  Associate's degree Very Good
1090 557131_010     64 13    7                  Associate's degree      Good
1091 558543_020     64 13    0                  Associate's degree Very Good
1092 557673_010     64 13    4                  Associate's degree      Good
1093 558015_010     64 13    2                  Associate's degree      Good
1094 557131_010     64 13    7                  Associate's degree      Good
1095 550238_010     64 13    2                  Associate's degree Very Good
1096 555176_010     65 13    1                  Associate's degree      Good
1097 550827_010     65 13    1                  Associate's degree      Fair
1098 552156_010     65 13    0                  Associate's degree Very Good
1099 559603_020     65 13    0                  Associate's degree      Good
1100 555176_010     65 13    1                  Associate's degree      Good
1101 552156_010     65 13    0                  Associate's degree Very Good
1102 550233_010     66 13    1                  Associate's degree      Good
1103 550626_010     66 13    1                  Associate's degree      Fair
1104 556870_010     67 13    0                  Associate's degree      Fair
1105 551845_010     67 13    4                  Associate's degree      Good
1106 556870_010     67 13    0                  Associate's degree      Fair
1107 559603_020     67 13    1                  Associate's degree      Good
1108 559758_010     67 13    1                  Associate's degree      Fair
1109 554069_010     67 13    1                 High school diploma      Good
1110 551547_010     68 13    2                  Associate's degree      Good
1111 558867_010     68 13    3                  Associate's degree      Fair
1112 557396_010     68 13    5                  Associate's degree      Fair
1113 551547_010     68 13    2                  Associate's degree      Good
1114 554842_010     69 13    3                  Associate's degree      Good
1115 558541_010     69 13    2                  Associate's degree      Good
1116 553325_010     70 13    1                  Associate's degree      Good
1117 551660_010     71 13    2                  Associate's degree      Poor
1118 553432_010     71 13    7                  Associate's degree      Good
1119 550105_010     71 13    1                  Associate's degree      Good
1120 554344_010     71 13    0                  Associate's degree      Good
1121 553338_010     71 13    1                  Associate's degree      Good
1122 559487_010     72 13    5                  Associate's degree      Fair
1123 551645_010     72 13    0                  Associate's degree Very Good
1124 556768_020     72 13    5                  Associate's degree      Good
1125 553832_010     72 13    1                  Associate's degree      Poor
1126 553832_010     72 13    1                  Associate's degree      Poor
1127 559404_010     72 13    1                  Associate's degree Excellent
1128 559487_010     72 13    5                  Associate's degree      Fair
1129 552780_010     73 13    0                  Associate's degree Excellent
1130 554006_010     74 13    1                  Associate's degree Very Good
1131 554911_010     74 13    4                  Associate's degree      Good
1132 554092_010     74 13    0                  Associate's degree      Good
1133 554006_010     74 13    1                  Associate's degree Very Good
1134 554911_010     74 13    4                  Associate's degree      Good
1135 554006_010     74 13    1                  Associate's degree Very Good
1136 552721_010     74 13    7                   Bachelor's degree      Fair
1137 554006_010     74 13    1                  Associate's degree Very Good
1138 552721_010     74 13    7                   Bachelor's degree      Fair
1139 559487_010     74 13    5                  Associate's degree      Fair
1140 551505_010     74 13    0                  Associate's degree      Good
1141 556668_020     74 13    1                  Associate's degree      Good
1142 551645_010     76 13    0                  Associate's degree Very Good
1143 559456_010     76 13    3                  Associate's degree      Fair
1144 551144_010     77 13    0                  Associate's degree      Good
1145 552301_010     77 13    0                  Associate's degree Excellent
1146 552301_010     77 13    0                  Associate's degree Excellent
1147 558671_020     78 13    2                     Master's degree      Fair
1148 552048_010     79 13    7                  Associate's degree      Fair
1149 551191_010     82 13    3                  Associate's degree      Fair
1150 551191_010     82 13    3                  Associate's degree      Fair
1151 554420_010     85 13    1                  Associate's degree      Good
1152 555192_010     87 13    0                  Associate's degree      Good
1153 559472_010     89 13    0                   Bachelor's degree      Good
1154 559622_010     97 13    0                  Associate's degree      Good
1155 551762_020     43 14    0                   Bachelor's degree Very Good
1156 559093_020     47 14    2                  Associate's degree      Good
1157 557510_020     47 14    0                  Associate's degree Excellent
1158 554301_020     49 14    0                  Associate's degree Very Good
1159 553582_010     49 14    2                   Bachelor's degree      Fair
1160 559691_010     50 14    1                  Associate's degree      Good
1161 557126_020     50 14    2                 High school diploma Very Good
1162 559691_010     50 14    1                  Associate's degree      Good
1163 557126_020     50 14    2                 High school diploma Very Good
1164 559691_010     50 14    1                  Associate's degree      Good
1165 557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
1166 554341_010     51 14    2                  Associate's degree Very Good
1167 556779_020     51 14    2                   Bachelor's degree      Good
1168 554301_010     51 14    1                   Bachelor's degree Excellent
1169 551108_010     51 14    7                     Master's degree      Good
1170 552613_010     51 14    1                  Associate's degree      Good
1171 554161_010     51 14    0                  Associate's degree Excellent
1172 557424_010     51 14    1                   Bachelor's degree      Good
1173 558103_010     51 14    1                  Associate's degree      Poor
1174 555911_010     51 14    5                   Bachelor's degree      Fair
1175 555952_010     51 14    5                   Bachelor's degree      Good
1176 558103_010     51 14    1                  Associate's degree      Poor
1177 555911_010     51 14    5                   Bachelor's degree      Fair
1178 556654_010     51 14    1                   Bachelor's degree Very Good
1179 554899_010     51 14    2                  Associate's degree      Fair
1180 551108_020     51 14    5                     Master's degree      Good
1181 555736_010     51 14    0                   Bachelor's degree Excellent
1182 553765_020     51 14    6                  Associate's degree      Fair
1183 559885_010     52 14    3                  Associate's degree Very Good
1184 551238_020     52 14    4                  Associate's degree      Good
1185 557031_010     52 14    1                  Associate's degree      Good
1186 557031_010     52 14    1                  Associate's degree      Good
1187 550173_010     52 14    1                  Associate's degree      Good
1188 559842_010     52 14    1                  Associate's degree      Fair
1189 552822_020     52 14    1                  Associate's degree      Fair
1190 558290_020     52 14    0                     Master's degree Excellent
1191 553951_020     52 14   NA                 High school diploma      Good
1192 557785_010     52 14    3                   Bachelor's degree      Good
1193 552646_010     52 14    1                  Associate's degree      Fair
1194 553060_020     52 14    3                  Associate's degree      Good
1195 556545_010     52 14    0                   Bachelor's degree      Good
1196 559484_020     52 14    1                  Associate's degree Very Good
1197 552745_010     52 14    1                  Associate's degree      Good
1198 557785_020     52 14    3                   Bachelor's degree      Good
1199 556545_010     52 14    0                   Bachelor's degree      Good
1200 557842_010     52 14    1                  Associate's degree      Good
1201 556976_010     52 14    0                   Bachelor's degree      Good
1202 556456_010     52 14    1                   Bachelor's degree Excellent
1203 552646_010     52 14    1                  Associate's degree      Fair
1204 559842_010     52 14    1                  Associate's degree      Fair
1205 551767_010     53 14    3                  Associate's degree Excellent
1206 554076_010     53 14    0                   Bachelor's degree Very Good
1207 558290_010     53 14    0                     Master's degree      Good
1208 552949_010     53 14    5                  Associate's degree      Fair
1209 556260_010     53 14    0                   Bachelor's degree      Good
1210 557721_020     53 14    0                  Associate's degree Very Good
1211 556050_010     53 14    1                  Associate's degree Very Good
1212 555351_010     53 14    1                  Associate's degree Excellent
1213 557811_020     53 14    0                   Bachelor's degree Very Good
1214 557721_020     53 14    0                  Associate's degree Very Good
1215 559315_010     53 14    3                  Associate's degree      Fair
1216 557557_010     53 14    2                   Bachelor's degree      Good
1217 559484_020     53 14    1                  Associate's degree Very Good
1218 550962_010     53 14    1                  Associate's degree      Fair
1219 559315_010     53 14    3                  Associate's degree      Fair
1220 551238_010     53 14    4                  Associate's degree      Good
1221 557721_020     53 14    0                  Associate's degree Very Good
1222 557721_020     53 14    0                  Associate's degree Very Good
1223 551767_010     53 14    3                  Associate's degree Excellent
1224 557721_020     53 14    0                  Associate's degree Very Good
1225 557721_010     53 14    0                  Associate's degree Excellent
1226 555050_010     53 14    0                   Bachelor's degree      Good
1227 550962_010     53 14    1                  Associate's degree      Fair
1228 555351_010     53 14    1                  Associate's degree Excellent
1229 555050_010     53 14    0                   Bachelor's degree      Good
1230 557557_010     53 14    2                   Bachelor's degree      Good
1231 559646_010     53 14    5                  Associate's degree      Poor
1232 557721_010     53 14    0                  Associate's degree Excellent
1233 559315_010     53 14    3                  Associate's degree      Fair
1234 550962_010     53 14    1                  Associate's degree      Fair
1235 551238_010     53 14    4                  Associate's degree      Good
1236 554674_010     54 14    2                  Associate's degree      Good
1237 557667_010     54 14    8                   Bachelor's degree      Poor
1238 556741_010     54 14    1                   Bachelor's degree Very Good
1239 556741_010     54 14    1                   Bachelor's degree Very Good
1240 558859_010     54 14    3                   Bachelor's degree Very Good
1241 553206_010     54 14    0                  Associate's degree      Fair
1242 552812_010     54 14    1                  Associate's degree      Good
1243 555163_010     54 14    1                  Associate's degree      Good
1244 550583_010     54 14    3                   Bachelor's degree      Fair
1245 557811_020     54 14    0                   Bachelor's degree      Good
1246 552812_010     54 14    1                  Associate's degree      Good
1247 555103_010     54 14    8                  Associate's degree      Poor
1248 558849_010     54 14    0                   Bachelor's degree Very Good
1249 558927_010     54 14    1                   Bachelor's degree Excellent
1250 553206_010     54 14    0                  Associate's degree      Fair
1251 557924_010     54 14    3                   Bachelor's degree      Good
1252 558859_010     54 14    3                   Bachelor's degree Very Good
1253 550583_010     54 14    3                   Bachelor's degree      Fair
1254 555258_010     54 14    5                   Bachelor's degree      Good
1255 553206_010     54 14    0                  Associate's degree      Fair
1256 550583_010     54 14    3                   Bachelor's degree      Fair
1257 557924_010     54 14    4                   Bachelor's degree      Good
1258 555103_010     54 14    8                  Associate's degree      Poor
1259 554479_010     55 14    1                     Master's degree Very Good
1260 557470_020     55 14    0                  Associate's degree      Good
1261 554479_010     55 14    1                     Master's degree Very Good
1262 557461_010     55 14    0                   Bachelor's degree      Good
1263 557446_010     55 14    1                   Bachelor's degree      Poor
1264 557446_010     55 14    1                   Bachelor's degree      Poor
1265 551104_010     55 14    2                  Associate's degree      Fair
1266 553790_020     55 14    0                   Bachelor's degree      Good
1267 556079_010     55 14    7                   Bachelor's degree      Fair
1268 553793_010     55 14    1                  Associate's degree      Fair
1269 558185_010     55 14    8                   Bachelor's degree      Fair
1270 557667_010     55 14    8                   Bachelor's degree      Poor
1271 553793_010     55 14    1                  Associate's degree      Fair
1272 554488_020     55 14    0                   Bachelor's degree Very Good
1273 557646_010     56 14    4                  Associate's degree      Fair
1274 552423_020     56 14    1                  Associate's degree Very Good
1275 550930_010     56 14    1                  Associate's degree      Fair
1276 553961_020     56 14    0                   Bachelor's degree      Fair
1277 555872_010     56 14    0                   Bachelor's degree Very Good
1278 552192_010     56 14    5                  Associate's degree      Fair
1279 559843_020     56 14    0                  Associate's degree      Good
1280 552192_010     56 14    5                  Associate's degree      Fair
1281 551132_020     56 14    1                   Bachelor's degree Very Good
1282 552192_010     56 14    5                  Associate's degree      Fair
1283 553961_020     56 14    0                   Bachelor's degree      Fair
1284 555503_020     56 14    4                  Associate's degree      Fair
1285 550930_010     56 14    1                  Associate's degree      Fair
1286 551412_020     56 14    4                 High school diploma      Fair
1287 551450_010     56 14    0                   Bachelor's degree      Good
1288 555872_010     56 14    0                   Bachelor's degree Very Good
1289 557908_010     56 14    0                  Associate's degree      Good
1290 553522_010     56 14    1                   Bachelor's degree      Fair
1291 558131_020     56 14    1                 High school diploma      Good
1292 558764_010     56 14    2                   Bachelor's degree      Fair
1293 556266_010     57 14    3                  Associate's degree      Fair
1294 552159_010     57 14    4                  Associate's degree      Good
1295 558664_010     57 14    1                   Bachelor's degree      Good
1296 556779_010     57 14    0                   Bachelor's degree      Good
1297 556675_010     57 14    1                  Associate's degree Very Good
1298 558576_010     57 14    2                   Bachelor's degree      Good
1299 558664_010     57 14    1                   Bachelor's degree      Good
1300 552292_010     57 14    4                   Bachelor's degree      Good
1301 555886_020     58 14    0                  Associate's degree      Good
1302 556143_010     58 14    0                   Bachelor's degree Very Good
1303 554594_010     58 14    1                   Bachelor's degree      Good
1304 555601_010     58 14    1                 High school diploma      Fair
1305 551442_010     58 14    0                   Bachelor's degree      Good
1306 557518_010     58 14    2                  Associate's degree Very Good
1307 555601_010     58 14    1                 High school diploma      Fair
1308 555560_010     58 14    1                  Associate's degree Very Good
1309 555489_020     58 14    1                   Bachelor's degree Very Good
1310 558155_010     58 14    0                 High school diploma      Good
1311 556143_010     58 14    0                   Bachelor's degree Very Good
1312 553826_020     58 14    0                  Associate's degree Excellent
1313 557510_010     58 14    1                  Associate's degree      Good
1314 557518_010     58 14    2                  Associate's degree Very Good
1315 554818_010     59 14    3                  Associate's degree Very Good
1316 559843_010     59 14    0                  Associate's degree      Fair
1317 551299_010     59 14    6                   Bachelor's degree      Poor
1318 554818_010     59 14    3                  Associate's degree Very Good
1319 556570_010     59 14    0                  Associate's degree Excellent
1320 557855_010     59 14    6                  Associate's degree      Good
1321 550428_010     59 14    1                  Associate's degree      Good
1322 556493_010     59 14    4                  Associate's degree      Fair
1323 553826_020     59 14    0                   Bachelor's degree Excellent
1324 559132_010     59 14    0                   Bachelor's degree Very Good
1325 557855_010     59 14    6                  Associate's degree      Good
1326 553623_020     59 14    0                 High school diploma Very Good
1327 557855_010     59 14    6                  Associate's degree      Good
1328 559704_010     60 14    1                   Bachelor's degree Excellent
1329 557649_010     60 14    2                   Bachelor's degree Very Good
1330 555702_010     60 14    5                   Bachelor's degree      Fair
1331 552892_020     60 14    4                  Associate's degree      Fair
1332 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1333 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1334 553826_010     60 14    0                  Associate's degree Excellent
1335 551548_010     61 14    6                  Associate's degree      Fair
1336 550698_010     61 14    0                  Associate's degree      Fair
1337 555601_020     61 14    2                 High school diploma      Fair
1338 559178_020     61 14    3                  Associate's degree      Good
1339 552059_010     61 14    0                   Bachelor's degree      Fair
1340 554548_010     61 14    6                   Bachelor's degree      Poor
1341 558588_010     62 14    2                  Associate's degree      Good
1342 553826_020     62 14    0                  Associate's degree Excellent
1343 553321_010     62 14    0                  Associate's degree      Poor
1344 559996_010     63 14    3                   Bachelor's degree      Fair
1345 559213_010     63 14    4                   Bachelor's degree      Good
1346 553826_010     63 14    0                  Associate's degree Excellent
1347 552874_020     63 14    2                 High school diploma      Fair
1348 552789_010     63 14    1                  Associate's degree Very Good
1349 550967_020     63 14    2                 High school diploma      Good
1350 552314_010     64 14    3                  Associate's degree      Fair
1351 555848_010     64 14    1                  Associate's degree Excellent
1352 552314_010     64 14    3                  Associate's degree      Fair
1353 555848_010     64 14    1                  Associate's degree Excellent
1354 551878_010     64 14    3                  Associate's degree Very Good
1355 557385_020     64 14    1                  Associate's degree      Good
1356 550698_010     65 14    0                  Associate's degree      Fair
1357 557213_010     65 14    4                  Associate's degree Very Good
1358 557681_010     65 14    1                   Bachelor's degree      Fair
1359 557213_010     65 14    4                  Associate's degree Very Good
1360 552548_010     65 14    7                     Master's degree Very Good
1361 554885_010     65 14    2                  Associate's degree      Poor
1362 550385_010     65 14    0                  Associate's degree Very Good
1363 552548_010     65 14    5                     Master's degree Very Good
1364 554392_010     65 14    1                  Associate's degree      Good
1365 559470_010     65 14    1                   Bachelor's degree      Good
1366 550385_010     65 14    0                  Associate's degree Very Good
1367 559470_010     66 14    0                   Bachelor's degree      Good
1368 550587_010     66 14    3                   Bachelor's degree Excellent
1369 556428_010     66 14    1                  Associate's degree      Good
1370 556428_010     66 14    1                  Associate's degree      Good
1371 556057_010     66 14    0                  Associate's degree      Good
1372 554917_010     66 14    1                  Associate's degree Excellent
1373 551310_010     66 14    4                  Associate's degree      Fair
1374 556997_010     66 14    0                  Associate's degree      Good
1375 557802_010     67 14    1                   Bachelor's degree Very Good
1376 559515_020     67 14    0                   Bachelor's degree      Good
1377 559010_010     67 14    0                  Associate's degree Excellent
1378 559010_010     67 14    0                  Associate's degree Excellent
1379 557802_010     67 14    1                   Bachelor's degree Very Good
1380 550698_020     67 14    0                  Associate's degree      Good
1381 553086_010     67 14    1                   Bachelor's degree Very Good
1382 557353_010     67 14    0                  Associate's degree Excellent
1383 557802_010     67 14    1                   Bachelor's degree Very Good
1384 554845_020     67 14    0                  Associate's degree Very Good
1385 554845_010     67 14    0                  Associate's degree      Fair
1386 557038_010     68 14    0                  Associate's degree      Good
1387 557767_010     68 14    4                   Bachelor's degree Excellent
1388 557038_010     68 14    0                  Associate's degree      Good
1389 559653_010     68 14    0                   Bachelor's degree Excellent
1390 558330_020     68 14    0                   Bachelor's degree      Good
1391 554630_010     68 14    1                   Bachelor's degree      Good
1392 554630_010     68 14    1                   Bachelor's degree      Good
1393 557930_020     68 14    0                 High school diploma Very Good
1394 554486_010     69 14    1                   Bachelor's degree      Fair
1395 554486_010     69 14    1                   Bachelor's degree      Fair
1396 553248_010     69 14    0                  Associate's degree Very Good
1397 559287_010     70 14    0                  Associate's degree Excellent
1398 556806_010     70 14    0                   Bachelor's degree      Good
1399 557223_010     70 14    1                  Associate's degree      Fair
1400 556475_010     71 14    1                  Associate's degree      Good
1401 559587_020     71 14    0                 High school diploma      Good
1402 557384_010     71 14    2                  Associate's degree      Good
1403 555216_010     71 14    6                  Associate's degree      Good
1404 556141_020     71 14    2                  Associate's degree      Fair
1405 555115_010     72 14    7                  Associate's degree      Poor
1406 555800_010     72 14    0                   Bachelor's degree Very Good
1407 556579_010     72 14    2                  Associate's degree      Good
1408 552886_010     72 14    1                  Associate's degree      Poor
1409 555115_010     72 14    7                  Associate's degree      Poor
1410 555115_010     72 14    7                  Associate's degree      Poor
1411 554370_010     73 14    1                  Associate's degree Very Good
1412 558826_010     73 14    1                   Bachelor's degree      Good
1413 557223_010     73 14    1                  Associate's degree      Fair
1414 554445_010     73 14    1                   Bachelor's degree      Good
1415 552766_010     74 14    0                  Associate's degree      Good
1416 551604_020     74 14    2                  Associate's degree Very Good
1417 552766_010     74 14    0                  Associate's degree      Good
1418 554569_010     74 14    1                  Associate's degree Very Good
1419 552766_010     74 14    0                  Associate's degree      Good
1420 559834_010     74 14    1                  Associate's degree      Fair
1421 556141_020     74 14    2                  Associate's degree      Fair
1422 554445_010     74 14    1                   Bachelor's degree      Good
1423 551337_020     74 14    1                  Associate's degree      Fair
1424 557111_010     75 14    4                     Master's degree      Fair
1425 550941_010     75 14    1                   Bachelor's degree      Good
1426 550421_010     75 14    2                   Bachelor's degree      Fair
1427 554238_020     75 14    0                 High school diploma Very Good
1428 554238_020     75 14    1                 High school diploma      Good
1429 551604_020     76 14    2                  Associate's degree Very Good
1430 555041_020     76 14    1                   Bachelor's degree      Good
1431 556989_010     77 14    3                  Associate's degree      Fair
1432 557226_010     77 14    2                  Associate's degree      Fair
1433 557226_010     77 14    2                  Associate's degree      Fair
1434 556364_010     79 14    0                  Associate's degree      Good
1435 551024_010     79 14    1                  Associate's degree      Good
1436 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
1437 557664_010     80 14    0                  Associate's degree      Good
1438 558284_010     81 14    0                  Associate's degree      Good
1439 559587_020     83 14    0                 High school diploma      Good
1440 554772_010     87 14    1                  Associate's degree      Good
1441 555286_010     87 14    4                  Associate's degree      Poor
1442 557710_010     87 14    0                  Associate's degree Very Good
1443 557710_010     87 14    0                  Associate's degree Very Good
1444 552779_010     91 14    4                   Bachelor's degree      Poor
1445 559512_010     96 14    2                  Associate's degree      Good
1446 559512_010    100 14    2                  Associate's degree      Good
1447 557263_020     46 15    1                   Bachelor's degree      Good
1448 554690_020     49 15    1                     Master's degree      Good
1449 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1450 558652_020     50 15    1                  Associate's degree      Good
1451 558911_020     50 15    2                   Bachelor's degree      Good
1452 556114_010     52 15    0                   Bachelor's degree      Good
1453 556390_010     52 15    0                  Associate's degree      Good
1454 550543_010     52 15    0                  Associate's degree      Good
1455 553060_020     52 15    1                  Associate's degree      Good
1456 556390_010     52 15    0                  Associate's degree      Good
1457 558922_010     52 15    1                     Master's degree      Poor
1458 556390_010     52 15    0                  Associate's degree      Good
1459 554603_010     52 15    8                  Associate's degree Excellent
1460 557476_010     52 15    1                  Associate's degree      Good
1461 550753_020     53 15    0                   Bachelor's degree      Good
1462 558938_010     53 15    3                   Bachelor's degree Very Good
1463 552753_010     53 15    0                  Associate's degree Very Good
1464 558366_020     53 15    2                  Associate's degree      Good
1465 552753_010     53 15    0                  Associate's degree Very Good
1466 551686_020     53 15    0                  Associate's degree Very Good
1467 558938_010     53 15    3                   Bachelor's degree Very Good
1468 556985_010     53 15    0                  Associate's degree Very Good
1469 550401_010     53 15    0                   Bachelor's degree      Good
1470 557932_020     53 15    1                  Associate's degree      Good
1471 550753_020     54 15    0                   Bachelor's degree      Good
1472 553761_010     54 15    6                   Bachelor's degree      Poor
1473 551261_010     54 15    0                  Associate's degree Very Good
1474 555138_010     54 15    0                     Master's degree Excellent
1475 554690_010     54 15    2                     Master's degree Very Good
1476 557446_010     55 15    1                   Bachelor's degree      Poor
1477 555331_010     55 15    0                 High school diploma Very Good
1478 550794_020     55 15    0                 High school diploma      Good
1479 559814_010     55 15    0                  Associate's degree      Good
1480 550859_010     56 15    0                  Associate's degree      Fair
1481 557773_010     56 15    3                  Associate's degree Very Good
1482 555395_020     56 15    0                   Bachelor's degree Very Good
1483 550859_010     56 15    0                  Associate's degree      Fair
1484 559683_010     57 15    6                  Associate's degree      Fair
1485 556266_010     57 15    3                  Associate's degree      Fair
1486 556260_020     57 15    0                   Bachelor's degree Very Good
1487 556484_010     57 15    0                   Bachelor's degree Very Good
1488 552053_010     57 15    2                  Associate's degree      Good
1489 552053_010     57 15    2                  Associate's degree      Good
1490 556484_010     57 15    0                   Bachelor's degree Very Good
1491 556484_010     57 15    0                   Bachelor's degree Very Good
1492 558546_010     60 15    0                  Associate's degree Very Good
1493 552892_020     60 15    6                  Associate's degree      Fair
1494 556137_010     60 15    1                  Associate's degree      Good
1495 559704_010     60 15    1                   Bachelor's degree Excellent
1496 556646_020     60 15    0                  Associate's degree Very Good
1497 554172_010     61 15    5                  Associate's degree      Fair
1498 554172_010     61 15    5                  Associate's degree      Fair
1499 554674_020     62 15    2                  Associate's degree      Good
1500 550967_020     63 15    2                                 GED      Good
1501 556038_010     64 15    2                  Associate's degree Very Good
1502 556038_010     64 15    2                  Associate's degree Very Good
1503 554344_020     67 15    1                  Associate's degree      Good
1504 556224_010     67 15    0                  Associate's degree      Good
1505 558069_010     67 15    2                   Bachelor's degree      Fair
1506 558069_010     67 15    2                   Bachelor's degree      Fair
1507 556224_010     67 15    0                  Associate's degree      Good
1508 559766_010     67 15    1                  Associate's degree      Good
1509 551127_010     68 15    0                   Bachelor's degree      Good
1510 550278_010     68 15    1                   Bachelor's degree      Good
1511 556646_010     69 15    0                  Associate's degree Very Good
1512 552034_010     69 15    1                  Associate's degree      Good
1513 552034_010     69 15    1                  Associate's degree      Good
1514 550524_010     69 15    1                   Bachelor's degree      Good
1515 559369_010     69 15    0                   Bachelor's degree      Good
1516 554344_010     70 15    0                  Associate's degree      Good
1517 554344_020     70 15    1                  Associate's degree      Good
1518 554344_020     70 15    1                  Associate's degree      Good
1519 556475_010     71 15    1                  Associate's degree      Good
1520 556475_010     71 15    1                  Associate's degree      Good
1521 554486_020     72 15    0                   Bachelor's degree      Good
1522 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
1523 551845_020     74 15    0                  Associate's degree Very Good
1524 550817_010     76 15    1                  Associate's degree Very Good
1525 550817_010     76 15    1                  Associate's degree Very Good
1526 553768_010     79 15    5                   Bachelor's degree      Fair
1527 550066_010     80 15    2                  Associate's degree      Fair
1528 557892_020     81 15    0                  Associate's degree      Poor
1529 550419_010     87 15    1                  Associate's degree      Fair
1530 559494_020     34 16    0                  Associate's degree Very Good
1531 559494_020     36 16    0                  Associate's degree Very Good
1532 559477_020     36 16    0                     Master's degree      Fair
1533 557909_020     38 16    1                     Master's degree      Fair
1534 552479_020     40 16    0                     Master's degree Excellent
1535 552479_020     40 16    0                     Master's degree Excellent
1536 552025_020     41 16    0                     Master's degree      Good
1537 553970_020     45 16    0                     Master's degree      Good
1538 553970_020     45 16    0                     Master's degree      Good
1539 558138_020     46 16    0                     Master's degree Very Good
1540 559877_020     46 16    0                     Master's degree Excellent
1541 556993_020     46 16    3                     Master's degree Very Good
1542 555331_020     46 16    0                     Master's degree Very Good
1543 559877_020     46 16    0                     Master's degree Excellent
1544 556675_020     47 16    0                     Master's degree Excellent
1545 559103_020     47 16    6                     Master's degree Very Good
1546 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
1547 551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1548 554471_020     48 16    4                     Master's degree      Fair
1549 554591_020     48 16    6                     Master's degree      Good
1550 556675_020     48 16    0                     Master's degree Excellent
1551 552554_020     48 16    0                     Master's degree Very Good
1552 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1553 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1554 552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
1555 554427_020     49 16    2                     Master's degree Excellent
1556 554427_020     49 16    2                     Master's degree Excellent
1557 551104_020     49 16    2                     Master's degree      Poor
1558 558143_020     50 16    1                     Master's degree Excellent
1559 557052_010     50 16    1                     Master's degree Very Good
1560 559029_020     50 16    0                     Master's degree      Good
1561 558143_020     50 16    1                     Master's degree Excellent
1562 556799_020     50 16    2                     Master's degree      Poor
1563 559227_020     50 16    0                     Master's degree      Poor
1564 550185_020     50 16    1                     Master's degree Excellent
1565 559029_020     50 16    0                     Master's degree      Good
1566 552414_020     50 16    0                     Master's degree      Good
1567 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1568 551468_010     51 16    2                     Master's degree      Good
1569 552554_010     51 16    0                     Master's degree Very Good
1570 552104_020     51 16    4                   Bachelor's degree      Poor
1571 557965_010     51 16    1                     Master's degree      Good
1572 559269_020     51 16    6                   Bachelor's degree      Fair
1573 552025_010     51 16    0                     Master's degree      Fair
1574 552025_010     51 16    0                     Master's degree      Fair
1575 557461_020     51 16    3                     Master's degree      Good
1576 554877_010     51 16    2                     Master's degree      Good
1577 554073_010     51 16    0                     Master's degree Very Good
1578 553139_020     51 16    1                     Master's degree Excellent
1579 551735_020     51 16    1                     Master's degree      Fair
1580 554471_010     51 16    4                     Master's degree      Fair
1581 557411_020     51 16    3                     Master's degree      Poor
1582 557792_010     51 16    3                     Master's degree      Good
1583 551957_010     51 16    0                     Master's degree Very Good
1584 551957_020     51 16    1                     Master's degree      Good
1585 557461_020     51 16    3                     Master's degree      Good
1586 552025_010     51 16    2                     Master's degree      Fair
1587 551957_020     51 16    1                     Master's degree      Good
1588 551737_020     51 16    1                   Bachelor's degree Excellent
1589 559593_010     51 16    0                  Associate's degree      Fair
1590 551735_010     51 16    1                     Master's degree      Good
1591 555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
1592 557791_010     51 16    3                     Master's degree      Fair
1593 550186_010     52 16    2                     Master's degree Very Good
1594 556936_020     52 16    1                     Master's degree Very Good
1595 550186_010     52 16    2                     Master's degree Very Good
1596 554819_010     52 16    3                  Associate's degree      Good
1597 556018_010     52 16    0                     Master's degree Very Good
1598 556865_010     52 16    0                     Master's degree Very Good
1599 555262_010     52 16    1                     Master's degree Excellent
1600 553951_020     52 16    2                     Master's degree      Good
1601 557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1602 554117_020     52 16    2                     Master's degree Very Good
1603 558841_010     52 16    0                     Master's degree      Good
1604 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
1605 556483_010     52 16    1                     Master's degree Excellent
1606 557924_020     52 16    6                     Master's degree Excellent
1607 557924_020     52 16    7                     Master's degree Excellent
1608 551263_020     52 16    0                     Master's degree Very Good
1609 551263_020     52 16    0                     Master's degree Very Good
1610 551253_010     52 16    2                     Master's degree      Good
1611 556993_010     52 16    3                     Master's degree Very Good
1612 556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
1613 550320_010     52 16    0                     Master's degree Very Good
1614 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1615 550063_010     52 16    2                     Master's degree Very Good
1616 556114_010     52 16    0                     Master's degree Very Good
1617 553241_010     52 16    1                     Master's degree      <NA>
1618 558321_010     52 16    2                     Master's degree Very Good
1619 552745_020     52 16    0                     Master's degree      Good
1620 554117_020     52 16    2                     Master's degree Excellent
1621 550315_010     52 16    0                     Master's degree Very Good
1622 555262_010     52 16    1                     Master's degree Excellent
1623 550315_010     52 16    0                     Master's degree Very Good
1624 556018_010     52 16    0                     Master's degree Very Good
1625 556018_020     53 16    1                     Master's degree      Fair
1626 556536_010     53 16    0                     Master's degree      Fair
1627 559646_010     53 16    5                  Associate's degree      Poor
1628 559375_010     53 16    2                     Master's degree      Good
1629 558651_010     53 16    0                     Master's degree      Good
1630 553031_010     53 16    0                     Master's degree      Good
1631 552828_010     53 16    0                     Master's degree      Good
1632 556233_010     53 16    1                     Master's degree Excellent
1633 557020_020     53 16    0                     Master's degree Very Good
1634 555877_010     53 16    6                  Associate's degree      Poor
1635 557775_010     53 16    3                     Master's degree Very Good
1636 559839_010     53 16    0                     Master's degree Very Good
1637 553574_010     53 16    0                     Master's degree      Good
1638 557967_020     53 16    0                     Master's degree Excellent
1639 555476_010     53 16    1                     Master's degree Very Good
1640 555156_020     53 16    5                     Master's degree      Fair
1641 555156_020     53 16    4                     Master's degree      Fair
1642 554427_010     53 16    2                     Master's degree      Good
1643 558366_020     53 16    2                     Master's degree      Good
1644 551923_010     53 16    1                     Master's degree Very Good
1645 554213_010     53 16    0                     Master's degree      Good
1646 556536_010     53 16    0                     Master's degree      Fair
1647 556018_020     53 16    1                     Master's degree      Fair
1648 551686_020     53 16    1                     Master's degree Very Good
1649 559839_010     53 16    0                     Master's degree      Good
1650 558694_020     53 16    3                     Master's degree Very Good
1651 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1652 557775_010     53 16    3                     Master's degree Very Good
1653 550845_010     53 16    5                     Master's degree      Good
1654 559921_010     53 16    2                  Associate's degree      Poor
1655 550237_010     53 16    1                     Master's degree      Fair
1656 556536_010     53 16    0                     Master's degree      Fair
1657 557775_010     53 16    3                     Master's degree Very Good
1658 555217_010     53 16    4                     Master's degree      Poor
1659 552188_010     53 16    0                     Master's degree Very Good
1660 558271_020     53 16    0                     Master's degree Very Good
1661 553480_010     54 16    8                     Master's degree      Fair
1662 556381_010     54 16    0                     Master's degree Excellent
1663 554561_010     54 16    0                  Associate's degree      Good
1664 556050_020     54 16    0                     Master's degree Very Good
1665 559963_010     54 16    3                     Master's degree      Good
1666 553480_010     54 16    8                     Master's degree      Fair
1667 557967_010     54 16    0                     Master's degree Very Good
1668 556381_010     54 16    0                     Master's degree Excellent
1669 558747_010     54 16    7                     Master's degree      Fair
1670 556381_010     54 16    0                     Master's degree Excellent
1671 556154_010     54 16    1                     Master's degree Very Good
1672 555931_010     54 16    0                     Master's degree Excellent
1673 555931_010     54 16    0                     Master's degree Excellent
1674 550166_010     54 16    0                     Master's degree Very Good
1675 551380_010     54 16    1                     Master's degree Very Good
1676 551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
1677 559269_010     54 16    1                   Bachelor's degree      Fair
1678 558271_010     54 16    0                     Master's degree Very Good
1679 558390_010     54 16    2                     Master's degree Very Good
1680 552177_010     54 16    0                     Master's degree Excellent
1681 559617_020     54 16    3                     Master's degree      Good
1682 550685_010     54 16    0                     Master's degree Very Good
1683 553273_010     54 16    5                     Master's degree      Good
1684 553273_010     54 16    5                     Master's degree      Good
1685 558390_010     54 16    2                     Master's degree Very Good
1686 559350_010     54 16    3                     Master's degree      Good
1687 559963_010     54 16    3                     Master's degree      Fair
1688 552693_010     54 16    6                  Associate's degree      Fair
1689 558144_010     54 16    4                     Master's degree      Poor
1690 550985_020     54 16    0                     Master's degree Excellent
1691 556154_020     54 16    1                     Master's degree Very Good
1692 558951_020     54 16    5                   Bachelor's degree      Fair
1693 558747_010     54 16    7                     Master's degree      Fair
1694 559963_010     54 16    3                     Master's degree      Fair
1695 552812_020     54 16    1                     Master's degree      Good
1696 552812_020     54 16    0                     Master's degree Very Good
1697 557152_010     54 16    0                     Master's degree      Good
1698 551686_010     54 16    2                     Master's degree      Poor
1699 550985_020     54 16    0                     Master's degree Excellent
1700 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1701 552177_010     54 16    0                     Master's degree Excellent
1702 555297_020     54 16    0                     Master's degree Excellent
1703 550985_020     54 16    0                     Master's degree Excellent
1704 559986_010     54 16    1                   Bachelor's degree Very Good
1705 552656_010     54 16    0                     Master's degree      Good
1706 558951_020     54 16    5                   Bachelor's degree      Fair
1707 552939_010     55 16    0                     Master's degree      Good
1708 553970_010     55 16    0                     Master's degree Very Good
1709 553273_010     55 16    5                     Master's degree      Good
1710 559244_010     55 16    4                     Master's degree      Fair
1711 559586_010     55 16    4                   Bachelor's degree      Good
1712 557470_020     55 16    0                     Master's degree      Good
1713 552656_020     55 16    4                     Master's degree      Good
1714 556301_010     55 16    1                     Master's degree      Good
1715 554840_010     55 16    3                     Master's degree      Fair
1716 551748_010     55 16    0                     Master's degree Very Good
1717 559586_010     55 16    4                  Associate's degree      Good
1718 557538_020     55 16    0                 High school diploma Very Good
1719 553970_010     55 16    0                     Master's degree Very Good
1720 555929_010     55 16    0                     Master's degree Very Good
1721 559586_010     55 16    4                     Master's degree      Good
1722 554717_010     55 16    5                     Master's degree Very Good
1723 551748_010     55 16    0                     Master's degree Very Good
1724 554717_010     55 16    5                     Master's degree Very Good
1725 550272_010     55 16    2                     Master's degree      Good
1726 559586_010     55 16    7                     Master's degree      Good
1727 550223_010     55 16    2                     Master's degree Very Good
1728 552529_020     55 16    1                     Master's degree Very Good
1729 558809_010     55 16    1                     Master's degree      Poor
1730 559586_010     55 16    4                     Master's degree      Good
1731 556698_010     55 16    2                     Master's degree Very Good
1732 559343_010     55 16    1                     Master's degree Excellent
1733 554717_010     55 16    5                     Master's degree Very Good
1734 550685_010     55 16    0                     Master's degree Very Good
1735 559343_010     55 16    1                     Master's degree Excellent
1736 556111_010     55 16    2                     Master's degree Very Good
1737 554717_010     55 16    7                     Master's degree Very Good
1738 552693_010     55 16    6                  Associate's degree      Fair
1739 555929_010     55 16    0                     Master's degree Very Good
1740 559617_020     55 16    0                     Master's degree      Good
1741 554840_010     55 16    3                     Master's degree      Fair
1742 558962_010     55 16    0                     Master's degree      Good
1743 557423_010     56 16    0                     Master's degree      Fair
1744 559300_010     56 16    0                     Master's degree Very Good
1745 558663_010     56 16    4                     Master's degree      Fair
1746 554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1747 551412_010     56 16    0                     Master's degree      Poor
1748 557423_010     56 16    0                     Master's degree      Fair
1749 551412_020     56 16    4                     Master's degree      Poor
1750 558366_010     56 16    2                     Master's degree      Good
1751 558131_010     56 16    1                     Master's degree      Fair
1752 559912_020     56 16    0                     Master's degree Very Good
1753 554330_020     56 16    1                   Bachelor's degree      Fair
1754 551412_020     56 16    4                     Master's degree      Poor
1755 553121_010     56 16    0                     Master's degree      Good
1756 554330_020     56 16    1                   Bachelor's degree      Fair
1757 551169_010     56 16    3                     Master's degree      Poor
1758 555341_010     56 16    8                     Master's degree      Poor
1759 558366_010     56 16    2                     Master's degree      Good
1760 557642_010     56 16    1                     Master's degree      Good
1761 558154_010     56 16    5                     Master's degree      Poor
1762 557003_010     56 16    3                     Master's degree Very Good
1763 558131_020     56 16    1                     Master's degree      Good
1764 553121_010     56 16    0                     Master's degree      Good
1765 559912_020     56 16    0                     Master's degree Very Good
1766 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1767 557470_020     56 16    0                     Master's degree      Good
1768 551132_020     56 16    1                     Master's degree Very Good
1769 559300_010     56 16    0                     Master's degree Very Good
1770 550830_010     56 16    0                  Associate's degree      Good
1771 559300_010     56 16    0                     Master's degree Very Good
1772 558366_010     56 16    2                     Master's degree      Good
1773 559190_010     56 16    0                     Master's degree Excellent
1774 557642_010     56 16    1                     Master's degree      Good
1775 557003_010     56 16    3                     Master's degree Very Good
1776 554152_020     57 16    0                     Master's degree Very Good
1777 559069_020     57 16    1                     Master's degree      Good
1778 554152_020     57 16    0                     Master's degree Very Good
1779 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1780 550267_020     57 16    0                     Master's degree Very Good
1781 554152_020     57 16    0                     Master's degree Very Good
1782 550267_020     57 16    0                     Master's degree Very Good
1783 558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1784 554517_010     57 16    0                     Master's degree Excellent
1785 554517_010     57 16    0                     Master's degree Excellent
1786 558109_010     57 16    1                     Master's degree      Good
1787 554490_010     57 16    1                     Master's degree      Fair
1788 559069_020     57 16    1                     Master's degree      Good
1789 554152_020     57 16    0                     Master's degree Very Good
1790 556291_010     58 16    1                     Master's degree Excellent
1791 552567_010     58 16    1                  Associate's degree      Good
1792 556291_010     58 16    1                     Master's degree Excellent
1793 556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1794 554449_010     58 16    0                     Master's degree Excellent
1795 555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1796 554449_010     58 16    0                     Master's degree Excellent
1797 556352_010     58 16    0                     Master's degree Excellent
1798 557751_010     58 16    1                     Master's degree Very Good
1799 557751_010     58 16    1                     Master's degree Very Good
1800 555073_010     58 16    0                     Master's degree      Good
1801 556352_010     58 16    0                     Master's degree Excellent
1802 554121_010     58 16    0                     Master's degree Very Good
1803 557751_010     58 16    1                     Master's degree Very Good
1804 556291_010     58 16    1                     Master's degree Excellent
1805 552567_010     58 16    1                  Associate's degree      Good
1806 556223_010     59 16    1                     Master's degree      Good
1807 555375_010     59 16    0                     Master's degree      Fair
1808 555375_010     59 16    0                     Master's degree      Fair
1809 556441_010     59 16    4                     Master's degree      Poor
1810 551744_020     59 16    0                     Master's degree Excellent
1811 555375_010     59 16    0                     Master's degree      Fair
1812 556441_010     59 16    4                     Master's degree      Poor
1813 558884_010     59 16    2                     Master's degree      Good
1814 554195_010     60 16    0                     Master's degree Very Good
1815 559764_010     61 16    2                  Associate's degree      Fair
1816 552892_020     62 16    6                  Associate's degree      Fair
1817 551827_010     62 16    7                     Master's degree      Good
1818 551827_010     62 16    7                     Master's degree      Good
1819 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1820 554438_010     62 16    3                     Master's degree      Fair
1821 551334_010     62 16    1                     Master's degree      Good
1822 553778_010     62 16    2                     Master's degree Very Good
1823 551863_020     62 16    0                  Associate's degree Very Good
1824 554438_010     62 16    3                     Master's degree      Fair
1825 556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1826 556936_010     62 16    0                     Master's degree      Good
1827 556936_010     62 16    0                     Master's degree      Good
1828 556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1829 552748_010     63 16    5                     Master's degree      Good
1830 557268_010     63 16    0                     Master's degree      Good
1831 559983_020     63 16    0                     Master's degree Very Good
1832 559659_010     63 16    1                     Master's degree      Good
1833 557268_010     63 16    0                     Master's degree      Good
1834 552100_010     63 16    0                     Master's degree Very Good
1835 552100_010     63 16    0                     Master's degree Very Good
1836 556144_020     63 16    0                  Associate's degree Very Good
1837 552748_010     63 16    5                     Master's degree      Good
1838 559653_010     64 16    0                     Master's degree Excellent
1839 557617_020     64 16    0                     Master's degree Excellent
1840 558313_010     64 16    0                     Master's degree Very Good
1841 556876_010     65 16    1                     Master's degree Very Good
1842 552429_010     65 16    0                     Master's degree      Good
1843 557617_010     65 16    1                     Master's degree      Fair
1844 559513_020     65 16    0                     Master's degree      Good
1845 554789_010     65 16    3                     Master's degree      Good
1846 557617_010     65 16    1                     Master's degree      Fair
1847 553778_010     65 16    2                     Master's degree Very Good
1848 556223_020     65 16    1                     Master's degree      Fair
1849 551334_010     66 16    0                     Master's degree Excellent
1850 557383_010     66 16    2                     Master's degree      Poor
1851 552298_010     66 16    0                     Master's degree Very Good
1852 557383_010     66 16    2                     Master's degree      Poor
1853 553993_010     66 16    0                     Master's degree      Good
1854 557322_010     66 16    2                     Master's degree Excellent
1855 553778_020     66 16    0                     Master's degree      Good
1856 557824_010     66 16    0                     Master's degree Excellent
1857 557322_020     66 16    2                     Master's degree Excellent
1858 553778_020     66 16    0                     Master's degree      Fair
1859 553948_020     66 16    1                 High school diploma      Good
1860 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1861 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1862 555788_010     67 16    0                     Master's degree      Good
1863 559867_010     67 16    1                     Master's degree      Fair
1864 559587_020     67 16    0                     Master's degree      Good
1865 558120_010     67 16    3                     Master's degree      Good
1866 555788_010     67 16    0                     Master's degree      Good
1867 550310_010     67 16    3                     Master's degree      Fair
1868 550310_010     67 16    3                     Master's degree      Fair
1869 555951_010     68 16    2                     Master's degree      Fair
1870 551950_020     68 16    0                     Master's degree      Fair
1871 554855_010     68 16    2                     Master's degree Excellent
1872 554789_020     68 16    3                     Master's degree      Good
1873 554228_020     69 16    7                  Associate's degree      Fair
1874 558629_010     69 16    1                     Master's degree Excellent
1875 559342_020     69 16    0                  Associate's degree      Fair
1876 555951_010     69 16    2                     Master's degree      Fair
1877 558629_020     69 16    1                     Master's degree Excellent
1878 558629_010     69 16    1                     Master's degree Excellent
1879 557322_020     69 16    0                     Master's degree      Good
1880 550524_010     69 16    1                     Master's degree      Good
1881 559752_010     69 16    0                     Master's degree      Good
1882 556586_010     69 16    2                     Master's degree      Good
1883 554789_020     69 16    3                     Master's degree      Good
1884 556288_020     70 16    1                     Master's degree Very Good
1885 550183_020     70 16    0                     Master's degree Very Good
1886 555925_010     70 16    0                     Master's degree Very Good
1887 556181_010     70 16    1                     Master's degree      Good
1888 554789_020     71 16    3                     Master's degree      Good
1889 550310_010     71 16    3                     Master's degree      Fair
1890 554432_020     71 16    7                     Master's degree Very Good
1891 559587_010     71 16    0                     Master's degree      Good
1892 559587_010     71 16    0                     Master's degree      Good
1893 557902_010     71 16    0                     Master's degree Very Good
1894 554305_010     71 16    0                     Master's degree Excellent
1895 557902_010     71 16    0                     Master's degree Very Good
1896 559902_010     72 16    7                     Master's degree      Fair
1897 553258_010     72 16    1                     Master's degree      Good
1898 553211_010     73 16    0                     Master's degree Very Good
1899 559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
1900 550183_010     73 16    0                   Bachelor's degree Very Good
1901 550183_010     73 16    0                     Master's degree Very Good
1902 554432_020     73 16    2                     Master's degree Very Good
1903 555232_010     73 16    1                 High school diploma      Fair
1904 553211_010     73 16    0                     Master's degree Very Good
1905 551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1906 551150_010     74 16    0                     Master's degree Very Good
1907 551664_010     74 16    0                     Master's degree      Good
1908 551150_010     74 16    0                     Master's degree Very Good
1909 556288_020     74 16    1                     Master's degree Very Good
1910 550524_010     74 16    1                     Master's degree      Good
1911 551664_010     74 16    0                     Master's degree      Good
1912 556288_020     75 16    1                     Master's degree Very Good
1913 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1914 553738_010     76 16    6                     Master's degree      Fair
1915 555445_020     76 16    1                     Master's degree      Good
1916 554238_020     76 16    0                     Master's degree Very Good
1917 554506_010     76 16    0                     Master's degree      Good
1918 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
1919 555041_020     77 16    1                     Master's degree      Good
1920 559287_010     77 16    0                     Master's degree Excellent
1921 550536_010     77 16    0                     Master's degree Very Good
1922 553738_010     77 16    6                     Master's degree      Fair
1923 550536_010     77 16    0                     Master's degree Very Good
1924 553738_010     77 16    6                     Master's degree      Fair
1925 553768_010     78 16    5                     Master's degree      Fair
1926 552843_010     78 16    7                     Master's degree      Fair
1927 558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1928 558174_020     78 16    0                     Master's degree Excellent
1929 558174_010     79 16    0                     Master's degree Excellent
1930 553768_010     79 16    5                     Master's degree      Fair
1931 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1932 557892_010     81 16    0                     Master's degree      Poor
1933 556868_010     82 16    2                     Master's degree      Fair
1934 558309_010     82 16    5                     Master's degree      Poor
1935 558309_010     82 16    5                     Master's degree      Poor
1936 550736_010     82 16    0                  Associate's degree Excellent
1937 558309_010     82 16    5                     Master's degree      Poor
1938 557030_010     82 16    2                     Master's degree      Poor
1939 557011_010     83 16    2                     Master's degree Very Good
1940 559878_010     83 16    0                     Master's degree      Poor
1941 557011_010     83 16    2                     Master's degree Very Good
1942 559878_010     84 16    0                     Master's degree      Poor
1943 554727_010     89 16    1                     Master's degree      Fair
1944 554129_020     90 16    2                     Master's degree      Good
1945 550201_020     40 17    2                     Master's degree Excellent
1946 550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1947 550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
1948 559494_020     40 17    0                  Associate's degree      Good
1949 550201_020     40 17    2                     Master's degree Excellent
1950 554899_020     41 17    5                     Master's degree      Fair
1951 551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1952 559329_020     45 17    0                     Master's degree      Poor
1953 558849_020     46 17    0                     Master's degree Very Good
1954 551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1955 551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1956 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1957 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1958 557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
1959 550904_020     47 17    1                     Master's degree Very Good
1960 550904_020     47 17    1                     Master's degree Very Good
1961 553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1962 550904_020     47 17    1                     Master's degree Very Good
1963 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1964 554591_020     48 17    6                     Master's degree      Good
1965 556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1966 554591_020     48 17    6                     Master's degree      Good
1967 557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1968 554591_020     48 17    6                     Master's degree      Good
1969 554233_020     49 17    0                     Master's degree      Good
1970 554233_020     49 17    0                     Master's degree      Good
1971 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1972 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1973 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1974 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1975 557461_020     50 17    3                     Master's degree      Good
1976 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1977 557461_020     50 17    3                     Master's degree      Good
1978 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1979 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1980 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1981 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1982 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1983 556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1984 557413_010     51 17    4                     Master's degree      Fair
1985 555146_010     51 17    0                     Master's degree Excellent
1986 559431_020     51 17    1                     Master's degree Very Good
1987 557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
1988 553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1989 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1990 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1991 559579_020     51 17    1                     Master's degree Very Good
1992 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1993 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1994 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
1995 557413_010     51 17    4                     Master's degree      Fair
1996 551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
1997 555022_010     52 17    0                     Master's degree      Fair
1998 559820_010     52 17    0                     Master's degree      Good
1999 551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2000 557152_020     52 17    0                     Master's degree Very Good
2001 553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2002 554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2003 551892_010     52 17    3                     Master's degree      Good
2004 557785_020     52 17    3                     Master's degree      Good
2005 555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2006 551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2007 558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2008 558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2009 552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2010 559820_010     52 17    0                     Master's degree      Good
2011 556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2012 555151_010     52 17    2                     Master's degree      Fair
2013 552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2014 559103_010     52 17    4                     Master's degree Excellent
2015 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
2016 552028_020     52 17    5                     Master's degree Very Good
2017 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2018 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
2019 557152_020     52 17    0                     Master's degree      Good
2020 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
2021 552028_020     52 17    6                     Master's degree Very Good
2022 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
2023 558991_010     52 17    4                  Associate's degree      Fair
2024 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
2025 558739_010     52 17    1                     Master's degree      Good
2026 553139_020     52 17    2                     Master's degree Excellent
2027 555022_010     52 17    0                     Master's degree      Fair
2028 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2029 551892_010     52 17    3                     Master's degree      Good
2030 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2031 558739_020     52 17    1                     Master's degree      Good
2032 550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
2033 558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2034 550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
2035 555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2036 556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
2037 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
2038 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2039 555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2040 559002_010     53 17    7                     Master's degree      Good
2041 550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
2042 556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
2043 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
2044 558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2045 559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
2046 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
2047 559839_010     53 17    0                     Master's degree Very Good
2048 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2049 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
2050 550904_010     53 17    3                     Master's degree Very Good
2051 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2052 559002_010     54 17    7                     Master's degree      Good
2053 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2054 559190_020     54 17    0                     Master's degree      Good
2055 559002_010     54 17    7                     Master's degree      Good
2056 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
2057 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2058 559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2059 559762_010     54 17    0                     Master's degree Very Good
2060 559973_010     54 17    2                  Associate's degree      Fair
2061 558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2062 559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2063 551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2064 559762_010     54 17    0                     Master's degree      Good
2065 559963_010     54 17    3                     Master's degree      Good
2066 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
2067 559190_020     54 17    0                     Master's degree      Good
2068 551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
2069 559762_010     54 17    0                     Master's degree Very Good
2070 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2071 554686_010     54 17    1                     Master's degree Very Good
2072 555262_020     54 17    0                     Master's degree      Good
2073 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2074 555262_020     54 17    0                     Master's degree      Good
2075 556734_010     55 17    8                     Master's degree      Good
2076 556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
2077 559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
2078 559341_010     55 17    1                     Master's degree Very Good
2079 556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
2080 559341_010     55 17    1                     Master's degree Very Good
2081 555073_020     55 17    4                     Master's degree      Good
2082 555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2083 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2084 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2085 559814_010     55 17    0                     Master's degree Very Good
2086 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2087 550181_010     55 17    2                     Master's degree      Good
2088 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2089 556851_010     55 17    7                     Master's degree      Fair
2090 550181_010     55 17    2                     Master's degree      Good
2091 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
2092 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
2093 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2094 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
2095 552529_020     55 17    1                     Master's degree Very Good
2096 553780_020     56 17    5                     Master's degree Very Good
2097 557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2098 558133_010     56 17    3                     Master's degree Very Good
2099 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2100 555073_020     56 17    4                     Master's degree      Good
2101 553780_020     56 17    5                     Master's degree      Good
2102 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2103 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2104 558133_010     56 17    3                     Master's degree Very Good
2105 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2106 555073_020     56 17    4                     Master's degree      Good
2107 552836_020     56 17    0                     Master's degree Very Good
2108 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2109 552917_010     56 17    1                     Master's degree Very Good
2110 551450_010     56 17    0                     Master's degree      Good
2111 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2112 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2113 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2114 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2115 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
2116 552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2117 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2118 554706_010     57 17    0                     Master's degree Excellent
2119 555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2120 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2121 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2122 555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2123 550218_020     57 17    8                     Master's degree Very Good
2124 556394_010     57 17    3                  Associate's degree      Good
2125 556266_010     57 17    3                  Associate's degree      Fair
2126 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2127 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2128 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
2129 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2130 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2131 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2132 552965_010     57 17    0                     Master's degree      Good
2133 554764_010     58 17    1                     Master's degree      Good
2134 558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
2135 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
2136 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2137 554764_010     58 17    1                     Master's degree      Good
2138 557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2139 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
2140 550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
2141 552811_020     60 17    0                     Master's degree Excellent
2142 556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
2143 553443_020     61 17    5                     Master's degree      Good
2144 552811_020     61 17    0                     Master's degree Excellent
2145 553443_020     62 17    5                     Master's degree      Good
2146 554846_010     62 17    1                     Master's degree Excellent
2147 554789_020     62 17    1                     Master's degree Very Good
2148 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2149 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
2150 557025_020     62 17    0                     Master's degree      Fair
2151 554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2152 551396_010     62 17    1                     Master's degree Very Good
2153 551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2154 552304_010     63 17    0                     Master's degree      Good
2155 554789_010     63 17    1                     Master's degree Very Good
2156 554789_010     63 17    1                     Master's degree Very Good
2157 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
2158 556732_010     64 17    5                     Master's degree      Fair
2159 556732_010     64 17    5                     Master's degree      Fair
2160 556732_010     64 17    5                     Master's degree      Fair
2161 556732_010     64 17    5                     Master's degree      Fair
2162 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
2163 552872_020     64 17    0                     Master's degree Excellent
2164 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2165 550164_020     65 17    0                     Master's degree Very Good
2166 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2167 559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
2168 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
2169 559964_010     66 17    6                     Master's degree      Fair
2170 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2171 557559_020     67 17    0                     Master's degree      Good
2172 559752_010     67 17    0                     Master's degree      Good
2173 559286_010     67 17    0                     Master's degree      Good
2174 559286_010     67 17    0                     Master's degree      Good
2175 553443_010     67 17    0                     Master's degree      Good
2176 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2177 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
2178 557559_020     67 17    0                     Master's degree      Good
2179 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2180 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2181 557371_010     68 17    0                     Master's degree Very Good
2182 550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
2183 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
2184 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2185 550164_020     69 17    0                     Master's degree Very Good
2186 559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2187 553935_010     69 17    1                     Master's degree Very Good
2188 559750_010     69 17    1                     Master's degree      Good
2189 553935_010     69 17    1                     Master's degree Very Good
2190 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
2191 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2192 553935_010     69 17    1                     Master's degree Very Good
2193 553399_020     71 17    0                     Master's degree Very Good
2194 553399_010     71 17    0                     Master's degree Very Good
2195 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2196 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2197 553399_010     71 17    0                     Master's degree Very Good
2198 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2199 556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
2200 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
2201 553014_020     72 17    1                     Master's degree      Good
2202 556311_010     75 17    1                     Master's degree Very Good
2203 555216_010     75 17    6                  Associate's degree      Good
2204 559932_010     75 17    5                     Master's degree      Fair
2205 555041_020     76 17    1                     Master's degree      Good
2206 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2207 554238_020     76 17    0                     Master's degree Very Good
2208 554250_010     77 17    5                     Master's degree      Good
2209 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
2210 555260_010     77 17    0                     Master's degree      Fair
2211 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2212 551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
2213 550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
2214 558174_010     79 17    1                     Master's degree      Good
2215 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
2216 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2217 550445_010     84 17    0                     Master's degree Very Good
2218 555192_020     87 17    5                  Associate's degree      Fair
2219 552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
2220 554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
2221 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
2222 553815_020     34 NA    0                                <NA> Excellent
2223 555037_020     35 NA    2                                <NA> Very Good
2224 553815_020     35 NA    0                                <NA> Excellent
2225 555037_020     36 NA    2                                <NA>      Good
2226 551116_020     37 NA    0                                <NA> Very Good
2227 553815_020     38 NA    0                                <NA> Excellent
2228 551116_020     38 NA    0                                <NA> Very Good
2229 555785_020     41 NA    3                                <NA>      Fair
2230 555785_020     41 NA    3                                <NA>      Fair
2231 555785_020     41 NA    3                                <NA>      Fair
2232 558844_020     42 NA    0                                None Very Good
2233 558844_020     42 NA    0                                None Very Good
2234 556225_020     42 NA    8                                <NA>      Fair
2235 553798_020     42 NA    1                                <NA>      Good
2236 556225_020     42 NA    4                                <NA>      Fair
2237 551156_020     43 NA    1                                <NA> Excellent
2238 552638_020     43 NA    0                                <NA> Very Good
2239 559301_020     43 NA    5                                <NA>      Good
2240 552638_020     43 NA    0                                <NA> Very Good
2241 551156_020     44 NA    1                                <NA> Excellent
2242 553294_020     44 NA    8                                <NA>      Good
2243 551155_010     45 NA    0                                <NA> Very Good
2244 557529_020     45 NA    0                                <NA>      Good
2245 555198_010     45 NA    0                                <NA> Excellent
2246 555198_010     45 NA    0                                <NA> Excellent
2247 555439_020     46 NA    1                                <NA>      Good
2248 550790_020     47 NA    0                                <NA>      Good
2249 556325_020     47 NA    0                                <NA> Very Good
2250 555311_020     47 NA    4                                <NA> Excellent
2251 550790_020     47 NA    0                                <NA> Very Good
2252 559420_010     47 NA    0                                <NA>      Good
2253 558191_020     47 NA    3                                <NA>      Good
2254 553241_020     47 NA    0                                <NA> Very Good
2255 555311_020     47 NA    4                                <NA> Excellent
2256 550790_020     47 NA    0                                <NA>      Good
2257 558626_020     47 NA    0                                <NA> Very Good
2258 555721_020     47 NA    3                                <NA> Very Good
2259 550790_020     47 NA    0                                <NA> Very Good
2260 553124_020     48 NA    5                                <NA> Excellent
2261 552775_020     48 NA    0                                <NA>      Good
2262 552976_020     48 NA    2                                <NA> Very Good
2263 552976_020     48 NA    2                                <NA>      Good
2264 552775_020     48 NA    0                                <NA>      Good
2265 559080_020     48 NA    2                                <NA>      Fair
2266 559905_010     49 NA    0                                <NA>      Good
2267 555113_020     49 NA    1                                <NA> Very Good
2268 555754_010     49 NA    0                                <NA> Very Good
2269 555113_020     49 NA    1                                <NA> Very Good
2270 555511_010     50 NA    2                                <NA>      Poor
2271 552306_020     50 NA    0                                <NA>      Fair
2272 554387_020     50 NA    0                                <NA> Very Good
2273 556766_010     50 NA    1                                <NA> Very Good
2274 559734_020     50 NA    0                                <NA> Excellent
2275 554345_010     50 NA    0                                <NA> Excellent
2276 552722_020     50 NA    0                                <NA>      Fair
2277 551803_020     50 NA    0                                <NA> Very Good
2278 550299_020     50 NA    0                                <NA>      Good
2279 559734_020     50 NA    0                                <NA> Very Good
2280 554852_010     50 NA    1                                <NA>      Good
2281 558511_010     50 NA    2                                <NA> Excellent
2282 556760_010     50 NA    0                                <NA> Excellent
2283 553446_010     50 NA    4                                <NA>      Fair
2284 555506_010     50 NA    6                                <NA>      Poor
2285 556495_020     50 NA    2                                <NA> Very Good
2286 556634_010     50 NA    4                                <NA>      Good
2287 552104_010     50 NA    6                                 GED      Poor
2288 550410_010     50 NA    0                                <NA> Very Good
2289 552306_020     50 NA    1                                <NA>      Fair
2290 556495_020     50 NA    3                                <NA> Very Good
2291 556495_020     50 NA    3                                <NA> Very Good
2292 553846_010     50 NA    7                                <NA>      Fair
2293 554550_010     50 NA   NA                                <NA>      Poor
2294 553446_010     50 NA    4                                <NA>      Fair
2295 552306_020     50 NA    1                                <NA>      Fair
2296 553118_020     50 NA    0                                <NA>      Poor
2297 553884_010     50 NA    5                                <NA>      Good
2298 553114_020     50 NA    0                                <NA>      Good
2299 552306_020     50 NA    1                                <NA>      Fair
2300 555506_010     50 NA    6                                <NA>      Poor
2301 556760_010     50 NA    0                                <NA> Excellent
2302 550410_010     50 NA    0                                <NA> Very Good
2303 559301_010     50 NA    5                                <NA> Very Good
2304 550347_020     50 NA    5                                <NA>      Good
2305 559905_010     50 NA    0                                <NA>      Good
2306 554345_020     50 NA    0                                <NA> Excellent
2307 557544_020     50 NA    0                                <NA> Very Good
2308 554345_010     50 NA    0                                <NA> Excellent
2309 556766_010     50 NA    1                                <NA> Very Good
2310 555511_010     50 NA    2                                <NA>      Poor
2311 558511_020     50 NA    2                                <NA> Excellent
2312 552306_020     50 NA    1                                <NA>      Fair
2313 555636_010     50 NA    0                                <NA> Very Good
2314 559734_020     50 NA    3                                <NA>      Fair
2315 550490_010     50 NA    1                                <NA> Very Good
2316 554387_020     50 NA    0                                <NA>      Good
2317 556344_010     50 NA    2                                <NA>      Good
2318 553167_020     50 NA    3                                <NA>      Poor
2319 554345_020     50 NA    0                                <NA> Excellent
2320 556435_010     50 NA    0                                <NA> Very Good
2321 556710_010     50 NA    0                                <NA>      Fair
2322 556710_010     50 NA    0                                <NA>      Fair
2323 550410_010     50 NA    0                                <NA> Very Good
2324 558128_010     51 NA    0                                <NA> Very Good
2325 555215_020     51 NA    0                                <NA>      Good
2326 558532_010     51 NA    1                                <NA> Very Good
2327 553646_020     51 NA    0                                <NA> Very Good
2328 553341_010     51 NA    1                                <NA>      Fair
2329 551944_010     51 NA    0                                <NA>      Good
2330 557225_010     51 NA    7                                <NA>      Poor
2331 554913_010     51 NA    3                                <NA>      Fair
2332 558560_010     51 NA    1                                <NA>      Good
2333 553646_020     51 NA    0                                <NA> Very Good
2334 558410_010     51 NA    1                                <NA> Very Good
2335 553646_010     51 NA    0                                <NA> Very Good
2336 553341_010     51 NA    1                                <NA>      Fair
2337 553118_020     51 NA    0                                <NA>      Poor
2338 555653_010     51 NA    0                                <NA> Excellent
2339 551944_010     51 NA    0                                <NA> Very Good
2340 555797_010     51 NA    1                                <NA> Excellent
2341 557225_010     51 NA    7                                <NA>      Poor
2342 555037_010     51 NA    2                                <NA> Very Good
2343 559379_010     51 NA    1                                <NA>      Good
2344 554604_020     51 NA    0                                <NA> Very Good
2345 556983_020     51 NA    0                                <NA> Excellent
2346 553914_020     51 NA    0                                <NA>      Good
2347 555797_010     51 NA    1                                <NA> Excellent
2348 556431_010     51 NA    0                                <NA>      Fair
2349 559698_010     51 NA    0                                <NA> Very Good
2350 557529_010     51 NA    1                                <NA>      Good
2351 558532_010     51 NA    1                                <NA> Very Good
2352 559234_010     51 NA    0                                <NA>      Good
2353 553646_010     51 NA    0                                <NA> Very Good
2354 555215_010     51 NA    0                                <NA>      Good
2355 555439_010     51 NA    0                                <NA>      Good
2356 555037_010     51 NA    2                                <NA> Very Good
2357 557140_010     51 NA    4                                <NA> Very Good
2358 558157_010     51 NA    0                                <NA>      Good
2359 559283_020     51 NA    0                                <NA>      Good
2360 557036_010     51 NA    5                                <NA>      Fair
2361 550745_010     51 NA    1                                <NA>      Good
2362 558532_010     51 NA    1                                <NA> Very Good
2363 554604_010     51 NA    2                                <NA> Very Good
2364 554604_020     51 NA    1                                <NA> Very Good
2365 559698_010     51 NA    0                                <NA> Very Good
2366 555215_020     51 NA    0                                <NA>      Good
2367 555797_010     51 NA    1                                <NA> Excellent
2368 555215_010     51 NA    0                                <NA>      Good
2369 558410_010     51 NA    1                                <NA> Very Good
2370 551975_020     51 NA    0                                <NA> Very Good
2371 558532_010     51 NA    1                                <NA> Very Good
2372 558413_020     51 NA    0                                <NA> Very Good
2373 556126_010     51 NA    3                                <NA> Very Good
2374 555311_010     51 NA    2                                <NA> Excellent
2375 556411_010     51 NA    2                                <NA>      Good
2376 553167_020     51 NA    3                                <NA>      Poor
2377 555653_020     51 NA    0                                <NA> Very Good
2378 552019_010     51 NA    0                                <NA> Very Good
2379 556431_010     51 NA    0                                <NA>      Fair
2380 555037_010     51 NA    2                                <NA> Very Good
2381 551116_010     51 NA    1                                <NA> Very Good
2382 558128_010     51 NA    0                                <NA> Very Good
2383 558175_020     51 NA    0                                <NA> Very Good
2384 550041_020     51 NA    0                                <NA> Very Good
2385 550041_010     51 NA    5                                <NA> Very Good
2386 555439_010     51 NA    0                                <NA>      Good
2387 552104_010     51 NA    6                                 GED      Poor
2388 550745_010     51 NA    1                                <NA>      Good
2389 552808_010     51 NA    2                                <NA>      Good
2390 554604_010     51 NA    1                                <NA> Very Good
2391 555635_010     51 NA    0                                <NA>      Good
2392 553847_010     52 NA    0                                <NA>      Good
2393 555467_010     52 NA    2                                <NA>      Fair
2394 551597_020     52 NA    6                                <NA>      Good
2395 555209_010     52 NA    0                                 GED      Good
2396 558175_010     52 NA    0                                <NA> Very Good
2397 551944_020     52 NA    2                                <NA>      Good
2398 550347_020     52 NA    5                                <NA>      Good
2399 556951_010     52 NA    2                                <NA> Excellent
2400 554864_020     52 NA    1                                <NA>      Good
2401 558917_010     52 NA    0                                <NA>      Poor
2402 559235_020     52 NA    0                                <NA>      Good
2403 554149_010     52 NA    1                                <NA>      Fair
2404 551944_020     52 NA    2                                <NA>      Good
2405 558917_010     52 NA    0                                <NA>      Poor
2406 554847_010     52 NA    2                                <NA>      Good
2407 556431_020     52 NA    0                                <NA>      Good
2408 551461_020     52 NA    1                 High school diploma Very Good
2409 559373_010     52 NA    5                                <NA>      Fair
2410 555209_010     52 NA    0                                 GED      Good
2411 554864_020     52 NA    1                                <NA>      Good
2412 553114_010     52 NA    3                                <NA>      Good
2413 552179_010     52 NA    7                                <NA>      Good
2414 553319_010     52 NA    0                                <NA>      Good
2415 551944_020     52 NA    2                                <NA>      Good
2416 552231_010     52 NA    0                                <NA>      Good
2417 558175_010     52 NA    0                                <NA> Very Good
2418 550637_020     52 NA    0                                <NA> Excellent
2419 552840_010     52 NA    7                                <NA>      Fair
2420 556939_010     52 NA    3                                <NA>      Poor
2421 554280_010     52 NA    0                                <NA>      Good
2422 556300_010     52 NA    0                                <NA> Very Good
2423 559235_010     52 NA    0                                <NA>      Fair
2424 559235_010     52 NA    0                                <NA>      Fair
2425 554847_010     52 NA    2                                <NA>      Good
2426 553627_010     52 NA    2                                <NA>      Fair
2427 558679_020     52 NA    0                                <NA> Excellent
2428 559722_010     52 NA    1                                <NA>      Fair
2429 553670_010     52 NA    0                                <NA>      Good
2430 557097_010     52 NA    6                                <NA>      Fair
2431 558797_010     52 NA    0                                <NA>      Fair
2432 550889_010     52 NA    8                                <NA>      Poor
2433 553114_020     52 NA    0                                <NA>      Good
2434 557484_020     52 NA    1                                <NA>      Good
2435 557615_010     52 NA    0                                <NA> Very Good
2436 550554_010     52 NA    1                                <NA>      Good
2437 559270_010     52 NA    0                                <NA> Very Good
2438 555209_010     52 NA    0                 High school diploma      Good
2439 551944_020     52 NA    2                                <NA>      Good
2440 552692_010     52 NA    0                                <NA> Very Good
2441 556276_020     52 NA    1                                <NA>      Good
2442 557858_010     52 NA    7                                 GED      Poor
2443 552840_010     52 NA    7                                <NA>      Fair
2444 557219_010     52 NA    0                                <NA> Excellent
2445 550554_010     52 NA    1                                <NA>      Good
2446 558268_010     52 NA    0                                <NA> Excellent
2447 555653_010     52 NA    0                                <NA> Excellent
2448 559270_010     52 NA    0                   Bachelor's degree Very Good
2449 552302_010     52 NA    6                                <NA>      Fair
2450 556431_020     52 NA    0                                <NA>      Good
2451 551597_020     52 NA    6                                <NA>      Good
2452 556205_010     52 NA    4                                <NA> Very Good
2453 556205_010     52 NA    4                                <NA> Very Good
2454 554280_010     52 NA    0                                <NA>      Good
2455 554864_010     52 NA    0                                <NA> Excellent
2456 559492_020     52 NA    2                                <NA>      Fair
2457 556276_020     52 NA    1                                <NA>      Good
2458 550637_020     52 NA    0                                <NA> Excellent
2459 554864_020     52 NA    1                                <NA>      Good
2460 551461_020     52 NA    1                 High school diploma Very Good
2461 553670_010     52 NA    0                                <NA>      Good
2462 558748_010     52 NA    7                                <NA>      Fair
2463 555710_010     52 NA    0                                <NA>      Good
2464 552179_010     52 NA    7                                <NA>      Good
2465 550637_020     52 NA    0                                <NA> Excellent
2466 555294_010     53 NA    7                                <NA> Very Good
2467 558441_010     53 NA    1                                <NA>      Fair
2468 559601_010     53 NA    3                                <NA>      Fair
2469 556979_010     53 NA    0                                 GED Very Good
2470 559479_010     53 NA    8                                <NA>      Good
2471 551833_010     53 NA    4                                <NA>      Good
2472 555460_010     53 NA    6                                <NA>      Fair
2473 553067_010     53 NA    0                                <NA> Very Good
2474 558831_010     53 NA    1                                <NA>      Fair
2475 556859_010     53 NA    2                                <NA> Very Good
2476 553294_010     53 NA    2                                <NA> Excellent
2477 556558_010     53 NA    0                                <NA> Very Good
2478 552110_010     53 NA    0                                <NA>      Poor
2479 558748_010     53 NA    7                                <NA>      Fair
2480 555301_010     53 NA    1                                <NA>      Good
2481 554628_010     53 NA    4                                <NA>      Good
2482 550832_020     53 NA    2                                <NA>      Fair
2483 550832_020     53 NA    2                                <NA>      Fair
2484 555822_010     53 NA    1                                <NA>      Fair
2485 551803_010     53 NA    1                                <NA> Very Good
2486 551222_010     53 NA    0                                <NA>      Good
2487 555249_010     53 NA    1                                <NA>      Fair
2488 559283_010     53 NA    0                                <NA>      Good
2489 552184_010     53 NA    0                                <NA>      Fair
2490 551833_010     53 NA    4                                <NA>      Good
2491 555294_010     53 NA    7                                <NA> Very Good
2492 558441_010     53 NA    1                                <NA>      Fair
2493 556437_020     53 NA    7                                <NA>      Fair
2494 559707_010     53 NA    4                                <NA>      Good
2495 556300_020     53 NA    0                                <NA> Very Good
2496 556717_020     53 NA    0                                <NA>      Good
2497 556979_010     53 NA    0                                 GED Very Good
2498 558198_010     53 NA    8                 High school diploma      Fair
2499 553294_010     53 NA    4                                <NA> Very Good
2500 551975_010     53 NA    0                                <NA>      Good
2501 551222_010     53 NA    0                                <NA>      Good
2502 554687_010     53 NA    0                                <NA> Very Good
2503 553067_010     53 NA    0                                <NA> Very Good
2504 558703_010     53 NA    1                                <NA>      Fair
2505 550418_010     53 NA    0                                <NA> Excellent
2506 557883_010     53 NA    0                                <NA>      Good
2507 550418_010     53 NA    0                                <NA> Excellent
2508 555460_010     53 NA    6                                <NA>      Fair
2509 559283_010     53 NA    0                                <NA>      Good
2510 557551_010     53 NA    0                                <NA>      Fair
2511 558441_010     53 NA    1                                <NA>      Fair
2512 559023_010     53 NA    3                                <NA>      Fair
2513 551803_010     53 NA    1                                <NA> Very Good
2514 553920_010     53 NA    1                                <NA>      Good
2515 559321_010     53 NA    6                                <NA>      Fair
2516 559479_010     53 NA    8                                <NA>      Good
2517 559023_010     53 NA    3                                <NA>      Fair
2518 558668_010     53 NA    8                                <NA>      Fair
2519 556477_010     53 NA    5                                None      Poor
2520 553424_010     53 NA    3                                <NA>      Good
2521 554628_010     53 NA    4                                <NA>      Good
2522 550418_010     53 NA    0                                <NA> Excellent
2523 559283_010     53 NA    0                                <NA>      Good
2524 551833_010     53 NA    4                                <NA>      Good
2525 553424_010     53 NA    3                                <NA>      Good
2526 551031_010     53 NA    0                                <NA> Very Good
2527 558703_010     53 NA    1                                <NA>      Poor
2528 556717_020     53 NA    0                                <NA>      Good
2529 559023_010     53 NA    3                                <NA>      Fair
2530 551223_010     53 NA    0                                <NA> Excellent
2531 559722_010     53 NA    1                                <NA>      Fair
2532 558398_010     53 NA    2                                <NA> Very Good
2533 554687_010     53 NA    0                                <NA> Very Good
2534 555294_010     53 NA    7                                <NA> Very Good
2535 559023_010     53 NA    3                                <NA>      Fair
2536 552110_010     53 NA    0                                <NA>      Poor
2537 558441_010     53 NA    1                                <NA>      Fair
2538 559283_020     53 NA    0                                <NA>      Good
2539 555460_010     53 NA    6                                <NA>      Fair
2540 551223_010     53 NA    0                                <NA> Excellent
2541 559170_010     54 NA    2                                <NA>      Good
2542 559990_010     54 NA    1                                <NA> Very Good
2543 553534_010     54 NA    4                                <NA>      Fair
2544 553508_010     54 NA    0                                <NA>      Good
2545 559170_010     54 NA    2                                <NA>      Good
2546 550931_010     54 NA    1                                <NA>      Good
2547 559170_010     54 NA    2                                <NA>      Good
2548 556859_010     54 NA    2                                <NA> Very Good
2549 558613_010     54 NA    4                                <NA>      Good
2550 558703_010     54 NA    1                                <NA>      Fair
2551 553654_010     54 NA    7                                <NA>      Fair
2552 559170_010     54 NA    2                                <NA>      Good
2553 553904_010     54 NA    6                                <NA>      Fair
2554 553776_010     54 NA    3                                <NA>      Good
2555 556886_020     54 NA    1                                <NA> Very Good
2556 555586_010     54 NA    0                                <NA>      Fair
2557 559840_010     54 NA    2                                <NA>      Good
2558 554961_010     54 NA    0                                <NA>      Fair
2559 557966_010     54 NA    6                                <NA>      Fair
2560 555086_010     54 NA    7                                <NA>      Poor
2561 553534_010     54 NA    4                                <NA>      Fair
2562 556995_010     54 NA    0                                <NA> Very Good
2563 558344_010     54 NA    1                                <NA>      Good
2564 553534_010     54 NA    4                                <NA>      Fair
2565 550931_010     54 NA    1                                <NA>      Good
2566 559818_010     54 NA    0                                <NA> Excellent
2567 551514_010     54 NA    4                                <NA>      Poor
2568 555648_010     54 NA    2                                <NA>      Fair
2569 557997_010     54 NA    0                                <NA> Very Good
2570 555777_010     54 NA    1                 High school diploma Excellent
2571 559600_010     54 NA    1                                <NA> Excellent
2572 555586_010     54 NA    0                                <NA>      Fair
2573 559793_010     54 NA    1                                <NA> Very Good
2574 556325_010     54 NA    1                                <NA>      Good
2575 559818_010     54 NA    0                                <NA> Excellent
2576 554408_010     54 NA    2                                <NA> Very Good
2577 559990_010     54 NA    1                                <NA> Very Good
2578 551048_010     54 NA    0                                <NA> Very Good
2579 555065_010     54 NA    2                                <NA> Very Good
2580 555166_010     54 NA    3                                <NA>      Good
2581 558953_010     54 NA    5                                <NA>      Poor
2582 558344_010     54 NA    1                                <NA>      Good
2583 556845_010     54 NA    0                                <NA>      Good
2584 554203_010     54 NA    0                                <NA> Very Good
2585 559968_010     54 NA    1                                <NA>      Good
2586 552228_020     54 NA    3                                <NA>      Fair
2587 552231_020     54 NA    0                                <NA>      Fair
2588 559793_010     54 NA    1                                <NA> Very Good
2589 557484_020     54 NA    1                                <NA>      Good
2590 551514_010     54 NA    4                                <NA>      Poor
2591 551514_010     54 NA    4                                <NA>      Poor
2592 557966_010     54 NA    6                                <NA>      Fair
2593 552578_020     54 NA    0                                <NA>      Good
2594 559990_010     54 NA    1                                <NA> Very Good
2595 550551_010     54 NA    1                                <NA> Very Good
2596 552578_010     54 NA    1                                <NA>      Good
2597 559355_010     54 NA    2                                <NA> Very Good
2598 557484_020     54 NA    1                                <NA>      Good
2599 552578_020     54 NA    0                                <NA>      Good
2600 554961_010     54 NA    0                                <NA>      Fair
2601 559968_010     54 NA    1                                <NA>      Fair
2602 559887_010     54 NA    1                                <NA>      Good
2603 556845_010     54 NA    0                                <NA>      Good
2604 555648_010     54 NA    2                                <NA>      Fair
2605 558344_010     54 NA    1                 High school diploma      Good
2606 552231_020     54 NA    0                                <NA> Very Good
2607 559355_010     54 NA    2                                <NA> Very Good
2608 558095_010     54 NA    7                                <NA>      Fair
2609 558095_010     54 NA    7                                <NA>      Fair
2610 552754_010     55 NA    1                                <NA>      Fair
2611 559734_010     55 NA    0                                <NA> Very Good
2612 554862_010     55 NA    4                                <NA>      Poor
2613 554203_020     55 NA    1                                <NA>      Good
2614 555332_010     55 NA    0                                <NA> Excellent
2615 554994_020     55 NA    0                                <NA>      Poor
2616 559506_010     55 NA    0                                <NA>      Good
2617 554994_020     55 NA    1                                <NA> Very Good
2618 556433_010     55 NA    8                                <NA>      Fair
2619 551789_010     55 NA    2                                <NA>      Fair
2620 558626_010     55 NA    0                                <NA>      Good
2621 556717_020     55 NA    0                                <NA>      Good
2622 550887_010     55 NA    1                                <NA>      Good
2623 550299_010     55 NA    1                                <NA>      Good
2624 559734_010     55 NA    0                                <NA> Very Good
2625 558191_010     55 NA    1                                <NA>      Fair
2626 554144_010     55 NA    0                                <NA>      Poor
2627 559600_020     55 NA    1                                <NA> Very Good
2628 552228_010     55 NA    4                                <NA>      Fair
2629 558532_020     55 NA    1                                <NA>      Good
2630 556121_010     55 NA    3                                <NA>      Fair
2631 555065_010     55 NA    2                                <NA> Very Good
2632 559624_010     55 NA    0                                <NA>      Good
2633 558594_010     55 NA    0                                <NA>      Fair
2634 554660_020     55 NA    0                     Master's degree      Good
2635 554387_010     55 NA    0                                <NA> Excellent
2636 559600_020     55 NA    4                                <NA>      Fair
2637 552819_010     55 NA    0                                <NA> Very Good
2638 557258_010     55 NA    0                                <NA> Very Good
2639 555134_010     55 NA    1                     Master's degree      Good
2640 557619_010     55 NA    0                                <NA> Very Good
2641 558950_010     55 NA    1                                <NA> Very Good
2642 556433_010     55 NA    8                                <NA>      Fair
2643 555332_010     55 NA    0                                <NA> Excellent
2644 551781_010     55 NA    0                                <NA> Very Good
2645 553508_010     55 NA    0                                <NA>      Good
2646 553512_010     55 NA    1                                <NA> Very Good
2647 558594_010     55 NA    0                                <NA>      Fair
2648 552819_010     55 NA    0                                <NA> Very Good
2649 559506_010     55 NA    0                                <NA>      Good
2650 559734_010     55 NA    0                                <NA> Very Good
2651 554862_010     55 NA    4                                <NA>      Poor
2652 555749_010     55 NA    0                                <NA>      Poor
2653 559861_020     55 NA    0                                <NA> Very Good
2654 554314_010     55 NA    1                                <NA> Very Good
2655 556433_010     55 NA    8                                <NA>      Fair
2656 556433_010     55 NA    8                                <NA>      Fair
2657 551316_010     55 NA    7                                <NA>      Good
2658 554314_010     55 NA    1                                <NA> Very Good
2659 559734_010     55 NA    0                                <NA> Very Good
2660 557898_010     55 NA    3                                <NA>      Good
2661 557619_010     55 NA    0                                <NA> Very Good
2662 555721_010     55 NA    4                                <NA>      Good
2663 554933_010     55 NA    1                 High school diploma Very Good
2664 555479_010     55 NA    0                                <NA>      Good
2665 556121_010     55 NA    3                                <NA>      Fair
2666 551781_010     55 NA    0                                <NA> Very Good
2667 553275_010     55 NA    2                                <NA> Very Good
2668 550790_010     56 NA    1                                <NA>      Good
2669 553316_010     56 NA    3                                <NA>      Good
2670 555805_010     56 NA    1                                <NA>      Fair
2671 555085_020     56 NA    0                   Bachelor's degree Excellent
2672 552819_020     56 NA    0                                <NA> Excellent
2673 554098_010     56 NA    7                                <NA>      Poor
2674 555085_020     56 NA    0                                <NA> Excellent
2675 554098_010     56 NA    7                                <NA>      Poor
2676 551646_010     56 NA    0                                <NA> Very Good
2677 558115_010     56 NA    1                                <NA>      Fair
2678 552819_010     56 NA    0                                <NA> Very Good
2679 551092_010     56 NA    0                                <NA>      Good
2680 550458_010     56 NA    0                                <NA> Excellent
2681 552238_010     56 NA    1                                <NA>      Good
2682 551064_010     56 NA    0                                <NA> Excellent
2683 559080_010     56 NA    0                                <NA>      Good
2684 559234_020     56 NA    0                                <NA> Very Good
2685 554540_010     56 NA    0                                <NA>      Good
2686 554312_010     56 NA    4                                <NA>      Good
2687 556964_010     56 NA    6                                <NA>      Fair
2688 557544_010     56 NA    0                                <NA>      Fair
2689 550254_010     56 NA    6                                <NA> Very Good
2690 550254_010     56 NA    6                                <NA> Very Good
2691 551203_010     56 NA    0                   Bachelor's degree Excellent
2692 555805_010     56 NA    1                                <NA>      Fair
2693 554312_020     56 NA    3                                <NA>      Fair
2694 552238_010     56 NA    1                                <NA>      Good
2695 559234_020     56 NA    0                                <NA> Very Good
2696 551646_010     56 NA    0                                <NA> Very Good
2697 551064_010     56 NA    0                                <NA> Excellent
2698 550458_020     56 NA    0                                <NA> Very Good
2699 555085_010     56 NA    0                                <NA> Excellent
2700 555113_010     56 NA    1                                <NA>      Fair
2701 551064_010     56 NA    0                                <NA> Excellent
2702 559624_010     56 NA    1                                <NA> Very Good
2703 557544_010     56 NA    0                                <NA>      Fair
2704 552193_010     57 NA    0                                None Very Good
2705 555679_010     57 NA    2                                <NA>      Fair
2706 557963_010     57 NA    2                                <NA>      Fair
2707 555553_010     57 NA    3                                <NA>      Good
2708 558191_010     58 NA    1                                <NA>      Fair
2709 558198_010     60 NA    8                                <NA>      Fair
2710 556341_010     61 NA    7                                 GED      Fair
2711 552590_010     62 NA    3                                None      Fair
2712 552499_020     62 NA    0                   Bachelor's degree      Fair
2713 551121_010     63 NA    1                 High school diploma      Fair
2714 551512_010     64 NA    0                 High school diploma Excellent
2715 551512_010     65 NA    0                 High school diploma Excellent
2716 553087_020     66 NA    0                                <NA>      Fair
2717 551524_020     66 NA    0                                <NA>      Fair
2718 553087_020     67 NA    0                                <NA>      Fair
2719 552498_010     67 NA    0                                None Very Good
2720 555210_010     68 NA    3                 High school diploma      Fair
2721 556686_020     69 NA    2                                 GED      Good
2722 552780_020     70 NA    0                 High school diploma Very Good
2723 552780_020     71 NA    0                 High school diploma Very Good
2724 553552_010     76 NA    0                 High school diploma Very Good
2725 553849_010     77 NA    6                                <NA>      Fair
2726 553849_010     77 NA    6                     Master's degree      Fair
2727 557151_010     80 NA    1                     Master's degree      Good
2728 557151_010     80 NA    1                                <NA>      Good

`distinct()`

`distinct()` keeps unique rows

distinct() allows us to keep only unique rows based on the values in one or more columns

distinct() can run without any arguments: it will return all unique rows in the dataset
- This can be helpful if you want to perform a quality check on your dataset to see if there are any duplicate rows

distinct() can also take specific columns as arguments: it will return unique rows based on the values in those columns

Example: keep unique rows in dataset

hrs_data |> 
  distinct()

             id age_yr ed cesd                              degree       srh
1    552754_010     55 NA    1                                <NA>      Fair
2    555339_020     56 12    6                 High school diploma      Good
3    559734_010     55 NA    0                                <NA> Very Good
4    558143_020     50 16    1                     Master's degree Excellent
5    554789_020     71 16    3                     Master's degree      Good
6    551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
7    550516_010     62 11    1                                None Excellent
8    559093_010     51 13    2                  Associate's degree      Fair
9    556288_020     70 16    1                     Master's degree Very Good
10   550790_010     56 NA    1                                <NA>      Good
11   555294_010     53 NA    7                                <NA> Very Good
12   559170_010     54 NA    2                                <NA>      Good
13   551238_010     53 12    4                 High school diploma      Good
14   554874_010     60 12    0                                None      Fair
15   551179_010     57 12    0                                None Very Good
16   551108_020     51 13    4                     Master's degree      Good
17   555511_010     50 NA    2                                <NA>      Poor
18   556018_020     53 16    1                     Master's degree      Fair
19   555578_020     55 10    1                                None Excellent
20   559002_010     54 17    7                     Master's degree      Good
21   557423_010     56 16    0                     Master's degree      Fair
22   558441_010     53 NA    1                                <NA>      Fair
23   553087_020     66 NA    0                                <NA>      Fair
24   550622_010     53 17    6 Professional degree (Ph.D./M.D./JD)      Fair
25   552725_010     91 17    0 Professional degree (Ph.D./M.D./JD) Very Good
26   553480_010     54 16    8                     Master's degree      Fair
27   553443_020     62 17    5                     Master's degree      Good
28   554670_020     75 12    4                                 GED      Fair
29   551973_010     56 12    2                 High school diploma      Fair
30   559990_010     54 NA    1                                <NA> Very Good
31   557680_020     67 12    0                 High school diploma Excellent
32   556364_010     79 14    0                  Associate's degree      Good
33   552323_010     71  5    1                                None      Poor
34   554006_010     74 13    1                  Associate's degree Very Good
35   551054_010     57 12    1                 High school diploma Very Good
36   557601_010     90 12    0                 High school diploma      Good
37   557595_020     63  7    0                                None Very Good
38   556536_010     53 16    0                     Master's degree      Fair
39   558004_010     53 12    2                 High school diploma      Good
40   556675_020     47 16    0                     Master's degree Excellent
41   556381_010     54 16    0                     Master's degree Excellent
42   553553_010     53  9    2                 High school diploma      Good
43   553780_020     56 17    5                     Master's degree Very Good
44   555022_010     52 17    0                     Master's degree      Fair
45   555463_010     84  6    3                                None      Poor
46   559646_010     53 16    5                  Associate's degree      Poor
47   559601_010     53 NA    3                                <NA>      Fair
48   551767_010     53 14    3                  Associate's degree Excellent
49   553534_010     54 NA    4                                <NA>      Fair
50   555324_010     54  7    1                                None Very Good
51   554129_020     92 17    2 Professional degree (Ph.D./M.D./JD) Very Good
52   557351_020     69 11    5                                 GED      Fair
53   556900_010     52 13    2                  Associate's degree      Poor
54   554807_010     68  4    1                                None      Good
55   551191_010     82 13    3                  Associate's degree      Fair
56   559148_010     60  6    0                                None      Good
57   557048_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
58   552306_020     50 NA    0                                <NA>      Fair
59   552766_010     74 14    0                  Associate's degree      Good
60   559300_010     56 16    0                     Master's degree Very Good
61   556979_010     53 NA    0                                 GED Very Good
62   559820_010     52 17    0                     Master's degree      Good
63   554387_020     50 NA    0                                <NA> Very Good
64   558974_010     55 13    2                  Associate's degree      Good
65   556223_010     59 16    1                     Master's degree      Good
66   555951_010     68 16    2                     Master's degree      Fair
67   559375_010     53 16    2                     Master's degree      Good
68   551604_020     74 14    2                  Associate's degree Very Good
69   557139_010     71 12    3                 High school diploma      Fair
70   555071_020     48 12    3                                 GED Very Good
71   553738_010     76 16    6                     Master's degree      Fair
72   558128_010     51 NA    0                                <NA> Very Good
73   557411_020     51 14    1 Professional degree (Ph.D./M.D./JD)      Poor
74   557646_010     56 14    4                  Associate's degree      Fair
75   554690_020     49 15    1                     Master's degree      Good
76   552939_010     55 16    0                     Master's degree      Good
77   558663_010     56 16    4                     Master's degree      Fair
78   553817_010     56 12    6                 High school diploma      Good
79   553508_010     54 NA    0                                <NA>      Good
80   559346_010     74 12    0                                None      Good
81   553847_010     52 NA    0                                <NA>      Good
82   558935_010     66 12    0                 High school diploma      Good
83   551604_020     76 14    2                  Associate's degree Very Good
84   558588_010     62 14    2                  Associate's degree      Good
85   559292_010     56 11    6                                None      Fair
86   559479_010     53 NA    8                                <NA>      Good
87   551179_020     57  9    3                                None      Good
88   558926_020     56 13    1                   Bachelor's degree      Good
89   556712_010     58 13    2                  Associate's degree      Fair
90   557375_010     51  6    1                                None      Fair
91   554075_010     65 11    0                 High school diploma      Good
92   553124_020     48 NA    5                                <NA> Excellent
93   554850_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
94   554481_010     63  3    0                 High school diploma Excellent
95   556291_010     58 16    1                     Master's degree Excellent
96   559660_010     62 11    1                                None      Fair
97   552314_010     64 14    3                  Associate's degree      Fair
98   556207_010     77 12    0                                 GED      Fair
99   551914_010     52 17    0 Professional degree (Ph.D./M.D./JD) Very Good
100  552482_010     68 10    1                                None      Fair
101  551116_020     37 NA    0                                <NA> Very Good
102  554479_010     55 14    1                     Master's degree Very Good
103  554818_010     59 14    3                  Associate's degree Very Good
104  554186_010     54 11    0                                None      Poor
105  551833_010     53 NA    4                                <NA>      Good
106  559523_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
107  555215_020     51 NA    0                                <NA>      Good
108  553211_010     73 16    0                     Master's degree Very Good
109  550500_010     91  4    3                                None Very Good
110  554341_010     51 14    2                  Associate's degree Very Good
111  550964_010     53 12    1                 High school diploma Very Good
112  550920_020     55  9    3                                None      Fair
113  554344_020     67 15    1                  Associate's degree      Good
114  557446_010     55 15    1                   Bachelor's degree      Poor
115  558646_010     64 11    2                                None      Good
116  550651_010     79 17    1 Professional degree (Ph.D./M.D./JD)      Good
117  554591_020     48 17    6                     Master's degree      Good
118  556766_010     50 NA    1                                <NA> Very Good
119  553087_020     67 NA    0                                <NA>      Fair
120  555788_010     67 16    0                     Master's degree      Good
121  555460_010     53 NA    6                                <NA>      Fair
122  552761_020     60 11    2                                None      Fair
123  559996_010     63 14    3                   Bachelor's degree      Fair
124  555467_010     52 NA    2                                <NA>      Fair
125  551602_010     71  0    0                                None      Fair
126  551597_020     52 NA    6                                <NA>      Good
127  556646_010     69 15    0                  Associate's degree Very Good
128  559573_010     65 12    1                 High school diploma      Fair
129  558651_010     53 16    0                     Master's degree      Good
130  555495_010     57 12    1                 High school diploma Excellent
131  552423_020     56 14    1                  Associate's degree Very Good
132  550164_020     69 17    0                     Master's degree Very Good
133  554494_010     54 12    0                 High school diploma      Good
134  551026_010     78 12    0                 High school diploma      Good
135  554561_010     54 16    0                  Associate's degree      Good
136  552780_010     73 13    0                  Associate's degree Excellent
137  557152_020     52 17    0                     Master's degree Very Good
138  556050_020     54 16    0                     Master's degree Very Good
139  550345_010     72 12    0                 High school diploma      Fair
140  557516_010     96 12    5                                 GED      Fair
141  554228_020     69 16    7                  Associate's degree      Fair
142  554680_010     65 12    1                 High school diploma      Good
143  556870_010     67 13    0                  Associate's degree      Fair
144  553826_020     62 14    0                  Associate's degree Excellent
145  552941_010     52 12    7                 High school diploma      Good
146  553316_010     56 NA    3                                <NA>      Good
147  550931_010     54 NA    1                                <NA>      Good
148  551334_010     66 16    0                     Master's degree Excellent
149  557413_010     51 17    4                     Master's degree      Fair
150  556668_010     84  8    3                                None      Poor
151  555959_010     51 16    2 Professional degree (Ph.D./M.D./JD) Very Good
152  553031_010     53 16    0                     Master's degree      Good
153  553970_010     55 16    0                     Master's degree Very Good
154  550240_010     73 12    6                                 GED Very Good
155  558629_010     69 16    1                     Master's degree Excellent
156  558694_010     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
157  554764_010     58 17    1                     Master's degree      Good
158  559227_010     53 12    2                 High school diploma      Poor
159  556732_010     64 17    5                     Master's degree      Fair
160  555209_010     52 NA    0                                 GED      Good
161  551412_010     56 16    0                     Master's degree      Poor
162  550859_010     56 15    0                  Associate's degree      Fair
163  559867_010     66 17    1 Professional degree (Ph.D./M.D./JD)      Good
164  555053_010     85  3    1                                None      Good
165  553757_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
166  553881_010     59 13    0                  Associate's degree Very Good
167  555886_020     58 14    0                  Associate's degree      Good
168  550201_020     40 17    2                     Master's degree Excellent
169  558175_010     52 NA    0                                <NA> Very Good
170  553067_010     53 NA    0                                <NA> Very Good
171  554832_020     61 12    2                 High school diploma      Good
172  556394_020     68 12    3                 High school diploma      Good
173  551944_020     52 NA    2                                <NA>      Good
174  553435_010     76  2    3                 High school diploma Very Good
175  558774_020     56  3    0                                None      Fair
176  551225_010     55  6    2                                None      Fair
177  550569_020     53 17    0 Professional degree (Ph.D./M.D./JD)      Good
178  552034_010     69 15    1                  Associate's degree      Good
179  551143_020     50 10    8                                 GED      Fair
180  559902_010     72 16    7                     Master's degree      Fair
181  558360_010     64 12    3                                 GED Very Good
182  556334_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Good
183  559885_010     52 14    3                  Associate's degree Very Good
184  551845_020     74 15    0                  Associate's degree Very Good
185  555737_020     41  3    0                                None      Good
186  556499_010     62 12    4                 High school diploma      Good
187  557180_010     56 17    1 Professional degree (Ph.D./M.D./JD) Very Good
188  556779_020     51 14    2                   Bachelor's degree      Good
189  555445_020     76 16    1                     Master's degree      Good
190  552567_010     58 16    1                  Associate's degree      Good
191  556143_010     58 14    0                   Bachelor's degree Very Good
192  556868_010     82 16    2                     Master's degree      Fair
193  552892_020     62 16    6                  Associate's degree      Fair
194  554425_010     69 12    2                 High school diploma      Fair
195  558831_010     53 NA    1                                <NA>      Fair
196  558532_010     51 NA    1                                <NA> Very Good
197  552025_020     41 16    0                     Master's degree      Good
198  555805_010     56 NA    1                                <NA>      Fair
199  550696_010     70  9    1                                 GED Very Good
200  552828_010     53 16    0                     Master's degree      Good
201  555221_010     59  6    2                                None      Fair
202  554911_010     74 13    4                  Associate's degree      Good
203  555918_010     52 12    1                 High school diploma      Fair
204  556114_010     52 15    0                   Bachelor's degree      Good
205  553646_020     51 NA    0                                <NA> Very Good
206  559843_010     59 14    0                  Associate's degree      Fair
207  558837_020     67  0    3                                None      Fair
208  551759_020     48 16    1 Professional degree (Ph.D./M.D./JD) Very Good
209  553273_010     55 16    5                     Master's degree      Good
210  552279_010     69  6    0                                None      Fair
211  556859_010     53 NA    2                                <NA> Very Good
212  551238_020     52 14    4                  Associate's degree      Good
213  550753_020     54 15    0                   Bachelor's degree      Good
214  551007_020     66 10    7                                None      Good
215  559287_010     70 14    0                  Associate's degree Excellent
216  551073_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
217  556390_010     52 15    0                  Associate's degree      Good
218  556734_010     55 17    8                     Master's degree      Good
219  556989_010     77 14    3                  Associate's degree      Fair
220  559963_010     54 16    3                     Master's degree      Good
221  552082_020     69 10    5                                None      Fair
222  558355_010     69 11    2                                None      Fair
223  553341_010     51 NA    1                                <NA>      Fair
224  555375_010     59 16    0                     Master's degree      Fair
225  559806_010     65  0    1                                None      Fair
226  552618_010     64 12    3                 High school diploma      Fair
227  555041_020     76 14    1                   Bachelor's degree      Good
228  550930_010     56 14    1                  Associate's degree      Fair
229  558039_010     63 13    6                  Associate's degree      Fair
230  553564_020     46 11    0                                None      Fair
231  550347_020     52 NA    5                                <NA>      Good
232  554233_020     49 17    0                     Master's degree      Good
233  553294_010     53 NA    2                                <NA> Excellent
234  551468_010     51 16    2                     Master's degree      Good
235  556836_010     52 10    4                                 GED      Poor
236  550962_020     52 12    1                 High school diploma      Fair
237  558741_010     78 12    6                                 GED      Fair
238  552681_020     51 12    2                 High school diploma      Fair
239  556144_020     63 16    0 Professional degree (Ph.D./M.D./JD) Very Good
240  558174_010     79 17    1                     Master's degree      Good
241  552323_020     68  4    6                                None      Poor
242  558403_020     49 12    0                 High school diploma      Fair
243  559470_010     66 14    0                   Bachelor's degree      Good
244  551944_010     51 NA    0                                <NA>      Good
245  557383_010     66 16    2                     Master's degree      Poor
246  556475_010     71 14    1                  Associate's degree      Good
247  557125_010     58 10    7                                None      Poor
248  556224_010     67 15    0                  Associate's degree      Good
249  550119_020     80 12    0                 High school diploma      Good
250  550462_010     56  9    0                                 GED      Fair
251  555545_010     60 11    1                                None Excellent
252  550437_010     64 12    2                 High school diploma      Good
253  552479_020     40 16    0                     Master's degree Excellent
254  553055_010     62 13    1                  Associate's degree      Fair
255  551982_020     42 17    1 Professional degree (Ph.D./M.D./JD) Excellent
256  553768_010     78 16    5                     Master's degree      Fair
257  558133_010     56 17    3                     Master's degree Very Good
258  550543_010     52 15    0                  Associate's degree      Good
259  557225_010     51 NA    7                                <NA>      Poor
260  556951_010     52 NA    2                                <NA> Excellent
261  554862_010     55 NA    4                                <NA>      Poor
262  558391_020     53 12    0                 High school diploma      Good
263  557031_010     52 14    1                  Associate's degree      Good
264  550186_010     52 16    2                     Master's degree Very Good
265  555473_010     64 11    3                                None      Fair
266  552279_020     59  6    0                                None      Fair
267  552554_010     51 16    0                     Master's degree Very Good
268  556558_010     53 NA    0                                <NA> Very Good
269  555085_020     56 NA    0                   Bachelor's degree Excellent
270  551878_020     50 11    2                                 GED Very Good
271  554913_010     51 NA    3                                <NA>      Fair
272  553280_020     40  4    6                                None Very Good
273  556531_010     58 13    1                   Bachelor's degree      Good
274  551557_010     53 13    1                  Associate's degree      Good
275  556944_010     59 13    1                  Associate's degree Excellent
276  554704_020     52 17    1 Professional degree (Ph.D./M.D./JD)      Fair
277  556635_010     68 12    3                 High school diploma Very Good
278  556943_020     54 12    1                 High school diploma      Good
279  552494_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
280  552819_020     56 NA    0                                <NA> Excellent
281  551892_010     52 17    3                     Master's degree      Good
282  558281_010     88  4    2                                None      Fair
283  557269_010     58 13    7                  Associate's degree      Good
284  552383_010     71 11    2                                None      Good
285  554098_010     56 NA    7                                <NA>      Poor
286  554674_010     54 14    2                  Associate's degree      Good
287  559603_020     67 12    0                 High school diploma      Good
288  554203_020     55 NA    1                                <NA>      Good
289  557358_010     60 11    6                                 GED      Poor
290  553252_010     56  6    2                                None      Fair
291  556089_010     65 12    1                                 GED      Fair
292  559704_010     60 14    1                   Bachelor's degree Excellent
293  554370_010     73 14    1                  Associate's degree Very Good
294  556208_020     61 17    8 Professional degree (Ph.D./M.D./JD)      Poor
295  551991_020     50 12    2                                 GED      Good
296  551505_010     74 12    0                 High school diploma      Good
297  552298_010     66 16    0                     Master's degree Very Good
298  554365_020     59  6    0                                None      Good
299  555115_010     72 14    7                  Associate's degree      Poor
300  554172_010     61 15    5                  Associate's degree      Fair
301  557061_010     53 13    1                  Associate's degree      Good
302  553961_020     56 14    0                   Bachelor's degree      Fair
303  551547_010     68 13    2                  Associate's degree      Good
304  551553_020     66 12    2                 High school diploma      Good
305  559839_010     53 13    0                  Associate's degree      Fair
306  556266_010     57 14    3                  Associate's degree      Fair
307  559734_020     50 NA    0                                <NA> Excellent
308  559487_010     72 13    5                  Associate's degree      Fair
309  555922_010     74  9    0                                None      Fair
310  559767_010     76 11    0                                None      Fair
311  558560_010     51 NA    1                                <NA>      Good
312  555064_020     50 11    1                                None      Fair
313  550233_020     64 12    1                 High school diploma      Fair
314  552986_010     90 12    1                 High school diploma      Fair
315  557977_010     57 12    0                 High school diploma Excellent
316  558849_020     46 17    0                     Master's degree Very Good
317  552110_010     53 NA    0                                <NA>      Poor
318  555314_010     82 12    0                                 GED      Fair
319  555872_010     56 14    0                   Bachelor's degree Very Good
320  550233_020     64 13    1                  Associate's degree      Fair
321  556757_020     58 16    0 Professional degree (Ph.D./M.D./JD) Very Good
322  558748_010     53 NA    7                                <NA>      Fair
323  553640_010     77 11    0                 High school diploma      Good
324  552320_010     63  6    2                                None      Fair
325  559984_010     75  6    0                                None      Fair
326  552159_010     57 14    4                  Associate's degree      Good
327  555239_010     94  9    1                                None Excellent
328  556936_020     52 16    1                     Master's degree Very Good
329  557667_010     54 14    8                   Bachelor's degree      Poor
330  555041_020     77 16    1                     Master's degree      Good
331  558184_020     54  4    6                                None      Fair
332  550513_010     80 12    0                 High school diploma      Good
333  557795_010     82 12    4                 High school diploma      Fair
334  555301_010     53 NA    1                                <NA>      Good
335  554377_010     56 12    0                 High school diploma      Good
336  557337_020     48  6    6                                None      Fair
337  553715_020     57 12    1                 High school diploma      Fair
338  554345_010     50 NA    0                                <NA> Excellent
339  554076_010     53 14    0                   Bachelor's degree Very Good
340  557914_010     53 12    0                 High school diploma Very Good
341  551414_020     61  8    0                                None Very Good
342  552490_010     71 12    2                 High school diploma      Good
343  550581_020     62  5    2                                None Very Good
344  555332_010     55 NA    0                                <NA> Excellent
345  559484_020     53 12    1                 High school diploma Very Good
346  555129_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
347  550822_020     54 12    4                                None      Fair
348  554628_010     53 NA    4                                <NA>      Good
349  558837_010     67  7    0                                None      Fair
350  555146_010     51 17    0                     Master's degree Excellent
351  557244_010     57  7    8                                None Very Good
352  554443_010     64 11    2                                None      Fair
353  559342_020     60 12    0                 High school diploma      Fair
354  552498_010     67 NA    0                                None Very Good
355  558638_010     70  4    3                                None      Fair
356  554864_020     52 NA    1                                <NA>      Good
357  553060_020     52 15    1                  Associate's degree      Good
358  550147_010     59 12    0                 High school diploma      Fair
359  558290_010     53 14    0                     Master's degree      Good
360  554486_010     69 14    1                   Bachelor's degree      Fair
361  554301_010     51 14    1                   Bachelor's degree Excellent
362  556233_010     53 16    1                     Master's degree Excellent
363  551299_010     59 14    6                   Bachelor's degree      Poor
364  555737_020     41  6    0                                None      Good
365  556734_010     55 17    8 Professional degree (Ph.D./M.D./JD)      Fair
366  552079_010     51 12    5                 High school diploma      Good
367  558252_010     51 10    7                                None      Fair
368  558917_010     52 NA    0                                <NA>      Poor
369  555848_010     64 14    1                  Associate's degree Excellent
370  558142_010     91  6    2                                None      Good
371  550183_020     70 16    0                     Master's degree Very Good
372  551723_020     66  6    1                                None      Poor
373  557456_020     60  6    4                                None Excellent
374  550832_020     53 NA    2                                <NA>      Fair
375  557785_020     52 17    3                     Master's degree      Good
376  559467_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
377  552868_010     63 12    3                 High school diploma      Good
378  558309_010     82 16    5                     Master's degree      Poor
379  559055_010     80  8    2                                None      Good
380  556345_010     63 13    6                  Associate's degree      Poor
381  555900_010     55 12    0                 High school diploma Very Good
382  554594_010     58 14    1                   Bachelor's degree      Good
383  558410_010     51 NA    1                                <NA> Very Good
384  551827_010     62 16    7                     Master's degree      Good
385  550587_010     66 14    3                   Bachelor's degree Excellent
386  552748_010     63 16    5                     Master's degree      Good
387  551579_010     57 10    7                                None      Poor
388  556859_010     54 NA    2                                <NA> Very Good
389  550698_010     65 14    0                  Associate's degree      Fair
390  552346_010     50 12    0                 High school diploma Very Good
391  557690_010     60  6    2                                None      Poor
392  559806_020     47  5    0                                None      Fair
393  553646_010     51 NA    0                                <NA> Very Good
394  556549_010     72 12    1                 High school diploma      Fair
395  550310_010     71 16    3                     Master's degree      Fair
396  559839_010     53 12    0                  Associate's degree      Good
397  558844_020     42 NA    0                                None Very Good
398  552722_020     50 NA    0                                <NA>      Fair
399  552418_010     66 12    6                 High school diploma      Poor
400  559213_010     63 14    4                   Bachelor's degree      Good
401  552949_010     53 14    5                  Associate's degree      Fair
402  555073_020     56 17    4                     Master's degree      Good
403  554432_020     71 16    7                     Master's degree Very Good
404  556384_010     66  3    7                                None      Fair
405  559190_020     54 17    0                     Master's degree      Good
406  557892_010     81 16    0                     Master's degree      Poor
407  558266_010     56  3    2                 High school diploma      Fair
408  554994_020     55 NA    0                                <NA>      Poor
409  554092_010     74 13    0                  Associate's degree      Good
410  551803_020     50 NA    0                                <NA> Very Good
411  557052_010     50 16    1                     Master's degree Very Good
412  554252_020     48  3    1                                None      Good
413  559949_010     63 12    7                                None      Fair
414  554727_010     89 16    1                     Master's degree      Fair
415  553651_010     77 12    3                                 GED      Good
416  551046_010     78 17    1 Professional degree (Ph.D./M.D./JD)      Good
417  558664_010     57 14    1                   Bachelor's degree      Good
418  559244_010     55 16    4                     Master's degree      Fair
419  551845_010     67 13    4                  Associate's degree      Good
420  559586_010     55 16    4                   Bachelor's degree      Good
421  557470_020     55 16    0                     Master's degree      Good
422  557595_020     63  7    0                                None Excellent
423  556413_020     55 12    0                 High school diploma      Good
424  559506_010     55 NA    0                                <NA>      Good
425  558613_010     54 NA    4                                <NA>      Good
426  555071_010     50 12    4                                 GED      Good
427  556073_010     65 11    5                 High school diploma Very Good
428  555767_010     57 11    2                                None Excellent
429  556793_010     53 11    4                                None      Fair
430  551108_010     51 14    7                     Master's degree      Good
431  552989_020     49 12    0                 High school diploma Very Good
432  551087_020     61 12    0                 High school diploma      Good
433  557038_010     68 14    0                  Associate's degree      Good
434  552192_010     56 14    5                  Associate's degree      Fair
435  558099_010     68 12    1                 High school diploma      Fair
436  552544_010     56 12    1                 High school diploma Very Good
437  550753_020     53 15    0                   Bachelor's degree      Good
438  559342_020     69 16    0                  Associate's degree      Fair
439  551069_010     74 16    8 Professional degree (Ph.D./M.D./JD)      Poor
440  552103_010     53 10    1                                None      Fair
441  557104_010     61 12    0                 High school diploma Very Good
442  557967_010     54 16    0                     Master's degree Very Good
443  551762_020     43 14    0                   Bachelor's degree Very Good
444  558246_010     55 11    4                                 GED Very Good
445  559819_010     51  6    6                                None      Fair
446  557025_010     62 12    1                 High school diploma      Fair
447  551179_020     57  9    3                                None Very Good
448  550581_020     70  5    8                                None      Fair
449  557470_020     55 14    0                  Associate's degree      Good
450  557268_010     63 16    0                     Master's degree      Good
451  557889_010     62 12    1                 High school diploma Very Good
452  559587_020     83 14    0                 High school diploma      Good
453  555085_020     56 NA    0                                <NA> Excellent
454  551121_010     63 NA    1                 High school diploma      Fair
455  556453_020     64  6    2                                None      Good
456  556200_010     53 17    5 Professional degree (Ph.D./M.D./JD) Very Good
457  555822_010     53 NA    1                                <NA>      Fair
458  559983_020     63 16    0                     Master's degree Very Good
459  555946_010     64 12    0                 High school diploma Very Good
460  555620_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
461  550614_020     47 12    0                 High school diploma      Good
462  559659_010     63 16    1                     Master's degree      Good
463  558703_010     54 NA    1                                <NA>      Fair
464  555176_010     65 13    1                  Associate's degree      Good
465  559683_010     57 15    6                  Associate's degree      Fair
466  553413_010     64  7    3                                None      Fair
467  559898_020     50 12    0                 High school diploma      Good
468  556709_010     69 12    7                 High school diploma      Poor
469  552741_010     55 13    2                  Associate's degree      Fair
470  551803_010     53 NA    1                                <NA> Very Good
471  559425_020     53 17    3 Professional degree (Ph.D./M.D./JD) Excellent
472  557559_020     67 17    0                     Master's degree      Good
473  553267_010     70  9    0                 High school diploma Very Good
474  556131_010     50 13    2                  Associate's degree      Good
475  555601_010     58 14    1                 High school diploma      Fair
476  553993_010     66 16    0                     Master's degree      Good
477  559133_010     81 12    0                 High school diploma Very Good
478  550173_010     52 14    1                  Associate's degree      Good
479  550299_020     50 NA    0                                <NA>      Good
480  553413_020     64 12    2                 High school diploma      Fair
481  558096_010     79  0    0                                None      Poor
482  556741_010     54 14    1                   Bachelor's degree Very Good
483  551222_010     53 NA    0                                <NA>      Good
484  559235_020     52 NA    0                                <NA>      Good
485  559752_010     67 17    0                     Master's degree      Good
486  559785_020     57 12    4                                 GED      Poor
487  555314_010     84 12    0                                 GED      Fair
488  559587_010     71 16    0                     Master's degree      Good
489  557574_010     62  5    1                                None Very Good
490  559245_010     76 11    7                                None      Fair
491  552363_020     49 16    2 Professional degree (Ph.D./M.D./JD) Excellent
492  557322_010     66 16    2                     Master's degree Excellent
493  555515_010     52  9    1                                 GED      Fair
494  554149_010     52 NA    1                                <NA>      Fair
495  555792_010     57 17    1 Professional degree (Ph.D./M.D./JD) Very Good
496  550239_020     48 10    1                 High school diploma Very Good
497  556090_010     50 12    0                 High school diploma Very Good
498  552590_010     62 NA    3                                None      Fair
499  556311_010     75 17    1                     Master's degree Very Good
500  559494_020     34 16    0                  Associate's degree Very Good
501  554471_020     48 16    4                     Master's degree      Fair
502  557263_020     46 15    1                   Bachelor's degree      Good
503  558747_010     54 16    7                     Master's degree      Fair
504  552613_010     51 14    1                  Associate's degree      Good
505  557371_010     68 17    0                     Master's degree Very Good
506  559341_010     55 17    1                     Master's degree Very Good
507  553721_010     55 12    1                 High school diploma      Good
508  554994_020     55 NA    1                                <NA> Very Good
509  551098_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Good
510  556249_020     50 17    0 Professional degree (Ph.D./M.D./JD) Very Good
511  553654_010     54 NA    7                                <NA>      Fair
512  559734_020     50 NA    0                                <NA> Very Good
513  553393_010     52 12    5                 High school diploma Very Good
514  551991_010     53 12    4                                 GED      Good
515  557093_010     61 11    0                                None      Fair
516  555249_010     53 NA    1                                <NA>      Fair
517  556428_010     66 14    1                  Associate's degree      Good
518  553849_010     77 NA    6                                <NA>      Fair
519  552989_010     57  6    0                 High school diploma      Fair
520  552734_010     53  9    5                                None      Good
521  559843_020     56 14    0                  Associate's degree      Good
522  551279_010     54 12    1                 High school diploma      Good
523  551444_010     65 12    1                 High school diploma      Fair
524  554819_010     52 16    3                  Associate's degree      Good
525  551372_010     56 12    1                                 GED      Fair
526  551548_010     61 14    6                  Associate's degree      Fair
527  554003_010     57 12    6                 High school diploma      Poor
528  554852_010     50 NA    1                                <NA>      Good
529  555663_010     56  6    1                                None      Fair
530  551188_010     56  6    3                                None      Poor
531  553699_010     63  9    6                                None Very Good
532  554655_010     53 12    8                 High school diploma      Fair
533  556018_010     52 16    0                     Master's degree Very Good
534  559867_010     67 16    1                     Master's degree      Fair
535  553237_010     56 12    0                 High school diploma Excellent
536  558191_010     58 NA    1                                <NA>      Fair
537  550902_010     51 12    7                 High school diploma      Good
538  552777_010     76  2    0                                None      Good
539  556394_020     59 13    3                  Associate's degree      Good
540  556865_010     52 16    0                     Master's degree Very Good
541  550240_020     72 12    4                 High school diploma      Fair
542  559093_020     47 14    2                  Associate's degree      Good
543  552741_010     56 13    2                  Associate's degree      Fair
544  557020_020     53 16    0                     Master's degree Very Good
545  557856_010     61 13    2                  Associate's degree      Fair
546  557391_020     65  9    2                                None      Fair
547  552423_020     55 13    1                  Associate's degree Very Good
548  551305_010     54 12    0                 High school diploma Very Good
549  558293_010     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
550  550918_010     60 17    0 Professional degree (Ph.D./M.D./JD)      Good
551  554146_010     62 13    3                  Associate's degree Excellent
552  550753_010     58 13    1                  Associate's degree Very Good
553  558138_020     46 16    0                     Master's degree Very Good
554  551156_020     43 NA    1                                <NA> Excellent
555  551761_020     63 12    0                 High school diploma Very Good
556  554247_020     73 10    1                 High school diploma      Fair
557  559551_010     56 11    2                                None      Fair
558  552656_020     55 16    4                     Master's degree      Good
559  556398_010     67 12    0                 High school diploma      Fair
560  553258_010     72 16    1                     Master's degree      Good
561  553904_010     54 NA    6                                <NA>      Fair
562  556260_010     53 14    0                   Bachelor's degree      Good
563  555951_010     69 16    2                     Master's degree      Fair
564  558082_010     82 12    1                 High school diploma      Good
565  552874_010     63 12    4                 High school diploma      Fair
566  556154_010     54 16    1                     Master's degree Very Good
567  553118_020     51 NA    0                                <NA>      Poor
568  555653_010     51 NA    0                                <NA> Excellent
569  552748_020     63 12    1                 High school diploma Very Good
570  552104_020     51 16    4                   Bachelor's degree      Poor
571  554846_010     62 17    1                     Master's degree Excellent
572  550920_020     59 10    5                                None      Fair
573  552065_010     70 12    0                 High school diploma      Good
574  553776_010     54 NA    3                                <NA>      Good
575  557767_010     68 14    4                   Bachelor's degree Excellent
576  550661_010     54  7    7                                None      Poor
577  552193_010     57 NA    0                                None Very Good
578  556433_010     55 NA    8                                <NA>      Fair
579  551789_010     55 NA    2                                <NA>      Fair
580  558938_010     53 15    3                   Bachelor's degree Very Good
581  554847_010     52 NA    2                                <NA>      Good
582  555877_010     53 16    6                  Associate's degree      Poor
583  559269_010     54 10    1                 High school diploma      Fair
584  559223_010     49 12    4                  Associate's degree      Fair
585  555262_010     52 16    1                     Master's degree Excellent
586  557775_010     53 16    3                     Master's degree Very Good
587  553055_020     55 13    0                  Associate's degree      Good
588  558264_010     58 11    0                                None      Fair
589  556516_010     56 12    0                 High school diploma      Fair
590  552154_020     49  9    5                                None      Fair
591  557407_010     52 13    4                  Associate's degree      Poor
592  556833_010     54  9    0                                None Excellent
593  555405_020     53 12    2                 High school diploma Excellent
594  550661_010     53  7    7                                None      Poor
595  556088_010     88 10    6                                None      Fair
596  554154_020     56  8    0                                None      Fair
597  556301_010     55 16    1                     Master's degree      Good
598  551645_010     72 13    0                  Associate's degree Very Good
599  555931_010     54 16    0                     Master's degree Excellent
600  555800_010     72 14    0                   Bachelor's degree Very Good
601  550698_010     61 14    0                  Associate's degree      Fair
602  554152_020     57 16    0                     Master's degree Very Good
603  558187_020     50  9    2                                 GED      Poor
604  553951_020     52 16    2                     Master's degree      Good
605  557649_010     60 14    2                   Bachelor's degree Very Good
606  556886_020     54 NA    1                                <NA> Very Good
607  558543_020     64 13    0                  Associate's degree Very Good
608  555915_020     54 12    1                 High school diploma Very Good
609  557657_010     52 16    1 Professional degree (Ph.D./M.D./JD) Very Good
610  554953_010     53  6    0                                None Excellent
611  558859_010     54 14    3                   Bachelor's degree Very Good
612  557802_010     67 14    1                   Bachelor's degree Very Good
613  554624_010     90  7    0                                None      Fair
614  557048_010     59 17    1 Professional degree (Ph.D./M.D./JD) Very Good
615  554344_010     70 15    0                  Associate's degree      Good
616  551132_020     56 14    1                   Bachelor's degree Very Good
617  559346_010     73 16    0 Professional degree (Ph.D./M.D./JD)      Good
618  556453_020     65  8    2                                None      Good
619  559907_010     57  8    0                                None Very Good
620  554117_020     52 16    2                     Master's degree Very Good
621  558158_010     57 13    0                  Associate's degree      Good
622  558626_010     55 NA    0                                <NA>      Good
623  556779_010     57 14    0                   Bachelor's degree      Good
624  554793_010     64 12    1                 High school diploma      Good
625  556149_010     59 13    8                  Associate's degree      Poor
626  552504_010     55 10    3                                None Very Good
627  555586_010     54 NA    0                                <NA>      Fair
628  558069_010     67 15    2                   Bachelor's degree      Fair
629  556675_010     57 14    1                  Associate's degree Very Good
630  551806_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
631  559103_020     47 16    6                     Master's degree Very Good
632  553262_010     52 12    5                 High school diploma      Good
633  558450_020     53 17    1 Professional degree (Ph.D./M.D./JD) Excellent
634  558380_010     63 10    0                                None      Fair
635  550827_010     65 13    1                  Associate's degree      Fair
636  556570_010     59 14    0                  Associate's degree Excellent
637  558316_010     67 12    0                                 GED      Good
638  555241_010     52 12    7                 High school diploma      Fair
639  557111_020     79 12    2                                None Very Good
640  551214_010     66  0    3                                None      Fair
641  556943_020     53 12    1                 High school diploma      Good
642  558629_020     69 16    1                     Master's degree Excellent
643  558511_010     50 NA    2                                <NA> Excellent
644  553826_010     63 14    0                  Associate's degree Excellent
645  558841_010     52 16    0                     Master's degree      Good
646  557351_020     67 11    5                                 GED      Fair
647  550156_020     51 11    0                                None      Good
648  557721_020     53 14    0                  Associate's degree Very Good
649  558985_010     54 13    7                   Bachelor's degree      Fair
650  551944_010     51 NA    0                                <NA> Very Good
651  552329_010     55 13    0                  Associate's degree      Fair
652  553815_020     34 NA    0                                <NA> Excellent
653  559840_010     54 NA    2                                <NA>      Good
654  556088_010     88  6    6                                None      Fair
655  550503_010     79  8    0                                None      Fair
656  551412_020     56 16    4                     Master's degree      Poor
657  555476_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
658  556717_020     55 NA    0                                <NA>      Good
659  554706_010     57 17    0                     Master's degree Excellent
660  556760_010     50 NA    0                                <NA> Excellent
661  559839_010     53 16    0                     Master's degree Very Good
662  557571_010     68 12    2                 High school diploma Very Good
663  559644_010     61 12    2                                None      Poor
664  553505_020     47 17    0 Professional degree (Ph.D./M.D./JD) Very Good
665  558366_010     56 16    2                     Master's degree      Good
666  555952_020     51 11    5                 High school diploma      Good
667  557804_020     59 13    4                   Bachelor's degree      Poor
668  556431_020     52 NA    0                                <NA>      Good
669  558001_010     53 11    1                                 GED Very Good
670  558617_010     58 17    8 Professional degree (Ph.D./M.D./JD)      Good
671  550887_010     55 NA    1                                <NA>      Good
672  552780_020     71 NA    0                 High school diploma Very Good
673  551761_010     73 12    0                 High school diploma Excellent
674  554961_010     54 NA    0                                <NA>      Fair
675  555679_010     57 NA    2                                <NA>      Fair
676  551461_020     52 NA    1                 High school diploma Very Good
677  551808_020     70 12    0                                None Very Good
678  559069_020     57 16    1                     Master's degree      Good
679  552843_010     78 16    7                     Master's degree      Fair
680  553206_010     54 14    0                  Associate's degree      Fair
681  557983_010     68 12    0                 High school diploma      Fair
682  559501_010     54 17    1 Professional degree (Ph.D./M.D./JD) Very Good
683  555797_010     51 NA    1                                <NA> Excellent
684  556175_010     54 12    1                 High school diploma      Good
685  550860_010     68 17    1 Professional degree (Ph.D./M.D./JD)      Fair
686  555578_010     60 12    1                 High school diploma Very Good
687  556990_010     52 16    0 Professional degree (Ph.D./M.D./JD)      Good
688  555955_010     89  8    1                                None      Fair
689  551950_020     68 16    0                     Master's degree      Fair
690  559002_010     53 17    7                     Master's degree      Good
691  557461_010     55 14    0                   Bachelor's degree      Good
692  556483_010     52 16    1                     Master's degree Excellent
693  557966_010     54 NA    6                                <NA>      Fair
694  556008_020     47 11    1                                None      Good
695  559587_020     71 14    0                 High school diploma      Good
696  556541_010     57 12    1                 High school diploma Very Good
697  557902_010     71 16    0                     Master's degree Very Good
698  550183_010     73 16    0                   Bachelor's degree Very Good
699  559515_020     67 14    0                   Bachelor's degree      Good
700  551779_010     63 17    0 Professional degree (Ph.D./M.D./JD) Very Good
701  552775_020     48 NA    0                                <NA>      Good
702  552011_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
703  552638_020     43 NA    0                                <NA> Very Good
704  555037_010     51 NA    2                                <NA> Very Good
705  557963_010     57 NA    2                                <NA>      Fair
706  553446_010     50 NA    4                                <NA>      Fair
707  556323_020     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
708  558156_010     75 10    0                                None      Fair
709  551646_010     56 NA    0                                <NA> Very Good
710  554591_020     48 16    6                     Master's degree      Good
711  559373_010     52 NA    5                                <NA>      Fair
712  552339_010     55 12    4                                 GED      Poor
713  557384_010     71 14    2                  Associate's degree      Good
714  555086_010     54 NA    7                                <NA>      Poor
715  556424_010     51 12    1                 High school diploma      Good
716  553935_010     69 17    1                     Master's degree Very Good
717  557253_010     74 12    1                 High school diploma      Good
718  553852_010     52 12    0                 High school diploma      Good
719  554789_020     62 17    1                     Master's degree Very Good
720  551110_010     68 12    0                                 GED      Good
721  556873_010     70  4    1                                None Very Good
722  559812_010     57 12    6                 High school diploma      Fair
723  557223_020     64 11    1                                None      Good
724  559283_010     53 NA    0                                <NA>      Good
725  559353_010     51 12    0                 High school diploma      Good
726  557141_010     53  9    0                 High school diploma      Fair
727  558131_010     56 16    1                     Master's degree      Fair
728  555578_020     58 10    1                                None Very Good
729  557965_010     51 16    1                     Master's degree      Good
730  558115_010     56 NA    1                                <NA>      Fair
731  558052_010     56 10    4                                None      Fair
732  552681_010     52 12    0                 High school diploma Very Good
733  559379_010     51 NA    1                                <NA>      Good
734  558867_010     68 13    3                  Associate's degree      Fair
735  559229_020     47 12    0                 High school diploma Very Good
736  555785_020     41 NA    3                                <NA>      Fair
737  550569_020     53 17    5 Professional degree (Ph.D./M.D./JD)      Good
738  552949_020     54 12    1                                 GED      Fair
739  557892_020     81 15    0                  Associate's degree      Poor
740  553280_020     40  3    6                                None      Good
741  554604_020     51 NA    0                                <NA> Very Good
742  554840_010     55 16    3                     Master's degree      Fair
743  559785_010     56 11    1                 High school diploma      Fair
744  550299_010     55 NA    1                                <NA>      Good
745  554772_010     87 14    1                  Associate's degree      Good
746  552874_020     65 12    4                 High school diploma      Fair
747  556768_020     72 13    5                  Associate's degree      Good
748  559010_010     67 14    0                  Associate's degree Excellent
749  559928_010     53 11    0                                 GED      Good
750  553413_020     64 12    3                 High school diploma      Fair
751  557909_020     38 16    1                     Master's degree      Fair
752  554773_010     62 17    2 Professional degree (Ph.D./M.D./JD) Very Good
753  552780_020     70 NA    0                 High school diploma Very Good
754  556876_010     65 16    1                     Master's degree Very Good
755  559984_010     75  6    0                                None      Poor
756  556983_020     51 NA    0                                <NA> Excellent
757  552184_010     53 NA    0                                <NA>      Fair
758  559573_010     64 12    1                 High school diploma      Fair
759  554301_020     49 14    0                  Associate's degree Very Good
760  555210_010     68 NA    3                 High school diploma      Fair
761  555336_010     66 12    1                 High school diploma      Good
762  559691_010     50 12    1                 High school diploma      Good
763  552100_010     63 16    0                     Master's degree Very Good
764  556796_010     50 12    0                 High school diploma Excellent
765  550316_010     66  2    8                                None      Fair
766  558191_010     55 NA    1                                <NA>      Fair
767  556666_020     47 11    4                 High school diploma      Good
768  552812_010     54 14    1                  Associate's degree      Good
769  552786_010     59 12    4                 High school diploma      Good
770  555506_010     50 NA    6                                <NA>      Poor
771  558939_020     61  9    0                 High school diploma      Good
772  553707_010     84 12    3                                 GED      Good
773  559567_010     68 12    3                 High school diploma      Fair
774  554144_010     55 NA    0                                <NA>      Poor
775  550688_010     51 12    7                 High school diploma      Fair
776  557480_010     51  0    0                                None      Fair
777  553914_020     51 NA    0                                <NA>      Good
778  552660_020     77 11    0                                None      Fair
779  556148_020     76 12    0                 High school diploma      Good
780  559912_020     56 16    0                     Master's degree Very Good
781  559431_020     51 17    1                     Master's degree Very Good
782  554069_010     67 12    1                 High school diploma      Good
783  552681_010     52 12    0                 High school diploma Excellent
784  557118_010     52 12    2                 High school diploma      Good
785  557320_020     47 12    1                 High school diploma      Good
786  553775_010     54 12    0                 High school diploma      Good
787  555663_010     56  7    1                                None      Fair
788  553994_020     51  8    8                                None      Poor
789  555073_020     55 17    4                     Master's degree      Good
790  558281_010     89  4    2                                None      Fair
791  550683_010     52 12    2                                None      <NA>
792  554972_020     46  1    4                                None      Fair
793  554330_020     56 16    1                   Bachelor's degree      Fair
794  553780_020     56 17    5                     Master's degree      Good
795  554449_010     58 16    0                     Master's degree Excellent
796  552332_020     64 12    2                                 GED      Fair
797  556579_010     72 14    2                  Associate's degree      Good
798  554256_020     55 10    2                                 GED      Fair
799  556453_020     64  8    2                                None      Good
800  551748_010     55 16    0                     Master's degree Very Good
801  555601_020     61 14    2                 High school diploma      Fair
802  554899_020     41 13    5                  Associate's degree      Fair
803  558174_020     78 16    0 Professional degree (Ph.D./M.D./JD) Excellent
804  553771_010     54 12    6                 High school diploma      Poor
805  556878_020     47 12    0                 High school diploma      Fair
806  556185_010     64 12    2                 High school diploma Very Good
807  550790_020     47 NA    0                                <NA>      Good
808  550967_020     63 15    2                                 GED      Good
809  555274_010     58 16    8 Professional degree (Ph.D./M.D./JD)      Poor
810  556069_010     74 12    0                 High school diploma      Good
811  556675_020     48 17    0 Professional degree (Ph.D./M.D./JD) Excellent
812  558252_010     51 10    7                                 GED      Fair
813  556495_020     50 NA    2                                <NA> Very Good
814  556995_010     54 NA    0                                <NA> Very Good
815  554851_010     80  0    1                                None      Fair
816  550686_010     58 12    2                 High school diploma      Good
817  552118_020     62 11    1                                None      Fair
818  554690_020     49 13    1 Professional degree (Ph.D./M.D./JD)      Good
819  559286_010     67 17    0                     Master's degree      Good
820  556437_020     53 NA    7                                <NA>      Fair
821  556050_010     53 14    1                  Associate's degree Very Good
822  559416_010     56 12    6                                 GED Excellent
823  559071_010     58 12    0                 High school diploma      Good
824  559750_010     69 17    1                     Master's degree      Good
825  556634_010     50 NA    4                                <NA>      Good
826  552721_010     74 13    7                   Bachelor's degree      Fair
827  553948_020     65 11    1                                None      Good
828  559587_020     67 16    0                     Master's degree      Good
829  558546_010     60 15    0                  Associate's degree Very Good
830  557855_010     59 14    6                  Associate's degree      Good
831  552819_010     56 NA    0                                <NA> Very Good
832  557538_020     55 12    0                 High school diploma Very Good
833  556441_010     59 16    4                     Master's degree      Poor
834  559600_020     55 NA    1                                <NA> Very Good
835  556424_020     45 12    5                                 GED      Fair
836  552228_010     55 NA    4                                <NA>      Fair
837  555650_010     55 13    4                  Associate's degree      Fair
838  557014_010     82 12    0                 High school diploma Very Good
839  558897_010     51 12    4                 High school diploma      Fair
840  559269_020     51 16    6                   Bachelor's degree      Fair
841  557461_020     50 17    3                     Master's degree      Good
842  555163_010     54 14    1                  Associate's degree      Good
843  558155_010     58 12    2                 High school diploma      Fair
844  559691_010     50 14    1                  Associate's degree      Good
845  551092_010     56 NA    0                                <NA>      Good
846  558671_020     75 12    2                                None      Fair
847  555351_010     53 14    1                  Associate's degree Excellent
848  553574_010     53 16    0                     Master's degree      Good
849  551512_010     64 NA    0                 High school diploma Excellent
850  556666_020     47 13    4                  Associate's degree      Good
851  559762_010     54 17    0                     Master's degree Very Good
852  550166_010     54 16    0                     Master's degree Very Good
853  552816_020     63  1    0                                None      Good
854  553227_010     56 12    1                 High school diploma Excellent
855  556240_010     57 12    3                 High school diploma      Poor
856  555152_010     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
857  551660_010     71 13    2                  Associate's degree      Poor
858  555192_020     87 17    5                  Associate's degree      Fair
859  558532_020     55 NA    1                                <NA>      Good
860  557811_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
861  551144_010     77 13    0                  Associate's degree      Good
862  552971_010     67 12    2                 High school diploma      Poor
863  556869_010     73 12    4                 High school diploma      Good
864  556541_010     56 12    1                 High school diploma Very Good
865  553399_020     71 17    0                     Master's degree Very Good
866  553114_010     52 NA    3                                <NA>      Good
867  552179_010     52 NA    7                                <NA>      Good
868  559408_010     71 12    0                 High school diploma      Good
869  559842_010     52 14    1                  Associate's degree      Fair
870  551442_010     58 14    0                   Bachelor's degree      Good
871  554238_020     76 16    0                     Master's degree Very Good
872  556121_010     55 NA    3                                <NA>      Fair
873  551940_010     56 12    7                 High school diploma      Fair
874  550183_010     73 16    0                     Master's degree Very Good
875  552510_010     52 12    0                 High school diploma Excellent
876  553319_010     52 NA    0                                <NA>      Good
877  558344_010     54 NA    1                                <NA>      Good
878  553315_020     61  1    2                 High school diploma      Fair
879  555578_010     60 12    1                 High school diploma Excellent
880  559094_010     53 17    2 Professional degree (Ph.D./M.D./JD)      Good
881  550920_010     59 12    3                 High school diploma      Fair
882  550428_010     59 14    1                  Associate's degree      Good
883  559129_010     58 12    6                 High school diploma      Fair
884  556323_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
885  554569_010     74 14    1                  Associate's degree Very Good
886  552976_020     48 NA    2                                <NA> Very Good
887  559707_010     53 NA    4                                <NA>      Good
888  557924_020     52 16    6                     Master's degree Excellent
889  557446_010     55 14    1                   Bachelor's degree      Poor
890  551380_010     54 16    1                     Master's degree Very Good
891  550156_010     51 12    0                                None      Good
892  554069_010     68 12    1                 High school diploma      Good
893  555697_020     54 12    7                                None      Fair
894  557786_010     61 12    0                 High school diploma      Good
895  557965_020     47 17    2 Professional degree (Ph.D./M.D./JD)      Fair
896  550295_010     52  6    2                                None      Fair
897  559586_010     55 16    4                  Associate's degree      Good
898  552231_010     52 NA    0                                <NA>      Good
899  559649_010     61 13    3                   Bachelor's degree      Good
900  554247_020     81 10    1                 High school diploma      Fair
901  553121_010     56 16    0                     Master's degree      Good
902  552025_010     51 16    0                     Master's degree      Fair
903  558568_020     67 12    0                 High school diploma      Good
904  553757_020     51 17    0 Professional degree (Ph.D./M.D./JD) Excellent
905  553399_010     71 17    0                     Master's degree Very Good
906  557630_020     49 12    0                 High school diploma      Fair
907  555004_010     51 10    8                                None      Poor
908  550239_010     53 11    3                 High school diploma      Good
909  559973_010     54 17    2                  Associate's degree      Fair
910  556300_020     53 NA    0                                <NA> Very Good
911  550201_020     40 17    3 Professional degree (Ph.D./M.D./JD) Excellent
912  552118_020     55  8    2                                None      Fair
913  551759_010     54 16    1 Professional degree (Ph.D./M.D./JD) Very Good
914  557111_010     75 14    4                     Master's degree      Fair
915  559603_020     67 13    1                  Associate's degree      Good
916  556717_020     53 NA    0                                <NA>      Good
917  553879_010     61  6    1                                None      Poor
918  556431_010     51 NA    0                                <NA>      Fair
919  559698_010     51 NA    0                                <NA> Very Good
920  555065_010     55 NA    2                                <NA> Very Good
921  553112_010     65 12    0                 High school diploma      Good
922  555405_010     53 12    2                 High school diploma Excellent
923  550882_010     53 11    1                                None      Fair
924  559287_010     77 16    0                     Master's degree Excellent
925  559624_010     55 NA    0                                <NA>      Good
926  555578_010     63 12    0                 High school diploma      Good
927  557856_010     60 13    2                  Associate's degree      Fair
928  559093_020     47 13    1                  Associate's degree      Good
929  559764_010     61 16    2                  Associate's degree      Fair
930  554161_010     51 14    0                  Associate's degree Excellent
931  556225_020     42 NA    8                                <NA>      Fair
932  554017_010     72 11    0                                None Excellent
933  554578_010     56 13    0                     Master's degree Very Good
934  550015_010     56 12    0                 High school diploma Very Good
935  557424_010     51 14    1                   Bachelor's degree      Good
936  554069_020     61 11    2                                None      Fair
937  559269_010     54 16    1                   Bachelor's degree      Fair
938  555464_010     53 12    0                 High school diploma Very Good
939  558271_010     54 16    0                     Master's degree Very Good
940  554305_010     71 16    0                     Master's degree Excellent
941  556271_010     62 16    0 Professional degree (Ph.D./M.D./JD)      Fair
942  556621_010     66  9    4                                 GED      Poor
943  551057_010     77  6    0                                None      Fair
944  557680_020     71 12    0                 High school diploma Excellent
945  554443_010     64  8    2                                None      Fair
946  557510_020     47 14    0                  Associate's degree Excellent
947  555137_010     57 10    1                                 GED Very Good
948  553715_010     61 12    2                 High school diploma      Fair
949  558582_010     54 17    1 Professional degree (Ph.D./M.D./JD)      Fair
950  550637_020     52 NA    0                                <NA> Excellent
951  558390_010     54 16    2                     Master's degree Very Good
952  555151_010     52 17    2                     Master's degree      Fair
953  555018_010     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
954  552840_010     52 NA    7                                <NA>      Fair
955  552874_020     63 14    2                 High school diploma      Fair
956  557924_020     52 16    7                     Master's degree Excellent
957  552976_020     48 NA    2                                <NA>      Good
958  552104_010     50 NA    6                                 GED      Poor
959  553014_010     72 11    1                                None      Poor
960  552154_010     55 12    1                 High school diploma      Good
961  552629_010     78  5    2                                None      Fair
962  557151_010     80 NA    1                     Master's degree      Good
963  551150_010     74 16    0                     Master's degree Very Good
964  553778_020     66 16    0                     Master's degree      Good
965  553055_020     61 13    1                  Associate's degree      Good
966  550964_010     52 12    1                 High school diploma Very Good
967  554256_010     55 11    2                                 GED      Fair
968  551744_020     59 16    0                     Master's degree Excellent
969  550410_010     50 NA    0                                <NA> Very Good
970  551529_010     82 12    0                 High school diploma      Good
971  552301_010     77 13    0                  Associate's degree Excellent
972  551928_010     53 12    5                                 GED      Fair
973  556668_020     83  8    1                                None      Fair
974  558445_010     57 16    0 Professional degree (Ph.D./M.D./JD)      Fair
975  552395_010     86  6    0                                None      Good
976  554154_020     56 11    0                 High school diploma      Fair
977  550267_020     57 16    0                     Master's degree Very Good
978  559241_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
979  555216_010     75 17    6                  Associate's degree      Good
980  559178_020     61 14    3                  Associate's degree      Good
981  556325_020     47 NA    0                                <NA> Very Good
982  556939_010     52 NA    3                                <NA>      Poor
983  559969_020     77  7    2                                None      Good
984  552306_020     50 NA    1                                <NA>      Fair
985  550461_010     63  8    1                                None Very Good
986  557811_020     53 14    0                   Bachelor's degree Very Good
987  550583_010     54 14    3                   Bachelor's degree      Fair
988  559917_010     55 10    3                 High school diploma      Good
989  558594_010     55 NA    0                                <NA>      Fair
990  557461_020     51 16    3                     Master's degree      Good
991  557811_020     54 14    0                   Bachelor's degree      Good
992  558576_010     57 14    2                   Bachelor's degree      Good
993  557529_010     51 NA    1                                <NA>      Good
994  550645_010     66 12    0                 High school diploma Very Good
995  551263_020     52 16    0                     Master's degree Very Good
996  553948_010     65 10    5                                None      Fair
997  557967_020     53 16    0                     Master's degree Excellent
998  550759_010     69 12    2                 High school diploma      Good
999  554660_020     55 NA    0                     Master's degree      Good
1000 558540_010     63 12    5                 High school diploma      Fair
1001 550110_010     56 12    4                 High school diploma      Poor
1002 555503_020     56 14    4                  Associate's degree      Fair
1003 550920_010     65 12    5                 High school diploma      Fair
1004 559818_010     54 NA    0                                <NA> Excellent
1005 557510_020     47 12    0                 High school diploma Excellent
1006 557725_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1007 552177_010     54 16    0                     Master's degree Excellent
1008 556241_010     52 13    2                  Associate's degree Very Good
1009 550064_010     56 11    1                 High school diploma      Good
1010 559905_010     49 NA    0                                <NA>      Good
1011 554280_010     52 NA    0                                <NA>      Good
1012 557391_020     72  9    2                                None      Fair
1013 554877_010     51 16    2                     Master's degree      Good
1014 556493_010     59 13    4                  Associate's degree      Fair
1015 552154_010     55 12    1                 High school diploma Very Good
1016 555178_010     68 12    0                 High school diploma      Good
1017 552886_010     72 14    1                  Associate's degree      Poor
1018 554438_010     62 16    3                     Master's degree      Fair
1019 555978_010     62 12    2                 High school diploma      Good
1020 555476_010     53 16    1                     Master's degree Very Good
1021 551253_010     52 16    2                     Master's degree      Good
1022 555113_020     49 NA    1                                <NA> Very Good
1023 558552_020     63 12    0                 High school diploma Very Good
1024 557131_010     64 13    7                  Associate's degree      Good
1025 557213_010     65 14    4                  Associate's degree Very Good
1026 557538_020     55 16    0                 High school diploma Very Good
1027 553030_010     52 12    1                 High school diploma      Fair
1028 557283_010     55 13    6                  Associate's degree      Fair
1029 555311_020     47 NA    4                                <NA> Excellent
1030 555156_020     53 16    5                     Master's degree      Fair
1031 554387_010     55 NA    0                                <NA> Excellent
1032 550066_010     80 15    2                  Associate's degree      Fair
1033 556266_010     57 15    3                  Associate's degree      Fair
1034 550614_010     53 12    4                 High school diploma      Fair
1035 553430_010     55  3    0                 High school diploma Excellent
1036 559600_020     55 NA    4                                <NA>      Fair
1037 552819_010     55 NA    0                                <NA> Very Good
1038 551664_010     74 16    0                     Master's degree      Good
1039 558922_010     52 15    1                     Master's degree      Poor
1040 550458_010     56 NA    0                                <NA> Excellent
1041 558198_010     53 NA    8                 High school diploma      Fair
1042 559029_020     50 16    0                     Master's degree      Good
1043 555331_010     55 15    0                 High school diploma Very Good
1044 553294_010     53 NA    4                                <NA> Very Good
1045 553280_010     53  5    0                                None Very Good
1046 555578_020     59 10    1                                None Very Good
1047 556493_020     68 12    1                 High school diploma      Fair
1048 554073_010     51 16    0                     Master's degree Very Good
1049 555169_010     55 13    4                  Associate's degree Excellent
1050 551514_010     54 NA    4                                <NA>      Poor
1051 554855_010     68 16    2                     Master's degree Excellent
1052 559834_010     74 14    1                  Associate's degree      Fair
1053 555307_010     63 13    2                  Associate's degree      Fair
1054 553139_020     51 16    1                     Master's degree Excellent
1055 551127_010     68 15    0                   Bachelor's degree      Good
1056 550536_010     77 16    0                     Master's degree Very Good
1057 556300_010     52 NA    0                                <NA> Very Good
1058 551975_010     53 NA    0                                <NA>      Good
1059 550064_010     56 12    3                 High school diploma      Good
1060 557258_010     55 NA    0                                <NA> Very Good
1061 554652_010     52 12    0                                 GED Very Good
1062 559511_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1063 557014_010     68 12    0                 High school diploma Very Good
1064 551334_010     62 16    1                     Master's degree      Good
1065 556495_020     50 NA    3                                <NA> Very Good
1066 559598_010     57 13    1                  Associate's degree Very Good
1067 554740_010     58 12    5                 High school diploma      Good
1068 559234_010     51 NA    0                                <NA>      Good
1069 555134_010     55 NA    1                     Master's degree      Good
1070 559235_010     52 NA    0                                <NA>      Fair
1071 552238_010     56 NA    1                                <NA>      Good
1072 559748_010     63  9    1                                None      Good
1073 553641_010     52 12    1                 High school diploma      Good
1074 552304_010     63 17    0                     Master's degree      Good
1075 551808_020     66 12    0                                None Excellent
1076 555962_010     72 12    2                 High school diploma      Poor
1077 552660_010     77 12    0                 High school diploma      Fair
1078 555041_020     76 17    1                     Master's degree      Good
1079 555042_010     56  6    1                                None Excellent
1080 553832_010     72 13    1                  Associate's degree      Poor
1081 555663_020     52 12    0                 High school diploma Very Good
1082 559001_010     69 12    4                 High school diploma      Poor
1083 552753_010     53 15    0                  Associate's degree Very Good
1084 551744_010     55 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1085 559567_020     59 12    3                 High school diploma      Poor
1086 552618_020     71  8    8                                None      Good
1087 559617_020     54 16    3                     Master's degree      Good
1088 559494_020     36 16    0                  Associate's degree Very Good
1089 552789_010     63 14    1                  Associate's degree Very Good
1090 552156_010     65 13    0                  Associate's degree Very Good
1091 558404_020     63 12    0                                 GED Very Good
1092 553503_020     50 12    4                                None      Poor
1093 552154_020     49 11    5                                None      Fair
1094 554687_010     53 NA    0                                <NA> Very Good
1095 558155_010     58 12    0                 High school diploma      Fair
1096 551064_010     56 NA    0                                <NA> Excellent
1097 556125_010     80  9    0                                None      Fair
1098 554899_020     41 17    5                     Master's degree      Fair
1099 557344_010     58 12    3                 High school diploma      Poor
1100 558366_020     53 15    2                  Associate's degree      Good
1101 550941_010     75 14    1                   Bachelor's degree      Good
1102 556475_010     71 15    1                  Associate's degree      Good
1103 556675_020     48 16    0                     Master's degree Excellent
1104 556352_010     58 16    0                     Master's degree Excellent
1105 557619_010     55 NA    0                                <NA> Very Good
1106 558765_010     62 12    3                 High school diploma Very Good
1107 553610_010     54 12    1                 High school diploma Very Good
1108 557630_020     49 12    0                 High school diploma      Good
1109 558950_010     55 NA    1                                <NA> Very Good
1110 559969_010     74 10    1                                None      Fair
1111 554674_020     62 15    2                  Associate's degree      Good
1112 554344_020     70 15    1                  Associate's degree      Good
1113 555648_010     54 NA    2                                <NA>      Fair
1114 553780_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1115 559494_020     40 17    0                  Associate's degree      Good
1116 557882_010     52  9    0                 High school diploma      Good
1117 557568_010     51 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1118 559080_010     56 NA    0                                <NA>      Good
1119 553846_010     50 NA    7                                <NA>      Fair
1120 553778_010     62 16    2                     Master's degree Very Good
1121 556288_020     75 16    1                     Master's degree Very Good
1122 551878_010     59 10    3                                 GED Very Good
1123 557633_010     66 12    6                 High school diploma      Poor
1124 556993_010     52 16    3                     Master's degree Very Good
1125 559234_020     56 NA    0                                <NA> Very Good
1126 556038_010     64 15    2                  Associate's degree Very Good
1127 552964_020     54 12   NA                 High school diploma Very Good
1128 553908_020     47 16    5 Professional degree (Ph.D./M.D./JD)      Good
1129 555929_010     55 16    0                     Master's degree Very Good
1130 557681_010     65 14    1                   Bachelor's degree      Fair
1131 550685_010     54 16    0                     Master's degree Very Good
1132 552874_020     66 12    4                 High school diploma      Fair
1133 552454_010     64 12    0                                None Very Good
1134 551248_010     58 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1135 554409_020     49  6    0                                None Excellent
1136 551845_010     68 17    4 Professional degree (Ph.D./M.D./JD)      Good
1137 558266_010     56  1    2                 High school diploma      Fair
1138 558703_010     53 NA    1                                <NA>      Fair
1139 559762_010     54 17    0                     Master's degree      Good
1140 555754_010     49 NA    0                                <NA> Very Good
1141 550851_020     47 12    1                                 GED      Good
1142 550418_010     53 NA    0                                <NA> Excellent
1143 553743_020     67 12    2                  Associate's degree      Good
1144 555156_020     53 16    4                     Master's degree      Fair
1145 555053_020     78  3    3                                None      Fair
1146 555891_010     56 11    7                                None      Fair
1147 559785_020     56 11    1                                 GED      Fair
1148 550428_010     59 12    1                 High school diploma      Good
1149 554427_010     53 16    2                     Master's degree      Good
1150 554069_020     60 11    2                                None      Fair
1151 555215_010     51 NA    0                                <NA>      Good
1152 559878_010     84 16    0                     Master's degree      Poor
1153 557997_010     54 NA    0                                <NA> Very Good
1154 558366_020     53 16    2                     Master's degree      Good
1155 552816_020     67  0    0                                None      Good
1156 550605_010     65 12    0                 High school diploma      Good
1157 550143_010     75 10    0                                None Excellent
1158 551712_010     72  2    0                                None      Fair
1159 555777_010     54 NA    1                 High school diploma Excellent
1160 556666_020     47 12    4                 High school diploma      Good
1161 557883_010     53 NA    0                                <NA>      Good
1162 553273_010     54 16    5                     Master's degree      Good
1163 559044_020     60 12    1                 High school diploma      Fair
1164 559315_010     53 14    3                  Associate's degree      Fair
1165 552822_020     52 14    1                  Associate's degree      Fair
1166 555103_010     54 14    8                  Associate's degree      Poor
1167 553627_010     52 NA    2                                <NA>      Fair
1168 558174_010     79 16    0                     Master's degree Excellent
1169 558290_020     52 14    0                     Master's degree Excellent
1170 555439_010     51 NA    0                                <NA>      Good
1171 556921_010     73  5    0                                None      Good
1172 554550_010     50 NA   NA                                <NA>      Poor
1173 555349_010     57 12    0                 High school diploma      Good
1174 551878_010     64 14    3                  Associate's degree Very Good
1175 556573_010     72 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1176 555354_010     77 12    0                 High school diploma      Good
1177 550736_010     82 16    0                  Associate's degree Excellent
1178 557349_020     49  8    0                 High school diploma Very Good
1179 557624_020     56 12    8                 High school diploma      Fair
1180 555441_020     60 12    1                                 GED Very Good
1181 557824_010     66 16    0                     Master's degree Excellent
1182 557140_010     51 NA    4                                <NA> Very Good
1183 558737_010     70 12    0                                 GED      Fair
1184 557751_010     58 16    1                     Master's degree Very Good
1185 559877_020     46 16    0                     Master's degree Excellent
1186 559603_020     65 13    0                  Associate's degree      Good
1187 551156_020     44 NA    1                                <NA> Excellent
1188 559600_010     54 NA    1                                <NA> Excellent
1189 550155_010     53 12    1                                 GED Very Good
1190 559080_020     48 NA    2                                <NA>      Fair
1191 554026_010     57  9    8                                None      Fair
1192 554413_010     65 10    1                                None      Fair
1193 554789_010     63 17    1                     Master's degree Very Good
1194 550093_020     63 13    1                  Associate's degree      Good
1195 551923_010     53 16    1                     Master's degree Very Good
1196 555286_010     87 14    4                  Associate's degree      Poor
1197 550683_010     53 12    2                                None      Good
1198 555463_020     84  6    0                                None      Poor
1199 551069_010     75 16    8 Professional degree (Ph.D./M.D./JD)      Poor
1200 557664_010     80 14    0                  Associate's degree      Good
1201 554213_010     53 16    0                     Master's degree      Good
1202 552681_020     51 12    0                 High school diploma      Good
1203 559586_010     55 16    4                     Master's degree      Good
1204 553837_020     71 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1205 556806_010     70 14    0                   Bachelor's degree      Good
1206 558157_010     51 NA    0                                <NA>      Good
1207 556606_010     55 11    5                                None      Good
1208 557630_010     52  6    0                                None Very Good
1209 559103_010     52 17    4                     Master's degree Excellent
1210 551512_010     65 NA    0                 High school diploma Excellent
1211 558049_010     68 12    1                 High school diploma      Fair
1212 556424_020     45 12    5                 High school diploma      Fair
1213 556179_010     54 12    2                 High school diploma      Fair
1214 557518_010     58 14    2                  Associate's degree Very Good
1215 551735_020     51 16    1                     Master's degree      Fair
1216 550514_020     51 12    2                 High school diploma      Fair
1217 558602_010     61  6    0                                None      Fair
1218 557557_010     53 14    2                   Bachelor's degree      Good
1219 550790_020     47 NA    0                                <NA> Very Good
1220 559963_010     54 17    3                     Master's degree      Good
1221 553765_010     54 12    8                                 GED      Fair
1222 556135_010     53 12    1                 High school diploma      Fair
1223 554318_010     80 11    5                                None      Poor
1224 550943_010     62 10    4                                 GED      Poor
1225 559283_020     51 NA    0                                <NA>      Good
1226 554717_010     55 16    5                     Master's degree Very Good
1227 555441_020     54 12    1                 High school diploma Very Good
1228 558679_020     52 NA    0                                <NA> Excellent
1229 553951_020     52 14   NA                 High school diploma      Good
1230 559445_010     55 12    0                                None      Good
1231 553443_010     67 17    0                     Master's degree      Good
1232 552548_010     65 14    7                     Master's degree Very Good
1233 559484_020     53 14    1                  Associate's degree Very Good
1234 554302_010     73  6    8                                None      Poor
1235 556758_010     53 12    0                                 GED Very Good
1236 559470_020     69 11    1                                 GED      Fair
1237 553432_010     71 13    7                  Associate's degree      Good
1238 555427_010     70 12    0                                 GED      Good
1239 559722_010     52 NA    1                                <NA>      Fair
1240 553738_010     77 16    6                     Master's degree      Fair
1241 557785_010     52 14    3                   Bachelor's degree      Good
1242 550038_010     53 12    2                 High school diploma      Fair
1243 559793_010     54 NA    1                                <NA> Very Good
1244 551169_010     56 16    3                     Master's degree      Poor
1245 559350_010     54 16    3                     Master's degree      Good
1246 551781_010     55 NA    0                                <NA> Very Good
1247 557036_010     51 NA    5                                <NA>      Fair
1248 557699_010     51 12    3                 High school diploma      Fair
1249 554845_020     67 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1250 557538_020     61 12    0                 High school diploma Very Good
1251 558142_010     82  6    2                                None      Good
1252 559420_010     47 NA    0                                <NA>      Good
1253 555339_010     54 12    1                 High school diploma      Good
1254 551025_020     58 12    1                 High school diploma Very Good
1255 553508_010     55 NA    0                                <NA>      Good
1256 550745_010     51 NA    1                                <NA>      Good
1257 555331_020     46 13    0                 High school diploma Very Good
1258 550155_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1259 559616_010     53  9    0                                None      Fair
1260 559814_010     55 17    0                     Master's degree Very Good
1261 557322_020     66 16    2                     Master's degree Excellent
1262 558191_020     47 NA    3                                <NA>      Good
1263 557139_010     70 12    3                 High school diploma      Fair
1264 553623_020     64 12    0                                 GED Very Good
1265 553670_010     52 NA    0                                <NA>      Good
1266 554540_010     56 NA    0                                <NA>      Good
1267 550428_010     57 12    1                 High school diploma      Good
1268 557097_010     52 NA    6                                <NA>      Fair
1269 552748_020     64 12    1                 High school diploma Very Good
1270 558693_010     52  6    0                                None      Fair
1271 553118_020     50 NA    0                                <NA>      Poor
1272 556993_020     46 16    3                     Master's degree Very Good
1273 556325_010     54 NA    1                                <NA>      Good
1274 552482_020     62 12    2                                 GED      Fair
1275 551104_010     55 14    2                  Associate's degree      Fair
1276 554471_010     51 16    4                     Master's degree      Fair
1277 552429_010     65 16    0                     Master's degree      Good
1278 554486_020     72 15    0                   Bachelor's degree      Good
1279 554312_010     56 NA    4                                <NA>      Good
1280 558797_010     52 NA    0                                <NA>      Fair
1281 550889_010     52 NA    8                                <NA>      Poor
1282 553778_020     66 16    0                     Master's degree      Fair
1283 559391_010     90  4    3                                None      Good
1284 555844_010     53 11    1                                None      Fair
1285 553790_020     55 14    0                   Bachelor's degree      Good
1286 550962_010     53 14    1                  Associate's degree      Fair
1287 550817_010     76 15    1                  Associate's degree Very Good
1288 557885_020     62 12    3                 High school diploma      Fair
1289 552822_010     52 13    1                  Associate's degree      Fair
1290 553512_010     55 NA    1                                <NA> Very Good
1291 559471_010     59 12    6                 High school diploma      Poor
1292 557814_010     52 17    4 Professional degree (Ph.D./M.D./JD) Excellent
1293 555702_010     60 14    5                   Bachelor's degree      Fair
1294 550362_010     55 12    8                                None      Poor
1295 551335_020     50 12    0                 High school diploma      Good
1296 556964_010     56 NA    6                                <NA>      Fair
1297 557226_010     77 14    2                  Associate's degree      Fair
1298 552648_020     66 11   NA                                None      Fair
1299 550421_010     75 14    2                   Bachelor's degree      Fair
1300 551686_020     53 16    1                     Master's degree Very Good
1301 553114_020     52 NA    0                                <NA>      Good
1302 552911_010     51 13    4                  Associate's degree Very Good
1303 551863_020     62 16    0                  Associate's degree Very Good
1304 551412_020     56 14    4                 High school diploma      Fair
1305 553393_010     52 12    7                 High school diploma Very Good
1306 553911_010     80 12    1                 High school diploma      Fair
1307 559963_010     54 16    3                     Master's degree      Fair
1308 551155_010     45 NA    0                                <NA> Very Good
1309 551346_010     57  9    0                                None      Good
1310 557411_020     51 16    3                     Master's degree      Poor
1311 557484_020     52 NA    1                                <NA>      Good
1312 557617_010     65 16    1                     Master's degree      Fair
1313 550320_010     52 16    0                     Master's degree Very Good
1314 556686_020     69 NA    2                                 GED      Good
1315 550880_010     55 12    0                 High school diploma      Fair
1316 550609_010     55 12    0                  Associate's degree      Good
1317 550272_010     55 16    2                     Master's degree      Good
1318 551843_010     56 12    0                 High school diploma      Good
1319 552028_020     52 17    5                     Master's degree Very Good
1320 553925_010     82 11    1                                 GED Very Good
1321 550581_020     66  6    7                                None      Fair
1322 554408_010     54 NA    2                                <NA> Very Good
1323 553014_020     72 17    1                     Master's degree      Good
1324 559157_020     71 17    2 Professional degree (Ph.D./M.D./JD) Very Good
1325 557595_010     69  7    0                                None      Good
1326 554432_020     73 16    2                     Master's degree Very Good
1327 557551_010     53 NA    0                                <NA>      Fair
1328 553710_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1329 557615_010     52 NA    0                                <NA> Very Good
1330 558286_010     57 11    3                 High school diploma      Fair
1331 555560_010     58 14    1                  Associate's degree Very Good
1332 551735_020     51 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1333 550419_010     87 15    1                  Associate's degree      Fair
1334 552892_020     60 14    4                  Associate's degree      Fair
1335 557396_010     68 13    5                  Associate's degree      Fair
1336 554365_010     64  0    0                                None      Fair
1337 558552_010     65 12    1                 High school diploma      Fair
1338 555489_020     58 14    1                   Bachelor's degree Very Good
1339 559806_020     54  5    0                                None      Fair
1340 552292_010     57 14    4                   Bachelor's degree      Good
1341 559467_020     55 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1342 555341_010     56 16    8                     Master's degree      Poor
1343 553884_010     50 NA    5                                <NA>      Good
1344 554604_010     51 NA    2                                <NA> Very Good
1345 555137_010     62 11    1                                 GED Very Good
1346 556471_010     65 12    5                                 GED      Good
1347 554604_020     51 NA    1                                <NA> Very Good
1348 558103_010     51 14    1                  Associate's degree      Poor
1349 550445_010     84 17    0                     Master's degree Very Good
1350 554885_010     65 14    2                  Associate's degree      Poor
1351 554506_010     76 16    0                     Master's degree      Good
1352 556079_010     55 14    7                   Bachelor's degree      Fair
1353 550233_010     64 12    6                 High school diploma      Good
1354 550554_010     52 NA    1                                <NA>      Good
1355 557642_010     56 16    1                     Master's degree      Good
1356 550218_020     57 17    8                     Master's degree Very Good
1357 555765_010     54 12    5                                 GED      Fair
1358 554903_010     62 12    2                                 GED Very Good
1359 558316_010     70 12    0                                 GED      Good
1360 555911_010     51 14    5                   Bachelor's degree      Fair
1361 556513_010     60 10    1                                None      Fair
1362 552693_010     54 16    6                  Associate's degree      Fair
1363 557322_020     69 16    0                     Master's degree      Good
1364 558543_020     64 11    0                 High school diploma Very Good
1365 552646_010     52 14    1                  Associate's degree      Fair
1366 550181_010     55 17    2                     Master's degree      Good
1367 553321_010     62 14    0                  Associate's degree      Poor
1368 556345_010     62 13    5                  Associate's degree      Poor
1369 550201_010     52 17    2 Professional degree (Ph.D./M.D./JD) Excellent
1370 557349_020     49  9    0                 High school diploma Very Good
1371 554163_010     56 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1372 553114_020     50 NA    0                                <NA>      Good
1373 551143_020     50 11    8                 High school diploma      Fair
1374 551048_010     54 NA    0                                <NA> Very Good
1375 555952_010     51 14    5                   Bachelor's degree      Good
1376 558144_010     54 16    4                     Master's degree      Poor
1377 559270_010     52 NA    0                                <NA> Very Good
1378 557710_010     87 14    0                  Associate's degree Very Good
1379 552852_010     60 14    0 Professional degree (Ph.D./M.D./JD) Very Good
1380 558837_010     67  4    0                                None      Fair
1381 559839_010     53 16    0                     Master's degree      Good
1382 552648_010     64 12   NA                 High school diploma      Good
1383 555209_010     52 NA    0                 High school diploma      Good
1384 553761_010     54 15    6                   Bachelor's degree      Poor
1385 558155_010     58 14    0                 High school diploma      Good
1386 555073_010     58 16    0                     Master's degree      Good
1387 555065_010     54 NA    2                                <NA> Very Good
1388 553280_010     54  5    0                                None Very Good
1389 553327_010     51 12    5                 High school diploma      Good
1390 557460_010     76 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1391 555780_010     68 12    3                 High school diploma Excellent
1392 555166_010     54 NA    3                                <NA>      Good
1393 554398_010     53  6    0                                None      Good
1394 557792_010     51 16    3                     Master's degree      Good
1395 557152_020     52 17    0                     Master's degree      Good
1396 555553_010     57 NA    3                                <NA>      Good
1397 556159_010     52 17    0 Professional degree (Ph.D./M.D./JD)      Good
1398 558953_010     54 NA    5                                <NA>      Poor
1399 552059_010     61 14    0                   Bachelor's degree      Fair
1400 559586_010     55 16    7                     Master's degree      Good
1401 557544_010     56 NA    0                                <NA>      Fair
1402 551957_010     51 16    0                     Master's degree Very Good
1403 555603_020     44 13    4                  Associate's degree      Fair
1404 556668_020     78  9    1                                None      Good
1405 559023_010     53 NA    3                                <NA>      Fair
1406 553280_020     40  3    7                                None Very Good
1407 558123_010     80 17    0 Professional degree (Ph.D./M.D./JD)      Good
1408 550698_020     67 14    0                  Associate's degree      Good
1409 558694_020     53 16    3                     Master's degree Very Good
1410 550015_020     49  9    1                 High school diploma      Good
1411 559932_010     75 17    5                     Master's degree      Fair
1412 551975_020     51 NA    0                                <NA> Very Good
1413 551080_010     69 12    1                 High school diploma      Good
1414 553849_010     77 NA    6                     Master's degree      Fair
1415 556057_010     66 14    0                  Associate's degree      Good
1416 552613_010     51 13    1                  Associate's degree      Good
1417 555071_020     48 12    3                                 GED      Good
1418 556799_020     50 16    2                     Master's degree      Poor
1419 550223_010     55 16    2                     Master's degree Very Good
1420 558693_020     54  6    0                                None      Fair
1421 553920_010     53 NA    1                                <NA>      Good
1422 551123_010     74  2    1                                None      Fair
1423 550524_010     69 15    1                   Bachelor's degree      Good
1424 552692_010     52 NA    0                                <NA> Very Good
1425 558849_010     54 14    0                   Bachelor's degree Very Good
1426 551126_010     52 12    0                 High school diploma Excellent
1427 559321_010     53 NA    6                                <NA>      Fair
1428 558419_010     67 12    4                 High school diploma      Fair
1429 552963_010     53 12    5                 High school diploma      Good
1430 556276_020     52 NA    1                                <NA>      Good
1431 550156_020     51 12    5                                None      Good
1432 558120_010     67 16    3                     Master's degree      Good
1433 552837_010     51 13    0                  Associate's degree Excellent
1434 552028_020     52 17    6                     Master's degree Very Good
1435 554880_010     59 12    1                                None      Good
1436 559513_020     65 16    0                     Master's degree      Good
1437 554427_020     49 16    2                     Master's degree Excellent
1438 559867_010     67 17    1 Professional degree (Ph.D./M.D./JD)      Good
1439 557624_010     55 12    4                 High school diploma      Fair
1440 553060_020     52 14    3                  Associate's degree      Good
1441 553014_020     60 14    2 Professional degree (Ph.D./M.D./JD)      Poor
1442 552892_020     60 15    6                  Associate's degree      Fair
1443 558884_010     59 16    2                     Master's degree      Good
1444 557858_010     52 NA    7                                 GED      Poor
1445 550385_010     65 14    0                  Associate's degree Very Good
1446 554842_010     69 13    3                  Associate's degree      Good
1447 552836_020     56 17    0                     Master's degree Very Good
1448 559487_010     74 13    5                  Associate's degree      Fair
1449 550043_010     75 12    0                 High school diploma Very Good
1450 556493_010     59 14    4                  Associate's degree      Fair
1451 554627_010     62 13    3                  Associate's degree      Good
1452 554092_010     74 11    0                 High school diploma      Good
1453 556394_010     57 17    3                  Associate's degree      Good
1454 557842_020     51  8    2                                None      Good
1455 556137_010     60 15    1                  Associate's degree      Good
1456 553351_010     53 12    4                 High school diploma      Good
1457 555441_010     54 12    0                                 GED      Fair
1458 554301_020     49 12    0                 High school diploma Very Good
1459 552300_020     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1460 556845_010     54 NA    0                                <NA>      Good
1461 558154_010     56 16    5                     Master's degree      Poor
1462 550985_020     54 16    0                     Master's degree Excellent
1463 559831_020     81 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1464 550047_010     54 12    0                 High school diploma Excellent
1465 553793_010     55 14    1                  Associate's degree      Fair
1466 551459_020     66 17    2 Professional degree (Ph.D./M.D./JD)      Good
1467 555603_020     43 13    4                  Associate's degree      Poor
1468 559227_020     50 16    0                     Master's degree      Poor
1469 552529_020     55 16    1                     Master's degree Very Good
1470 559121_010     56 11    6                                None      Poor
1471 554238_020     75 14    0                 High school diploma Very Good
1472 550362_010     55 12    8                                 GED      Poor
1473 559425_020     53 17    3 Professional degree (Ph.D./M.D./JD)      Good
1474 550233_010     66 13    1                  Associate's degree      Good
1475 553570_020     40 12    2                 High school diploma      Fair
1476 553166_020     82  7    0                                None      Good
1477 555244_010     60  2    3                                None      Fair
1478 553055_010     63 13    1                  Associate's degree      Fair
1479 550254_010     56 NA    6                                <NA> Very Good
1480 557391_010     73 11    2                                None Very Good
1481 555545_020     60 10    2                                None Very Good
1482 550686_010     58 11    2                 High school diploma      Good
1483 555310_010     76 12    2                                 GED      Fair
1484 553890_010     54 12    0                 High school diploma Very Good
1485 556154_020     54 16    1                     Master's degree Very Good
1486 556873_010     70  6    1                                None Very Good
1487 552633_010     61 12    0                 High school diploma      Good
1488 559893_010     62 11    4                 High school diploma      Fair
1489 555515_010     52 12    1                                 GED      Fair
1490 554548_010     61 14    6                   Bachelor's degree      Poor
1491 550356_010     54 11    7                                 GED      Fair
1492 554724_020     68 12    1                 High school diploma      Good
1493 551203_010     56 NA    0                   Bachelor's degree Excellent
1494 554448_010     64 17    0 Professional degree (Ph.D./M.D./JD)      Good
1495 556266_010     57 17    3                  Associate's degree      Fair
1496 553482_010     57 12    6                 High school diploma      Poor
1497 556445_010     58 12    5                 High school diploma      Fair
1498 552917_010     56 17    1                     Master's degree Very Good
1499 558237_010     55 12    5                 High school diploma      Fair
1500 551505_010     74 13    0                  Associate's degree      Good
1501 552818_010     57 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1502 555441_010     54 12    0                 High school diploma      Fair
1503 558668_010     53 NA    8                                <NA>      Fair
1504 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD)      Good
1505 559964_010     66 17    6                     Master's degree      Fair
1506 558951_020     54 16    5                   Bachelor's degree      Fair
1507 556179_020     45 12    1                 High school diploma      Fair
1508 559346_010     73 12    0                                None      Good
1509 551746_010     52 10    1                                None      Good
1510 558413_020     51 NA    0                                <NA> Very Good
1511 557126_020     50 14    2                 High school diploma Very Good
1512 553443_020     61 17    5                     Master's degree      Good
1513 554517_010     57 16    0                     Master's degree Excellent
1514 559301_010     50 NA    5                                <NA> Very Good
1515 553086_010     67 14    1                   Bachelor's degree Very Good
1516 553826_020     59 14    0                   Bachelor's degree Excellent
1517 551957_020     51 16    1                     Master's degree      Good
1518 555749_010     55 NA    0                                <NA>      Poor
1519 554624_010     91  7    0                                None      Fair
1520 559839_010     53 17    0                     Master's degree Very Good
1521 556260_020     57 15    0                   Bachelor's degree Very Good
1522 554203_010     54 NA    0                                <NA> Very Good
1523 557219_010     52 NA    0                                <NA> Excellent
1524 557198_010     55 12    1                 High school diploma      Good
1525 556240_020     51 12    3                 High school diploma      Good
1526 551057_010     77  5    0                                None      Fair
1527 551450_010     56 14    0                   Bachelor's degree      Good
1528 553294_020     44 NA    8                                <NA>      Good
1529 559861_020     55 NA    0                                <NA> Very Good
1530 556138_010     59 13    6                  Associate's degree      Fair
1531 552828_010     53 16    0 Professional degree (Ph.D./M.D./JD)      Fair
1532 550873_010     52 12    3                 High school diploma      Good
1533 554238_020     75 14    1                 High school diploma      Good
1534 552482_010     63 10    2                                None      Fair
1535 556288_020     74 16    1                     Master's degree Very Good
1536 555336_010     65 12    1                 High school diploma      Good
1537 551450_010     56 17    0                     Master's degree      Good
1538 553435_010     75  2    3                 High school diploma Very Good
1539 551723_010     64  6    1                                None      Good
1540 551238_010     53 14    4                  Associate's degree      Good
1541 559968_010     54 NA    1                                <NA>      Good
1542 552228_020     54 NA    3                                <NA>      Fair
1543 559301_020     43 NA    5                                <NA>      Good
1544 551483_010     66  4    1                                None      Fair
1545 559387_010     53 11    1                                 GED      Good
1546 558602_020     63  6    0                                None      Fair
1547 550524_010     69 16    1                     Master's degree      Good
1548 557754_010     64 12    6                                None      Fair
1549 556545_010     52 14    0                   Bachelor's degree      Good
1550 554667_010     52 16    6 Professional degree (Ph.D./M.D./JD) Very Good
1551 558268_010     52 NA    0                                <NA> Excellent
1552 553248_010     69 14    0                  Associate's degree Very Good
1553 557131_020     69 12    0                 High school diploma      Good
1554 550063_010     52 16    2                     Master's degree Very Good
1555 552050_010     57 12    4                 High school diploma      Fair
1556 555216_020     70 11    0                                None      Fair
1557 552812_020     54 16    1                     Master's degree      Good
1558 557842_010     52 12    1                                None      Good
1559 559329_020     45 17    0                     Master's degree      Poor
1560 552231_020     54 NA    0                                <NA>      Fair
1561 554690_020     49 15    1 Professional degree (Ph.D./M.D./JD)      Good
1562 559649_010     60 13    3                   Bachelor's degree      Good
1563 554129_020     90 16    2                     Master's degree      Good
1564 550904_020     47 17    1                     Master's degree Very Good
1565 553241_020     47 NA    0                                <NA> Very Good
1566 552949_010     54 12    5                                 GED      Fair
1567 558837_020     67  4    0                                None      Fair
1568 556477_010     53 NA    5                                None      Poor
1569 554250_010     77 17    5                     Master's degree      Good
1570 551110_010     68 11    0                                 GED      Good
1571 557407_010     53 13    4                  Associate's degree      Poor
1572 553424_010     53 NA    3                                <NA>      Good
1573 558284_010     81 14    0                  Associate's degree      Good
1574 557253_010     74 12    0                 High school diploma      Good
1575 558991_010     52 17    4                  Associate's degree      Fair
1576 556509_010     80 12    2                 High school diploma      Good
1577 559227_020     50 17    0 Professional degree (Ph.D./M.D./JD)      Good
1578 559484_020     52 14    1                  Associate's degree Very Good
1579 551024_010     79 14    1                  Associate's degree      Good
1580 550783_010     84 10    0                                None      Fair
1581 552745_010     52 14    1                  Associate's degree      Good
1582 557785_020     52 14    3                   Bachelor's degree      Good
1583 556126_010     51 NA    3                                <NA> Very Good
1584 559786_020     52  9    1                                None      Poor
1585 559470_010     61 11    1                                 GED      Good
1586 554314_010     55 NA    1                                <NA> Very Good
1587 553267_010     71  9    0                 High school diploma Very Good
1588 551286_020     67  8    2                                None      Fair
1589 558927_010     54 14    1                   Bachelor's degree Excellent
1590 557003_010     56 16    3                     Master's degree Very Good
1591 550347_020     50 NA    5                                <NA>      Good
1592 557385_020     64 14    1                  Associate's degree      Good
1593 558541_010     69 13    2                  Associate's degree      Good
1594 557484_020     54 NA    1                                <NA>      Good
1595 552048_010     79 13    7                  Associate's degree      Fair
1596 557223_010     70 14    1                  Associate's degree      Fair
1597 557034_010     68  7    0                                None      Fair
1598 550794_020     55 15    0                 High school diploma      Good
1599 552872_020     64 17    0                     Master's degree Excellent
1600 556654_010     51 14    1                   Bachelor's degree Very Good
1601 551761_010     68 12    1                 High school diploma Excellent
1602 553948_020     66 16    1                 High school diploma      Good
1603 552690_010     60 12    4                 High school diploma      Fair
1604 554939_010     59 12    1                 High school diploma      Fair
1605 557425_010     54 12    0                 High school diploma Very Good
1606 558315_020     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1607 559905_010     50 NA    0                                <NA>      Good
1608 558826_010     73 14    1                   Bachelor's degree      Good
1609 552025_010     51 16    2                     Master's degree      Fair
1610 554195_010     60 16    0                     Master's degree Very Good
1611 559806_010     64  3    1                                None      Fair
1612 551564_010     54 12    2                                 GED      Fair
1613 556484_010     57 15    0                   Bachelor's degree Very Good
1614 556367_010     55 12    1                 High school diploma Excellent
1615 556141_020     74 14    2                  Associate's degree      Fair
1616 551261_010     54 15    0                  Associate's degree Very Good
1617 552548_010     65 14    5                     Master's degree Very Good
1618 551057_010     77  9    0                                None      Fair
1619 557386_010     88  2    1                                None      Fair
1620 559512_010    100 14    2                  Associate's degree      Good
1621 555311_010     51 NA    2                                <NA> Excellent
1622 550822_010     54 13    1                  Associate's degree      Fair
1623 554831_010     70 12    1                 High school diploma      Good
1624 558926_010     56 12    0                 High school diploma Very Good
1625 559512_010     96 14    2                  Associate's degree      Good
1626 550278_010     68 15    1                   Bachelor's degree      Good
1627 559704_010     60 15    1                   Bachelor's degree Excellent
1628 553826_020     58 14    0                  Associate's degree Excellent
1629 550295_010     52  6    3                                None      Fair
1630 556114_010     52 16    0                     Master's degree Very Good
1631 553755_010     77 17    1 Professional degree (Ph.D./M.D./JD)      Good
1632 557876_010     72 12    0                                 GED      Good
1633 552468_010     64 17    1 Professional degree (Ph.D./M.D./JD)      Fair
1634 557721_010     53 14    0                  Associate's degree Excellent
1635 558131_010     55 12    1                 High school diploma      Fair
1636 559157_010     71 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1637 557093_010     62 11    0                                None      Fair
1638 558266_010     56  0    2                 High school diploma      Fair
1639 554917_010     66 14    1                  Associate's degree Excellent
1640 558131_020     56 16    1                     Master's degree      Good
1641 555245_010     52 12    1                 High school diploma      Good
1642 554345_020     50 NA    0                                <NA> Excellent
1643 558626_020     47 NA    0                                <NA> Very Good
1644 557773_010     56 15    3                  Associate's degree Very Good
1645 551087_010     58 12    0                 High school diploma      Good
1646 555050_010     53 14    0                   Bachelor's degree      Good
1647 550845_010     53 16    5                     Master's degree      Good
1648 555053_010     81  1    1                                None      Good
1649 552053_010     57 15    2                  Associate's degree      Good
1650 552812_020     54 16    0                     Master's degree Very Good
1651 557030_010     82 16    2                     Master's degree      Poor
1652 557673_010     64 13    4                  Associate's degree      Good
1653 550143_010     76 10    0                                None Excellent
1654 554354_010     60 13    0                  Associate's degree      Good
1655 557073_020     65  6    0                                None      Fair
1656 551744_020     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1657 557223_010     73 14    1                  Associate's degree      Fair
1658 558809_010     55 16    1                     Master's degree      Poor
1659 554578_020     54 13    0                     Master's degree Very Good
1660 554578_010     55 13    1                   Bachelor's degree      Good
1661 551783_010     65 12    2                 High school diploma Very Good
1662 556411_010     51 NA    2                                <NA>      Good
1663 550317_010     51 13    0                  Associate's degree Very Good
1664 556668_020     74 13    1                  Associate's degree      Good
1665 552776_010     53 12    4                 High school diploma      Good
1666 559579_020     51 17    1                     Master's degree Very Good
1667 550105_010     71 13    1                  Associate's degree      Good
1668 552223_010     54 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1669 554312_020     56 NA    3                                <NA>      Fair
1670 555780_010     68 12    4                 High school diploma      Good
1671 555053_020     77  1    3                                None      Fair
1672 550164_020     65 17    0                     Master's degree Very Good
1673 559477_020     36 16    0                     Master's degree      Fair
1674 553815_020     38 NA    0                                <NA> Excellent
1675 557924_010     54 14    3                   Bachelor's degree      Good
1676 554121_010     58 16    0                     Master's degree Very Good
1677 559758_010     67 13    1                  Associate's degree      Fair
1678 550240_020     70 12    4                 High school diploma      Fair
1679 556698_010     55 16    2                     Master's degree Very Good
1680 557680_010     67 12    0                 High school diploma Excellent
1681 559425_020     52 17    3 Professional degree (Ph.D./M.D./JD)      Good
1682 557063_020     52 12    7                 High school diploma      Fair
1683 551207_010     53 12    6                                 GED      Good
1684 550228_010     64 12    2                 High school diploma      Good
1685 554069_010     67 13    1                 High school diploma      Good
1686 557842_010     52 14    1                  Associate's degree      Good
1687 554255_010     56  6    0                                None      Good
1688 555891_020     55 10    6                                None      Fair
1689 559806_020     50  2    0                                None      Fair
1690 555171_010     79  7    1                                None Very Good
1691 556533_020     41 12    1                 High school diploma      Good
1692 558185_010     55 14    8                   Bachelor's degree      Fair
1693 557152_010     54 16    0                     Master's degree      Good
1694 551316_010     55 NA    7                                <NA>      Good
1695 556857_010     51 12    2                 High school diploma Very Good
1696 554363_010     56 11    1                                None      Good
1697 558693_020     53  6    0                                None      Fair
1698 552648_010     64 12   NA                 High school diploma Very Good
1699 559752_010     69 16    0                     Master's degree      Good
1700 552906_010     51 12    2                 High school diploma      Good
1701 559186_020     47  3    0                                 GED Very Good
1702 553623_010     59 13    2                 High school diploma Very Good
1703 555853_010     72  0    6                                None      Fair
1704 554832_010     61 13    2                     Master's degree      Good
1705 555053_010     84  1    1                                None      Good
1706 553180_010     87  0    6                                None      Good
1707 554075_010     64 11    0                 High school diploma      Good
1708 559814_010     55 15    0                  Associate's degree      Good
1709 557544_020     50 NA    0                                <NA> Very Good
1710 556976_020     47 12    0                                None      Good
1711 551459_010     62 17    2 Professional degree (Ph.D./M.D./JD)      Good
1712 559653_010     68 14    0                   Bachelor's degree Excellent
1713 559921_010     53 16    2                  Associate's degree      Poor
1714 557667_010     55 14    8                   Bachelor's degree      Poor
1715 551080_020     69 12    1                 High school diploma      Good
1716 554789_010     65 16    3                     Master's degree      Good
1717 550964_020     56 12    3                 High school diploma Very Good
1718 554724_020     68 12    0                 High school diploma      Good
1719 556994_010     56 16    0 Professional degree (Ph.D./M.D./JD) Very Good
1720 554445_010     74 14    1                   Bachelor's degree      Good
1721 555653_010     52 NA    0                                <NA> Excellent
1722 555037_020     36 NA    2                                <NA>      Good
1723 558015_010     64 13    2                  Associate's degree      Good
1724 557470_020     56 16    0                     Master's degree      Good
1725 559369_010     69 15    0                   Bachelor's degree      Good
1726 556144_020     63 16    0                  Associate's degree Very Good
1727 553921_010     92 12    1                 High school diploma      Poor
1728 550385_010     64 11    0                 High school diploma Very Good
1729 552779_010     91 14    4                   Bachelor's degree      Poor
1730 554392_010     65 14    1                  Associate's degree      Good
1731 557885_020     54 12    2                 High school diploma      Fair
1732 557349_020     49  6    0                 High school diploma Very Good
1733 559470_010     65 14    1                   Bachelor's degree      Good
1734 552578_020     54 NA    0                                <NA>      Good
1735 553167_020     51 NA    3                                <NA>      Poor
1736 558617_010     57 17    8 Professional degree (Ph.D./M.D./JD)      Good
1737 555706_020     54 13    2                  Associate's degree      Fair
1738 550967_020     63 14    2                 High school diploma      Good
1739 559144_010     84 10    2                                None      Good
1740 559223_020     49 13    4                  Associate's degree      Fair
1741 552811_020     60 17    0                     Master's degree Excellent
1742 556402_010     52 13    1                  Associate's degree Very Good
1743 550291_010     54  9    1                                None      Good
1744 554228_020     69 12    7                                None      Fair
1745 553325_010     70 13    1                  Associate's degree      Good
1746 551686_010     54 16    2                     Master's degree      Poor
1747 558109_010     57 16    1                     Master's degree      Good
1748 554899_010     51 14    2                  Associate's degree      Fair
1749 550015_020     49 11    0                 High school diploma      Good
1750 558936_010     63 11    5                 High school diploma      Fair
1751 553798_020     42 NA    1                                <NA>      Good
1752 551132_020     56 16    1                     Master's degree Very Good
1753 554369_010     65 10    4                                None      Fair
1754 559343_010     55 16    1                     Master's degree Excellent
1755 553757_020     50 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1756 557433_010     65 12    3                                 GED      Good
1757 555260_010     77 17    0                     Master's degree      Fair
1758 554494_020     51 12    1                 High school diploma      Poor
1759 558739_010     52 17    1                     Master's degree      Good
1760 554875_020     50 12    1                 High school diploma Very Good
1761 559270_010     52 NA    0                   Bachelor's degree Very Good
1762 553994_020     51  5    8                                None      Poor
1763 556851_010     55 17    7                     Master's degree      Fair
1764 550185_020     50 16    1                     Master's degree Excellent
1765 555338_010     74  0    0                                None      Fair
1766 551286_020     67  4    2                                None      Fair
1767 559011_010     54 13    3                  Associate's degree      Fair
1768 551085_010     55 12    1                 High school diploma Excellent
1769 552629_010     78  6    2                                None      Fair
1770 554463_010     56 11    5                                 GED      Fair
1771 552302_010     52 NA    6                                <NA>      Fair
1772 556827_010     69 11    3                                None      Fair
1773 559839_020     45 13    0                  Associate's degree      Fair
1774 550015_010     56 12    2                 High school diploma Very Good
1775 555331_020     46 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1776 553995_010     62 12    0                 High school diploma      Poor
1777 556779_020     51 13    0                   Bachelor's degree      Good
1778 550522_010     56  9    1                                None      Fair
1779 551737_020     51 16    1                   Bachelor's degree Excellent
1780 558652_020     50 15    1                  Associate's degree      Good
1781 555653_020     51 NA    0                                <NA> Very Good
1782 551031_010     53 NA    0                                <NA> Very Good
1783 557908_010     56 14    0                  Associate's degree      Good
1784 557529_020     45 NA    0                                <NA>      Good
1785 557784_010     54 13    4                  Associate's degree      Fair
1786 556920_010     51 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1787 556936_010     62 16    0                     Master's degree      Good
1788 559440_010     55 12    7                 High school diploma      Good
1789 551228_010     57 12    6                                None      Fair
1790 552383_010     70 11    2                                None      Good
1791 559132_010     59 14    0                   Bachelor's degree Very Good
1792 557898_010     55 NA    3                                <NA>      Good
1793 551686_020     53 15    0                  Associate's degree Very Good
1794 556586_010     69 16    2                     Master's degree      Good
1795 552499_020     62 NA    0                   Bachelor's degree      Fair
1796 559593_010     51 16    0                  Associate's degree      Fair
1797 552019_010     51 NA    0                                <NA> Very Good
1798 559653_010     64 16    0                     Master's degree Excellent
1799 559199_020     46  8    7                                None      Good
1800 551108_020     51 14    5                     Master's degree      Good
1801 555071_010     51 12    3                                 GED      Good
1802 557647_010     53 12    2                 High school diploma      Poor
1803 555925_010     70 16    0                     Master's degree Very Good
1804 553826_010     60 14    0                  Associate's degree Excellent
1805 551735_010     51 16    1                     Master's degree      Good
1806 558703_010     53 NA    1                                <NA>      Poor
1807 553522_010     56 14    1                   Bachelor's degree      Fair
1808 556976_010     52 14    0                   Bachelor's degree      Good
1809 550551_010     54 NA    1                                <NA> Very Good
1810 559272_010     51 13    0                  Associate's degree      Good
1811 555331_020     46 16    0                     Master's degree Very Good
1812 559963_010     54 16    3 Professional degree (Ph.D./M.D./JD)      Fair
1813 555944_010     57 11    0                                None Very Good
1814 553139_020     52 17    2                     Master's degree Excellent
1815 556456_010     52 14    1                   Bachelor's degree Excellent
1816 553552_010     76 NA    0                 High school diploma Very Good
1817 553413_010     64  6    2                                None      Fair
1818 558511_020     50 NA    2                                <NA> Excellent
1819 550100_010     53 12    1                                None Very Good
1820 552448_010     75  0    1                                None Very Good
1821 555716_020     56 12    5                 High school diploma Very Good
1822 558547_020     49 17    3 Professional degree (Ph.D./M.D./JD)      Fair
1823 556413_020     55 12    1                 High school diploma      Good
1824 550569_010     55 17    0 Professional degree (Ph.D./M.D./JD)      Good
1825 559346_010     75 12    1                                None      Good
1826 556646_020     60 15    0                  Associate's degree Very Good
1827 550822_020     55 12    1                                None      Fair
1828 558671_020     78 13    2                     Master's degree      Fair
1829 551628_010     59 11    0                 High school diploma Very Good
1830 555338_020     82  1    0                                None      Fair
1831 557940_010     56 12    8                 High school diploma      Fair
1832 555037_020     35 NA    2                                <NA> Very Good
1833 555297_020     54 16    0                     Master's degree Excellent
1834 557353_010     67 14    0                  Associate's degree Excellent
1835 553998_010     53 13    0                  Associate's degree      Poor
1836 554420_010     85 13    1                  Associate's degree      Good
1837 555706_020     54 12    2                 High school diploma      Fair
1838 552964_010     54 12   NA                 High school diploma      Good
1839 553241_010     52 16    1                     Master's degree      <NA>
1840 550375_010     63 12    6                 High school diploma      Good
1841 552835_010     56 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1842 550581_020     62  7    1                                None Very Good
1843 554445_010     73 14    1                   Bachelor's degree      Good
1844 559472_010     89 13    0                   Bachelor's degree      Good
1845 555216_010     71 14    6                  Associate's degree      Good
1846 552454_010     59 13    0                  Associate's degree Very Good
1847 553564_020     46 10    0                                None      Fair
1848 557510_010     58 14    1                  Associate's degree      Good
1849 558330_020     68 14    0                   Bachelor's degree      Good
1850 553755_010     94 17    1 Professional degree (Ph.D./M.D./JD)      Good
1851 557456_020     65  6    4                                None      Good
1852 552578_010     54 NA    1                                <NA>      Good
1853 558198_010     60 NA    8                                <NA>      Fair
1854 556205_010     52 NA    4                                <NA> Very Good
1855 559355_010     54 NA    2                                <NA> Very Good
1856 551310_010     66 14    4                  Associate's degree      Fair
1857 551116_010     51 NA    1                                <NA> Very Good
1858 556141_020     71 14    2                  Associate's degree      Fair
1859 551223_010     53 NA    0                                <NA> Excellent
1860 553775_020     45  6    0                                None      Fair
1861 551762_010     52 12    2                 High school diploma      Good
1862 552342_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1863 558174_020     78 16    0                     Master's degree Excellent
1864 558281_010     91  4    2                                None      Fair
1865 554748_010     57 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1866 551140_010     67 12    2                 High school diploma Very Good
1867 553474_020     67 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1868 555476_010     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
1869 559346_020     76  9    1                                None      Good
1870 557102_010     53 12    2                                 GED      Good
1871 550535_010     55 12    0                                None      Fair
1872 559909_010     54 13    4                  Associate's degree      Good
1873 555607_010     63 10    0                 High school diploma Excellent
1874 555636_010     50 NA    0                                <NA> Very Good
1875 554630_010     68 14    1                   Bachelor's degree      Good
1876 559269_020     51 12    6                 High school diploma      Fair
1877 551517_010     55 12    1                 High school diploma      Good
1878 556089_020     59 12    0                 High school diploma      Poor
1879 558216_010     53 13    2                   Bachelor's degree      Good
1880 552482_020     69 12    1                                 GED      Fair
1881 553768_010     79 16    5                     Master's degree      Fair
1882 551337_020     74 14    1                  Associate's degree      Fair
1883 556350_010     53  9    5                                None      Fair
1884 559083_010     67 17    0 Professional degree (Ph.D./M.D./JD)      Fair
1885 558446_010     54  9    3                                None      Fair
1886 558175_020     51 NA    0                                <NA> Very Good
1887 555395_020     56 15    0                   Bachelor's degree Very Good
1888 554864_010     52 NA    0                                <NA> Excellent
1889 559492_020     52 NA    2                                <NA>      Fair
1890 555053_020     74  3    3                                None      Fair
1891 555258_010     54 14    5                   Bachelor's degree      Good
1892 557617_020     64 16    0                     Master's degree Excellent
1893 554603_010     52 15    8                  Associate's degree Excellent
1894 557791_010     51 16    3                     Master's degree      Fair
1895 552332_010     60 12    2                 High school diploma      Fair
1896 550653_010     81  6    6                                None      Fair
1897 550626_010     66 13    1                  Associate's degree      Fair
1898 557351_010     69 10    5                                None      Fair
1899 555721_010     55 NA    4                                <NA>      Good
1900 554933_010     55 NA    1                 High school diploma Very Good
1901 555578_010     66 12    0                 High school diploma      Good
1902 550830_010     56 16    0                  Associate's degree      Good
1903 559734_020     50 NA    3                                <NA>      Fair
1904 550041_020     51 NA    0                                <NA> Very Good
1905 555192_010     87 13    0                  Associate's degree      Good
1906 550041_010     51 NA    5                                <NA> Very Good
1907 559722_010     53 NA    1                                <NA>      Fair
1908 554845_020     67 14    0                  Associate's degree Very Good
1909 554752_010     56 17    1 Professional degree (Ph.D./M.D./JD) Excellent
1910 557788_010     77  6    1                                None      Fair
1911 557180_020     49 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1912 557417_010     67  3    1                                None      Fair
1913 558062_010     59 12    2                 High school diploma      Fair
1914 558398_010     53 NA    2                                <NA> Very Good
1915 558055_010     78 12    1                 High school diploma      Fair
1916 554789_020     68 16    3                     Master's degree      Good
1917 550685_010     55 16    0                     Master's degree Very Good
1918 555232_010     73 16    1                 High school diploma      Fair
1919 551645_010     76 13    0                  Associate's degree Very Good
1920 553778_010     65 16    2                     Master's degree Very Good
1921 552490_010     73 12    2                 High school diploma      Good
1922 550862_020     63 10    1                                None      Good
1923 559968_010     54 NA    1                                <NA>      Fair
1924 550270_010     52 12    6                 High school diploma      Fair
1925 559565_010     74 12    0                 High school diploma      Fair
1926 550851_020     47 12    1                                 GED      Fair
1927 554951_010     54 13    0                  Associate's degree Very Good
1928 550404_010     57 11    2                                None      Good
1929 558313_010     64 16    0                     Master's degree Very Good
1930 553994_010     51  9    8                                None      Poor
1931 554789_020     69 16    3                     Master's degree      Good
1932 550524_010     74 16    1                     Master's degree      Good
1933 554488_020     55 14    0                   Bachelor's degree Very Good
1934 553970_020     45 16    0                     Master's degree      Good
1935 559857_010     55 17    1 Professional degree (Ph.D./M.D./JD)      Good
1936 557723_010     61 13    5                  Associate's degree      Fair
1937 559470_020     66 11    1                                 GED      Poor
1938 552677_010     58 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1939 551878_020     54 11    3                                 GED      Good
1940 558321_010     52 16    2                     Master's degree Very Good
1941 551346_010     59  4    0                                None      Good
1942 552529_020     55 17    1                     Master's degree Very Good
1943 555138_010     54 15    0                     Master's degree Excellent
1944 556225_020     42 NA    4                                <NA>      Fair
1945 551808_010     74 10    0                                None Very Good
1946 550458_020     56 NA    0                                <NA> Very Good
1947 551030_010     54 11    7                 High school diploma      Fair
1948 550490_010     50 NA    1                                <NA> Very Good
1949 558517_010     52 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1950 552499_010     74  6    2                                None      Fair
1951 550310_010     67 16    3                     Master's degree      Fair
1952 559622_010     97 13    0                  Associate's degree      Good
1953 556223_020     65 16    1                     Master's degree      Fair
1954 557151_010     80 NA    1                                <NA>      Good
1955 556077_020     63 13    1                  Associate's degree      Fair
1956 550560_020     66 16    0 Professional degree (Ph.D./M.D./JD) Excellent
1957 555085_010     56 NA    0                                <NA> Excellent
1958 559287_020     66 17    0 Professional degree (Ph.D./M.D./JD) Excellent
1959 559887_010     54 NA    1                                <NA>      Good
1960 557025_020     62 17    0                     Master's degree      Fair
1961 559741_010     62 11    1                                None      Good
1962 554686_010     54 17    1                     Master's degree Very Good
1963 559646_010     53 14    5                  Associate's degree      Poor
1964 557476_010     52 15    1                  Associate's degree      Good
1965 552554_020     48 16    0                     Master's degree Very Good
1966 555262_020     54 17    0                     Master's degree      Good
1967 551845_010     69 17    4 Professional degree (Ph.D./M.D./JD)      Good
1968 556111_010     55 16    2                     Master's degree Very Good
1969 556985_010     53 15    0                  Associate's degree Very Good
1970 553623_020     59 14    0                 High school diploma Very Good
1971 557111_020     79 14    2 Professional degree (Ph.D./M.D./JD) Very Good
1972 552163_010     67 12    0                 High school diploma      Good
1973 556720_020     84 11    0                                None      Good
1974 557351_010     69 10    4                                 GED      Fair
1975 554717_010     55 16    7                     Master's degree Very Good
1976 556846_010     56 17    7 Professional degree (Ph.D./M.D./JD) Very Good
1977 555479_010     55 NA    0                                <NA>      Good
1978 556646_010     69 17    0 Professional degree (Ph.D./M.D./JD) Very Good
1979 552908_010     54 13    0                     Master's degree      Good
1980 558748_010     52 NA    7                                <NA>      Fair
1981 559190_010     56 16    0                     Master's degree Excellent
1982 555113_010     56 NA    1                                <NA>      Fair
1983 554387_020     50 NA    0                                <NA>      Good
1984 552693_010     55 16    6                  Associate's degree      Fair
1985 558004_020     55 12    1                 High school diploma      Good
1986 553948_010     65 11    5                                None      Fair
1987 552745_020     52 16    0                     Master's degree      Good
1988 556344_010     50 NA    2                                <NA>      Good
1989 550967_010     63 17    1 Professional degree (Ph.D./M.D./JD)      Good
1990 552104_010     51 NA    6                                 GED      Poor
1991 555087_010     51 12    1                 High school diploma      Good
1992 558568_020     71 12    0                 High school diploma      Good
1993 555710_010     52 NA    0                                <NA>      Good
1994 554490_010     57 16    1                     Master's degree      Fair
1995 553167_020     50 NA    3                                <NA>      Poor
1996 553611_010     76 10    0                                None Very Good
1997 552919_010     57 12    1                 High school diploma Very Good
1998 554845_010     67 14    0                  Associate's degree      Fair
1999 559220_010     52 13    2                  Associate's degree Excellent
2000 555721_020     47 NA    3                                <NA> Very Good
2001 554171_020     57  7    1                 High school diploma Very Good
2002 553448_010     61 11    3                                None      Fair
2003 551553_010     67 12    2                 High school diploma      Good
2004 558639_020     49 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2005 551651_010     53 12    0                 High school diploma Very Good
2006 556907_020     76 16    1 Professional degree (Ph.D./M.D./JD)      Good
2007 555922_010     75  9    0                                None      Fair
2008 554117_020     52 16    2                     Master's degree Excellent
2009 550119_010     75 12    2                 High school diploma      Fair
2010 558344_010     54 NA    1                 High school diploma      Good
2011 557977_020     51  9    0                 High school diploma Excellent
2012 553768_010     79 15    5                   Bachelor's degree      Fair
2013 554344_010     71 13    0                  Associate's degree      Good
2014 559839_020     45 13    0                  Associate's degree Very Good
2015 554690_010     54 15    2                     Master's degree Very Good
2016 552811_020     61 17    0                     Master's degree Excellent
2017 559270_020     48 12    0                 High school diploma Excellent
2018 551553_020     70 12    2                 High school diploma      Good
2019 559617_020     55 16    0                     Master's degree      Good
2020 554238_020     76 17    0                     Master's degree Very Good
2021 550315_010     52 16    0                     Master's degree Very Good
2022 550237_010     53 16    1                     Master's degree      Fair
2023 553338_010     71 13    1                  Associate's degree      Good
2024 558087_010     54 11    3                                None      Fair
2025 556997_010     66 14    0                  Associate's degree      Good
2026 550747_010     53 13    5                  Associate's degree      Poor
2027 557011_010     83 16    2                     Master's degree Very Good
2028 553043_010     73 12    2                 High school diploma      Fair
2029 557924_010     54 14    4                   Bachelor's degree      Good
2030 552808_010     51 NA    2                                <NA>      Good
2031 557451_020     41  3    1                                None      Fair
2032 551686_010     54 17    2 Professional degree (Ph.D./M.D./JD)      Fair
2033 559986_010     54 16    1                   Bachelor's degree Very Good
2034 552414_020     50 16    0                     Master's degree      Good
2035 553532_010     58 12    0                 High school diploma      Fair
2036 559598_020     57 13    1                  Associate's degree Very Good
2037 559624_010     56 NA    1                                <NA> Very Good
2038 552656_010     54 16    0                     Master's degree      Good
2039 557930_020     68 14    0                 High school diploma Very Good
2040 553400_010     63 12    4                 High school diploma      Poor
2041 553582_010     49 14    2                   Bachelor's degree      Fair
2042 552861_010     77 12    0                 High school diploma      Fair
2043 553815_020     35 NA    0                                <NA> Excellent
2044 555736_010     51 14    0                   Bachelor's degree Excellent
2045 553913_010     79 12    0                                 GED      Fair
2046 550100_020     51 10    2                                None      Fair
2047 555198_010     45 NA    0                                <NA> Excellent
2048 552231_020     54 NA    0                                <NA> Very Good
2049 550401_010     53 15    0                   Bachelor's degree      Good
2050 551104_020     49 16    2                     Master's degree      Poor
2051 558131_020     56 14    1                 High school diploma      Good
2052 550904_010     53 17    3                     Master's degree Very Good
2053 556266_020     50 11    2                                None      Fair
2054 555697_020     54 12    6                                None      Fair
2055 559283_020     53 NA    0                                <NA>      Good
2056 558764_010     56 14    2                   Bachelor's degree      Fair
2057 558174_010     79 16    0 Professional degree (Ph.D./M.D./JD) Excellent
2058 556181_010     70 16    1                     Master's degree      Good
2059 553765_020     51 14    6                  Associate's degree      Fair
2060 552681_020     51 12    2                 High school diploma Very Good
2061 557909_010     52 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2062 552323_010     70  5    3                                None      Fair
2063 552156_020     62 13    0                  Associate's degree Very Good
2064 557932_020     53 15    1                  Associate's degree      Good
2065 555134_020     55 12    1                 High school diploma      Fair
2066 559416_020     56 12    5                                 GED Excellent
2067 558962_010     55 16    0                     Master's degree      Good
2068 559083_010     69 12    1                 High school diploma      Fair
2069 552218_010     72 15    8 Professional degree (Ph.D./M.D./JD)      Poor
2070 557088_010     71  9    2                                None      Good
2071 552398_020     57 17    0 Professional degree (Ph.D./M.D./JD) Excellent
2072 550384_010     60 10    6                                None      Poor
2073 557347_020     55  9    1                                None Very Good
2074 559878_010     83 16    0                     Master's degree      Poor
2075 550514_020     50 13    3                  Associate's degree      Fair
2076 559456_010     76 13    3                  Associate's degree      Fair
2077 551396_010     62 17    1                     Master's degree Very Good
2078 551292_010     56  9    3                                None      Poor
2079 556698_010     55 12    2                                None Very Good
2080 552965_010     57 17    0                     Master's degree      Good
2081 556435_010     50 NA    0                                <NA> Very Good
2082 550238_010     64 13    2                  Associate's degree Very Good
2083 556710_010     50 NA    0                                <NA>      Fair
2084 557326_010     71 12    7                                 GED      Poor
2085 554601_010     51  6    2                                None      Poor
2086 555217_010     53 16    4                     Master's degree      Poor
2087 554604_010     51 NA    1                                <NA> Very Good
2088 552156_020     62 13    0                  Associate's degree      Good
2089 558155_010     58 12    0                 High school diploma      Good
2090 553275_010     55 NA    2                                <NA> Very Good
2091 555463_020     83  6    3                                None      <NA>
2092 554752_020     53 17    1 Professional degree (Ph.D./M.D./JD) Very Good
2093 559766_010     67 15    1                  Associate's degree      Good
2094 552188_010     53 16    0                     Master's degree Very Good
2095 555439_020     46 NA    1                                <NA>      Good
2096 559893_010     62 11    4                                 GED      Fair
2097 559404_010     72 13    1                  Associate's degree Excellent
2098 555635_010     51 NA    0                                <NA>      Good
2099 551524_020     66 NA    0                                <NA>      Fair
2100 558271_020     53 16    0                     Master's degree Very Good
2101 556341_010     61 NA    7                                 GED      Fair
2102 552816_010     67  3    0                                None      Fair
2103 558739_020     52 17    1                     Master's degree      Good
2104 558911_020     50 15    2                   Bachelor's degree      Good
2105 551116_020     38 NA    0                                <NA> Very Good
2106 556418_010     51 17    0 Professional degree (Ph.D./M.D./JD)      Good
2107 553775_020     45  7    1                                None      Fair
2108 558095_010     54 NA    7                                <NA>      Fair

Example: keep unique rows based on `degree`

hrs_data |> 
  distinct(degree)

1: This will return unique rows based on the values in the degree column. The output will only include the degree column, and it will return one row for each unique value in the degree column.

                               degree
1                                <NA>
2                 High school diploma
3                     Master's degree
4 Professional degree (Ph.D./M.D./JD)
5                                None
6                  Associate's degree
7                                 GED
8                   Bachelor's degree

Example: keep unique rows based on `degree` with all columns

hrs_data |> 
  distinct(degree, .keep_all = TRUE)

1: If we want to keep all columns in the output, we can use the argument .keep_all = TRUE. This will return all columns for the unique rows based on the specified column(s).

          id age_yr ed cesd                              degree       srh
1 552754_010     55 NA    1                                <NA>      Fair
2 555339_020     56 12    6                 High school diploma      Good
3 558143_020     50 16    1                     Master's degree Excellent
4 551018_010     52 17    7 Professional degree (Ph.D./M.D./JD)      Poor
5 550516_010     62 11    1                                None Excellent
6 559093_010     51 13    2                  Associate's degree      Fair
7 554670_020     75 12    4                                 GED      Fair
8 558926_020     56 13    1                   Bachelor's degree      Good

Example: keep unique rows based on `degree` and `self_health`

hrs_data |> 
  distinct(degree, srh)

1: This will return unique rows based on the values in the degree and self_health columns. This allows us to see unique combinations of degree and self_health in our dataset.

                                degree       srh
1                                 <NA>      Fair
2                  High school diploma      Good
3                                 <NA> Very Good
4                      Master's degree Excellent
5                      Master's degree      Good
6  Professional degree (Ph.D./M.D./JD)      Poor
7                                 None Excellent
8                   Associate's degree      Fair
9                      Master's degree Very Good
10                                <NA>      Good
11                                None      Fair
12                                None Very Good
13                                <NA>      Poor
14                     Master's degree      Fair
15 Professional degree (Ph.D./M.D./JD)      Fair
16 Professional degree (Ph.D./M.D./JD) Very Good
17                                 GED      Fair
18                 High school diploma      Fair
19                 High school diploma Excellent
20                  Associate's degree      Good
21                                None      Poor
22                  Associate's degree Very Good
23                 High school diploma Very Good
24                  Associate's degree      Poor
25                  Associate's degree Excellent
26                                None      Good
27 Professional degree (Ph.D./M.D./JD) Excellent
28                                 GED Very Good
29                   Bachelor's degree      Good
30                                <NA> Excellent
31                   Bachelor's degree      Poor
32 Professional degree (Ph.D./M.D./JD)      Good
33                   Bachelor's degree      Fair
34                 High school diploma      Poor
35                                 GED      Good
36                     Master's degree      Poor
37                   Bachelor's degree Very Good
38                                 GED      Poor
39                   Bachelor's degree Excellent
40                                None      <NA>
41                                 GED Excellent
42                     Master's degree      <NA>

Wrap-up

We learned three functions that allow us to transform rows in our dataset:
- filter() (and filter_out())
  - Keep rows based on conditions we specify in the columns
- arrange()
  - Sort rows based on the values in one or more columns
- distinct()
  - Keep only unique rows based on the values in one or more columns

Data transformation: Rows

Data transformations on rows

filter()

filter()

Example: filtering age_yr

Example: filtering age_yr, now only exact matches

Example: filtering degree

Example: filtering degree but mispelling the value

Example: filtering degree for everything except a Master’s

filter_out(): new companion to filter()

WAIT! Did those two operations have different rows?

Filtering out missing values using drop_na()

Filtering out missing values in specific columns using drop_na()

arrange()

Sorting datasets using arrange()

Example: sort data by ascending birth year

Example: sort data by descending birth year

Sorting datasets by multiple variables

Sorting datasets by multiple variables: order matters!

distinct()

distinct() keeps unique rows

Example: keep unique rows in dataset

Example: keep unique rows based on degree

Example: keep unique rows based on degree with all columns

Example: keep unique rows based on degree and self_health

Wrap-up

`filter()`

`filter()`

Example: filtering `age_yr`

Example: filtering `age_yr`, now only exact matches

`filter_out()`: new companion to `filter()`

Filtering out missing values using `drop_na()`

Filtering out missing values in specific columns using `drop_na()`

`arrange()`

Sorting datasets using `arrange()`

`distinct()`

`distinct()` keeps unique rows

Example: keep unique rows based on `degree`

Example: keep unique rows based on `degree` with all columns

Example: keep unique rows based on `degree` and `self_health`