Intro

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					Intro to Female.xls
This workbook demonstrates the use of dummy variables in regression.


The data comes from the 1994 CPS.

The Data sheet has the data.
The PivotTables use the data to create several cross tabs.
PRTAGE   PERACE   PESEX   PEERNLAB   Education   Female Female*Education
  36       1        2        2          13         1           13
  47       1        1        1          12         0            0
  33       1        1        2           8         0            0
  51       5        2        2          12         1           12
  16       1        2        2          11         1           11
  36       1        2        2          16         1           16
  61       1        2        2          12         1           12
  50       1        2        2           8         1            8
  39       1        1        2          12         0            0
  45       1        2        2          12         1           12
  24       1        2        2          12         1           12
  32       3        1        2          13         0            0
  26       1        2        2          12         1           12
  28       1        2        2          12         1           12
  31       1        2        2          12         1           12
  38       1        1        2          12         0            0
  44       1        2        2          12         1           12
  38       1        2        2          12         1           12
  34       1        2        2          14         1           14
  41       1        2        2          12         1           12
  19       1        2        1          13         1           13
  33       2        2        2          13         1           13
  17       1        2        2          11         1           11
  50       1        2        2         11.5        1          11.5
  31       1        2        2          13         1           13
  51       1        2        2          12         1           12
  20       1        1        2         11.5        0            0
  42       1        2        2           9         1            9
  38       1        1        2          12         0            0
  23       1        2        2          16         1           16
  17       1        2        2          11         1           11
  38       1        2        2           9         1            9
  20       1        2        2          13         1           13
  24       1        2        2          13         1           13
  31       1        2        2          11         1           11
  18       1        2        2          12         1           12
  24       1        2        2          13         1           13
  45       1        1        2          16         0            0
  45       1        2        2           8         1            8
31   3   1   2   12   0    0
22   1   1   2   12   0    0
45   3   2   2   13   1   13
28   1   2   2   16   1   16
18   1   2   2   13   1   13
48   1   2   2   13   1   13
65   1   1   2    8   0    0
27   2   2   2   12   1   12
36   1   2   2   12   1   12
41   1   2   2   12   1   12
24   1   2   2   11   1   11
20   1   2   2   10   1   10
23   1   2   2   16   1   16
28   4   2   2   12   1   12
19   1   2   2   12   1   12
31   1   2   2   12   1   12
22   1   1   1   12   0    0
32   1   2   2   10   1   10
39   1   2   2   12   1   12
21   1   2   2   13   1   13
23   1   2   2   13   1   13
41   1   2   2   12   1   12
24   1   2   2   13   1   13
20   1   2   2   12   1   12
39   1   2   2   12   1   12
44   1   2   2   12   1   12
51   1   2   2   11   1   11
38   1   2   2   12   1   12
44   1   2   2   11   1   11
43   1   2   2   13   1   13
21   1   2   2   12   1   12
22   1   2   2   12   1   12
18   1   2   2   12   1   12
35   1   2   2   13   1   13
23   1   2   2   13   1   13
25   1   1   1   16   0    0
40   1   2   2   12   1   12
25   1   2   2   12   1   12
20   1   2   2   13   1   13
22   1   2   2   13   1   13
36   1   2   2   12   1   12
31   1   2   2   12   1   12
20   1   2   2    13    1    13
43   1   2   2    13    1    13
62   1   2   2    12    1    12
32   2   2   2    12    1    12
35   1   2   2    12    1    12
20   1   2   2    10    1    10
47   1   2   2    14    1    14
50   1   2   2    10    1    10
21   1   2   2    13    1    13
43   1   2   2    12    1    12
25   1   1   2    16    0     0
21   1   2   2    13    1    13
16   1   2   2    10    1    10
32   4   1   2    13    0     0
29   1   2   2    16    1    16
34   1   2   2    12    1    12
33   1   1   2    12    0     0
20   1   2   2    12    1    12
23   1   2   2    12    1    12
18   1   2   2   11.5   1   11.5
54   1   2   2    10    1    10
24   1   2   2    13    1    13
22   1   2   2    13    1    13
19   1   2   2    13    1    13
46   1   2   2    12    1    12
35   2   2   2    13    1    13
55   1   2   2   11.5   1   11.5
38   1   2   2     8    1     8
43   1   2   2    10    1    10
25   1   2   2    12    1    12
21   1   2   2    14    1    14
20   1   2   2    13    1    13
19   1   2   2    13    1    13
25   1   1   2    16    0     0
48   1   2   2    12    1    12
21   1   2   2    13    1    13
20   1   2   2    13    1    13
17   1   1   2    10    0     0
21   1   2   2    13    1    13
23   1   1   2    16    0     0
21   1   2   2    12    1    12
17   1   2   2    10    1    10
39   1   2   2    11    1    11
23   1   1   2    16    0     0
17   1   1   2    10    0     0
19   1   2   2    13    1    13
16   1   2   2    10    1    10
21   1   2   2    13    1    13
57   4   2   2     9    1     9
21   1   2   2    13    1    13
36   2   2   2    12    1    12
22   1   2   2    12    1    12
22   1   2   2    13    1    13
22   1   2   2    13    1    13
34   1   1   2    10    0     0
65   1   2   2     8    1     8
38   1   2   2    11    1    11
35   1   2   2    12    1    12
35   1   2   2    13    1    13
16   1   1   2     9    0     0
19   1   2   2    12    1    12
21   5   2   2    12    1    12
60   2   1   2    12    0     0
42   1   2   2    12    1    12
31   1   2   2    10    1    10
59   1   1   1    13    0     0
17   1   1   2    11    0     0
21   1   2   2    12    1    12
30   2   1   2    12    0     0
30   2   1   2    12    0     0
18   1   2   2   11.5   1   11.5
48   1   2   2    12    1    12
29   1   1   2    12    0     0
23   1   1   2    10    0     0
17   1   2   2     9    1     9
26   1   2   2    12    1    12
23   1   2   2    12    1    12
21   1   1   2    13    0     0
20   1   1   2    13    0     0
17   1   2   2    10    1    10
24   2   2   2    11    1    11
60   1   2   2    12    1    12
35   1   1   2    12    0     0
22   1   2   2    13    1    13
39   1   1   2    14    0    0
26   2   2   2    13    1   13
49   2   2   1    13    1   13
36   1   2   1    13    1   13
56   1   2   2    12    1   12
16   1   2   2     9    1    9
30   1   2   2    12    1   12
48   1   1   2     8    0    0
27   1   1   2     8    0    0
22   1   2   2    12    1   12
23   2   1   2    13    0    0
35   1   1   2     8    0    0
19   1   1   2    12    0    0
56   1   2   2    13    1   13
28   1   2   2     8    1    8
33   1   2   2     8    1    8
18   1   1   2    11    0    0
16   2   2   2    11    1   11
36   2   2   2    13    1   13
25   1   2   2     9    1    9
36   1   1   2     8    0    0
26   2   1   2    12    0    0
20   1   2   2    11    1   11
31   1   2   2    13    1   13
62   1   1   2    10    0    0
17   1   2   2    11    1   11
44   2   2   2    10    1   10
32   1   2   2    11    1   11
18   2   1   2    12    0    0
35   1   2   2    12    1   12
63   1   2   2    12    1   12
36   2   2   2    13    1   13
23   2   1   2    13    0    0
36   2   2   2    12    1   12
18   1   1   2   11.5   0    0
21   1   2   2     9    1    9
20   2   1   2    11    0    0
20   1   2   2    12    1   12
17   1   1   2    12    0    0
25   1   2   2    11    1   11
19   1   2   2    11    1   11
17   2   2   2    11    1   11
17   1   2   2    11    1    11
42   1   2   2     8    1     8
16   1   2   2    10    1    10
22   2   2   2    13    1    13
61   2   2   2    18    1    18
61   1   2   2    10    1    10
22   1   2   2    12    1    12
37   1   2   2    12    1    12
17   1   1   2   11.5   0     0
24   1   2   2    14    1    14
36   1   1   2   11.5   0     0
22   1   1   2    13    0     0
18   1   1   2    13    0     0
17   1   1   2    10    0     0
16   1   1   2    10    0     0
18   1   2   2    12    1    12
24   1   2   2    12    1    12
63   1   1   2    12    0     0
22   1   1   2    13    0     0
17   1   2   2   11.5   1   11.5
21   1   2   2    16    1    16
28   1   2   2    12    1    12
18   1   2   2    11    1    11
24   1   1   2    13    0     0
49   1   1   2    12    0     0
22   2   2   2    12    1    12
40   1   2   2    12    1    12
22   1   2   2    13    1    13
17   1   2   2    11    1    11
47   2   2   2    12    1    12
22   2   2   2    11    1    11
39   2   2   2    13    1    13
23   2   2   2    14    1    14
37   2   2   2    13    1    13
20   1   1   2    12    0     0
20   1   1   2    13    0     0
40   1   1   2    13    0     0
17   1   1   2    11    0     0
19   1   2   2    12    1    12
18   1   1   2    11    0     0
20   1   2   2    11    1    11
16   1   2   2    10    1    10
18   1   2   2    10    1    10
21   2   1   2    12    0     0
18   2   2   2    11    1    11
57   1   2   2    12    1    12
63   1   2   2    12    1    12
16   1   1   2    10    0     0
20   1   1   2    12    0     0
23   1   2   2   11.5   1   11.5
19   1   2   2    10    1    10
57   1   2   2    12    1    12
20   1   2   2    13    1    13
19   1   2   2    11    1    11
17   1   2   2    11    1    11
17   1   2   2    11    1    11
18   1   2   2    10    1    10
58   2   2   2     8    1     8
60   1   2   2    13    1    13
22   1   2   2    16    1    16
29   1   1   2    12    0     0
47   1   2   2     9    1     9
21   2   2   2    13    1    13
19   1   1   2    13    0     0
35   1   2   2    13    1    13
25   1   2   2    10    1    10
18   3   1   2   11.5   0     0
36   1   2   2    12    1    12
19   1   2   2    12    1    12
19   1   2   2    12    1    12
16   1   2   2    10    1    10
16   1   1   2    10    0     0
17   1   2   2    10    1    10
55   1   1   2    12    0     0
24   2   2   2     9    1     9
23   1   2   2    12    1    12
18   1   2   2   11.5   1   11.5
54   1   1   2    13    0     0
16   1   2   2    11    1    11
63   1   2   2    12    1    12
21   1   2   2    12    1    12
36   1   2   2    12    1    12
21   1   2   2    13    1    13
20   1   2   2    13    1    13
46   1   2   2     8    1     8
23   1   2   2    12    1    12
16   1   1   2    10    0     0
20   1   2   2    10    1    10
26   2   2   2    13    1    13
42   1   2   2    12    1    12
22   1   1   2    12    0     0
48   2   2   2    11    1    11
37   1   2   2    12    1    12
18   1   1   2    11    0     0
18   1   2   2    12    1    12
33   1   2   2    18    1    18
18   1   2   2   11.5   1   11.5
17   1   2   2    10    1    10
16   1   1   2    10    0     0
16   1   1   2    10    0     0
16   1   2   2     9    1     9
18   1   1   2    12    0     0
20   1   2   2    13    1    13
27   1   1   2    13    0     0
19   1   1   2    13    0     0
34   1   2   2    12    1    12
46   1   1   1    11    0     0
17   1   2   2    11    1    11
19   1   1   1    13    0     0
20   1   1   2    13    0     0
16   1   2   2     9    1     9
17   1   2   2    10    1    10
30   1   2   2    12    1    12
24   1   1   1    13    0     0
20   3   1   1    13    0     0
19   5   2   1    12    1    12
28   1   1   1    13    0     0
56   1   2   1     8    1     8
16   1   1   1    10    0     0
62   2   1   1    10    0     0
19   1   1   1    13    0     0
32   2   2   2     9    1     9
16   1   1   2     9    0     0
22   1   2   2    12    1    12
16   1   1   2    10    0     0
34   1   1   2   11.5   0     0
16   1   1   2    10    0     0
33   2   2   2    12    1    12
16   1   1   2    10    0     0
20   1   2   2    13    1    13
22   1   2   2    13    1    13
20   1   2   2    13    1    13
34   3   2   2    11    1    11
18   1   2   2   11.5   1   11.5
24   1   2   2    13    1    13
24   1   2   2    13    1    13
17   1   2   2   11.5   1   11.5
21   1   1   2    13    0     0
27   1   1   2    13    0     0
23   5   2   2    13    1    13
21   1   2   2    13    1    13
33   2   2   2    13    1    13
24   1   1   2    13    0     0
23   2   2   2    12    1    12
34   1   2   2    12    1    12
20   4   2   2    13    1    13
16   1   2   2    10    1    10
27   1   2   2     8    1     8
21   4   1   2    14    0     0
26   1   1   2     8    0     0
34   1   1   2     8    0     0
25   1   2   2     8    1     8
18   2   1   2    12    0     0
18   5   2   2    12    1    12
21   1   1   2    13    0     0
21   1   2   2    11    1    11
37   1   1   2     8    0     0
23   1   2   2    12    1    12
33   1   1   2     8    0     0
16   2   2   2    10    1    10
49   1   2   2    12    1    12
19   1   1   2    13    0     0
41   1   1   2    12    0     0
39   4   2   2    12    1    12
19   1   2   2    10    1    10
33   1   2   2    12    1    12
32   1   2   2    13    1    13
18   1   2   2    10    1    10
32   1   1   2     8    0     0
37   2   2   2    12    1    12
26   1   2   2    12    1    12
19   1   2   2    11    1    11
37   1   1   2    11    0     0
23   5   2   2    11    1    11
28   1   1   2    12    0     0
17   2   2   2   11.5   1   11.5
36   1   2   2    16    1    16
18   1   1   2    11    0     0
17   1   1   2    11    0     0
18   1   2   2    10    1    10
16   1   1   2    10    0     0
18   1   2   2   11.5   1   11.5
16   1   2   2    10    1    10
58   1   1   2    12    0     0
45   4   1   2     8    0     0
20   4   1   2    12    0     0
18   4   1   2    10    0     0
17   1   2   2    10    1    10
23   2   2   2    13    1    13
33   1   1   2    11    0     0
32   1   2   2    12    1    12
34   1   1   2    13    0     0
16   1   1   2     9    0     0
40   1   2   2    12    1    12
18   1   2   2    11    1    11
29   1   2   2    13    1    13
20   1   1   2    13    0     0
42   1   1   2    13    0     0
17   1   2   2   11.5   1   11.5
19   2   2   2    12    1    12
20   2   1   2   11.5   0     0
17   1   1   2    11    0     0
16   1   2   2     9    1     9
22   1   2   2    13    1    13
18   1   1   2    10    0     0
54   1   2   2    11    1    11
30   1   1   2    12    0     0
25   1   1   2    11    0     0
19   1   2   2    13    1    13
19   1   2   2    12    1    12
16   1   2   2    10    1   10
19   1   1   2    11    0    0
32   1   2   2    12    1   12
17   1   2   2    11    1   11
16   1   1   2     9    0    0
17   1   1   2    10    0    0
18   1   2   2    12    1   12
58   1   2   2    12    1   12
29   1   1   2    12    0    0
19   1   1   2    13    0    0
24   1   1   2    10    0    0
16   1   1   2     9    0    0
17   1   1   2    11    0    0
17   1   2   2    11    1   11
16   1   1   2    10    0    0
17   1   1   2    11    0    0
22   4   2   2    13    1   13
21   4   1   2    13    0    0
19   4   1   2    13    0    0
17   1   2   2    11    1   11
17   1   1   2    13    0    0
32   2   2   2    12    1   12
39   1   2   2    12    1   12
36   1   2   2     9    1    9
24   1   1   2    13    0    0
33   1   2   2    12    1   12
64   1   2   2    16    1   16
64   2   1   2    12    0    0
19   1   2   2    13    1   13
16   1   2   2    10    1   10
18   1   1   2   11.5   0    0
23   2   1   2    12    0    0
56   1   2   2    14    1   14
35   1   2   2    12    1   12
62   1   2   2     8    1    8
60   1   2   2     8    1    8
20   1   1   2     9    0    0
21   1   1   2    13    0    0
21   1   2   2    13    1   13
27   3   1   2    10    0    0
28   1   2   2    13    1   13
27   1   2   2    12    1   12
20   1   2   2    13    1    13
42   1   2   2    16    1    16
19   1   1   2    13    0     0
44   1   2   2    16    1    16
17   1   1   2    12    0     0
18   4   1   2    11    0     0
19   1   1   2    12    0     0
22   1   2   2    12    1    12
32   1   2   2    12    1    12
16   1   2   2     9    1     9
17   1   1   2     9    0     0
22   1   1   2   11.5   0     0
20   1   1   2    12    0     0
18   1   1   2    11    0     0
17   1   2   2   11.5   1   11.5
20   1   1   2    12    0     0
41   1   2   2    12    1    12
19   1   1   2    13    0     0
27   1   1   2    10    0     0
23   1   2   2     8    1     8
48   1   2   2    12    1    12
18   1   1   2    13    0     0
30   1   2   2    13    1    13
16   1   1   2    11    0     0
42   1   2   2    13    1    13
22   1   2   2    13    1    13
16   1   1   2    10    0     0
17   2   2   2    11    1    11
16   2   2   2     8    1     8
17   1   1   2    10    0     0
27   1   2   2    13    1    13
19   3   1   2    13    0     0
60   1   1   2    12    0     0
34   1   2   2    13    1    13
33   1   2   2    14    1    14
21   1   2   2    13    1    13
21   1   1   2    13    0     0
20   1   1   2    12    0     0
16   1   1   2     9    0     0
43   1   2   2    12    1    12
18   1   2   2   11.5   1   11.5
17   1   1   2    10    0     0
16   1   1   2     9    0     0
18   1   2   2    11    1    11
59   1   1   2    14    0     0
17   1   1   2    11    0     0
40   2   2   2    13    1    13
19   1   2   2    13    1    13
18   1   1   2    11    0     0
36   1   2   2    12    1    12
26   1   1   2    12    0     0
31   1   2   2    13    1    13
43   1   2   2    13    1    13
32   1   2   2    12    1    12
26   1   1   2    12    0     0
21   1   1   2     8    0     0
19   1   1   2    13    0     0
53   1   1   2    12    0     0
16   1   1   2    10    0     0
34   1   2   2    16    1    16
44   1   2   2    12    1    12
28   1   2   2    13    1    13
43   1   2   2    12    1    12
17   1   2   2    10    1    10
30   2   2   2     8    1     8
53   1   2   2    10    1    10
47   1   2   2    12    1    12
18   1   2   2   11.5   1   11.5
16   3   1   2    10    0     0
30   1   2   2    13    1    13
18   1   2   2    12    1    12
22   1   1   2    13    0     0
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65   1   2   2     8    1     8
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39   2   2   2   12   1   12
18   2   2   2   11   1   11
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20   1   2   2   12   1   12
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41   2   2   2   12   1   12
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18   1   1   2   11   0    0
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36   1   1   2   12   0    0
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22   1   2   2   12   1   12
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17   2   2   2    12    1   12
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44   1   2   2    12    1   12
18   1   1   2   11.5   0    0
23   2   2   2    12    1   12
18   1   2   2    11    1   11
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38   2   2   2    11    1   11
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37   2   1   1   12   0    0
19   2   1   1   12   0    0
60   1   1   1   12   0    0
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44   1   2   1   12   1   12
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42   1   2   1   12   1   12
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33   2   1   2   12   0    0
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26   2   2   2   12   1   12
58   1   2   2   12   1   12
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31   2   2   2   12   1   12
63   1   2   2   13   1   13
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64   2   1   2    8   0    0
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27   1   1   2   12   0    0
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42   1   2   2   12   1   12
46   1   2   2   12   1   12
50   1   1   2   13   0    0
37   1   1   2   13   0    0
19   1   2   2   13   1   13
21   1   1   2   13   0    0
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36   5   2   2   12   1   12
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38   1   1   2    8   0    0
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45   1   2   2   11   1   11
18   1   2   2   12   1   12
17   1   2   2   10   1   10
29   1   1   2   13   0    0
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34   1   1   2    12    0     0
18   1   1   2    11    0     0
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39   1   2   2   12   1   12
23   1   2   2   12   1   12
26   1   2   2   12   1   12
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22   1   2   2   13   1   13
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64   1   2   2    12    1    12
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17   1   1   2    11    0    0
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54   1   2   2   12   1   12
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45   1   2   2   13   1   13
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20   1   1   2    12    0     0
33   1   2   2    13    1    13
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35   1   2   2   12   1   12
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45   1   1   2   13   0    0
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36   1   2   2   12   1   12
37   1   2   2   12   1   12
21   1   2   2   12   1   12
21   2   1   2   13   0    0
29   1   2   2   13   1   13
52   1   2   2   13   1   13
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65   1   2   2    16    1    16
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32   2   2   2    13    1    13
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21   1   1   2    13    0     0
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24   1   1   2    13    0     0
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32   1   2   2    12    1    12
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26   1   1   2    12    0     0
21   1   1   2    13    0     0
31   1   2   2     8    1     8
28   1   2   2    12    1    12
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28   1   2   1    12    1   12
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51   1   1   2    13    0    0
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22   1   2   2    13    1   13
23   1   2   2    13    1   13
21   1   2   2    13    1   13
24   1   2   2    12    1   12
19   1   2   2    12    1   12
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21   1   2   2    13    1   13
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31   2   2   2    12    1    12
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32   1   2   2    13    1    13
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18   1   1   2    12    0     0
44   1   2   2    12    1    12
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21   1   2   2    12    1    12
24   2   2   2    13    1    13
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23   1   1   2    13    0     0
21   1   2   2    12    1    12
21   1   2   2     8    1     8
44   1   2   2    12    1    12
21   1   2   2    12    1    12
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20   1   1   2    12    0     0
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27   1   1   2    12    0     0
19   1   1   2    12    0     0
46   1   1   2    12    0     0
43   1   1   2   13   0    0
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45   1   2   2   12   1   12
35   1   2   2   13   1   13
26   1   2   2   12   1   12
29   1   2   2   12   1   12
23   1   2   2   13   1   13
24   1   2   2   12   1   12
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21   1   1   2   12   0    0
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21   1   1   2   10   0    0
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45   1   1   2   12   0    0
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31   1   2   2   13   1   13
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49   2   1   2   13   0    0
50   1   2   2   12   1   12
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30   1   2   2   13   1   13
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30   1   2   2   12   1   12
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24   1   2   2   13   1   13
26   1   1   1   12   0    0
44   1   2   2   13   1   13
59   1   2   2   10   1   10
41   1   2   1   13   1   13
39   1   2   1   13   1   13
23   1   2   2   13   1   13
24   1   2   2   14   1   14
33   1   2   2   12   1   12
40   1   2   2   11   1   11
51   1   2   2   13   1   13
46   1   2   2   13   1   13
35   3   2   2   13   1   13
28   1   1   2   12   0    0
31   1   2   2   12   1   12
24   1   2   2   13   1   13
24   1   2   2   12   1   12
58   1   2   2   13   1   13
27   1   1   2    8   0    0
18   1   2   2   12   1   12
21   1   2   2   12   1   12
37   1   2   1   14   1   14
64   1   2   1   12   1   12
55   1   2   1   12   1   12
36   1   2   2   12   1   12
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33   2   2   2   12   1   12
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23   1   2   2   12   1   12
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21   1   1   2   12   0    0
65   1   2   1    8   1    8
63   4   2   2   12   1   12
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40   1   2   2   12   1   12
36   1   2   2   12   1   12
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22   2   2   2   13   1   13
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30   2   2   2   13   1   13
45   1   2   2   12   1   12
49   1   2   2   12   1   12
38   2   2   2   12   1   12
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60   1   2   2   12   1   12
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22   1   1   1   12   0    0
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56   1   2   1   12   1   12
22   2   2   1   12   1   12
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36   2   2   1   13   1   13
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17   1   2   2   11   1   11
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56   1   2   2   12   1   12
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47   1   2   2   12   1   12
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27   1   2   2   13   1   13
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19   1   2   2   13   1   13
55   1   2   2   12   1   12
65   1   2   2   12   1   12
41   1   1   2   13   0    0
39   1   2   2   12   1   12
24   1   1   2   12   0    0
48   2   1   2    8   0    0
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62   2   2   2    8   1    8
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28   1   1   2   12   0    0
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17   1   1   2   10   0    0
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45   1   2   2   12   1   12
47   1   2   2   12   1   12
30   2   2   2   13   1   13
21   2   2   2   10   1   10
48   2   1   2   13   0    0
33   2   1   2   12   0    0
25   2   1   2   12   0    0
41   2   2   2   12   1   12
42   2   1   2    8   0    0
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27   5   1   2    8   0    0
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19   1   2   2   12   1   12
22   1   2   2   12   1   12
48   1   1   2   18   0    0
50   1   2   2   12   1   12
48   1   1   2   12   0    0
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23   4   1   2   12   0    0
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38   1   2   2   12   1   12
19   1   1   2   12   0    0
19   1   2   2   12   1   12
22   1   1   2   12   0    0
26   1   1   2   13   0    0
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22   1   2   2   13   1   13
37   1   2   2   12   1   12
37   1   1   2    8   0    0
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22   1   1   2    13    0     0
35   1   1   2    12    0     0
21   5   1   2    12    0     0
17   1   1   2   11.5   0     0
27   1   1   2    13    0     0
19   1   1   2    12    0     0
40   1   2   2    12    1    12
20   1   2   2    13    1    13
55   1   2   2    12    1    12
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32   1   2   2    12    1    12
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21   1   2   2    13    1    13
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62   1   2   2    12    1    12
50   1   2   2    13    1    13
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34   1   2   2    12    1    12
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32   1   1   2    13    0     0
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35   1   2   2    12    1    12
50   1   2   2    12    1    12
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33   1   1   2    10    0     0
22   1   1   2    13    0     0
35   1   1   2    12    0     0
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46   2   2   2    12    1    12
24   1   2   2    12    1    12
37   1   2   2   11.5   1   11.5
33   1   1   2    12    0     0
43   1   2   2   16   1   16
34   1   2   2   12   1   12
33   1   2   2   13   1   13
24   1   2   2   13   1   13
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22   1   1   2   13   0    0
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42   1   2   2   12   1   12
53   1   2   2   12   1   12
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42   1   2   2   12   1   12
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48   1   2   2   13   1   13
35   1   2   2   13   1   13
39   1   2   2   12   1   12
31   1   2   2   13   1   13
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47   1   2   2   13   1   13
38   1   2   2   12   1   12
23   1   2   2   13   1   13
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42   2   2   2   12   1   12
51   1   2   2   12   1   12
21   2   1   2   12   0    0
32   2   2   2   13   1   13
17   1   1   2   11   0    0
22   1   2   2   12   1   12
24   1   2   2   16   1   16
22   1   2   2   13   1   13
31   1   1   2   16   0    0
30   1   2   2   12   1   12
21   1   1   2   12   0    0
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21   1   2   2    13    1    13
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43   1   1   2    13    0     0
57   1   2   2    12    1    12
32   1   2   2    16    1    16
48   1   2   2    11    1    11
28   1   2   2    13    1    13
26   1   1   2    16    0     0
49   1   2   2    12    1    12
25   3   2   2   11.5   1   11.5
25   2   2   2    12    1    12
37   1   1   2    18    0     0
25   1   1   2    16    0     0
22   1   2   2    13    1    13
42   1   1   2    12    0     0
29   1   1   2     8    0     0
62   1   2   2    16    1    16
30   1   2   2    12    1    12
26   1   2   2    12    1    12
28   1   2   2    12    1    12
20   1   2   2    13    1    13
64   1   2   2    12    1    12
21   1   1   2    10    0     0
53   2   2   2    12    1    12
21   2   2   2    12    1    12
43   1   1   2    12    0     0
32   1   1   2    12    0     0
17   1   2   2    11    1    11
49   1   2   2    13    1    13
19   1   1   2    12    0     0
23   1   2   2    16    1    16
32   1   1   2    12    0     0
26   4   1   2    18    0     0
41   1   1   2    12    0     0
36   3   2   2    12    1    12
24   1   2   2    13    1    13
21   1   1   2    13    0     0
56   1   2   2    13    1    13
22   2   1   2    13    0     0
25   2   1   2    13    0     0
45   5   2   2    12    1    12
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21   1   1   2    13    0     0
36   1   1   2    11    0     0
64   1   2   2    12    1    12
18   1   2   2    13    1    13
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28   1   2   2    12    1    12
29   1   1   2    13    0     0
26   1   2   2    16    1    16
40   1   1   2    12    0     0
33   2   2   2    12    1    12
43   2   2   2   11.5   1   11.5
26   1   2   2    13    1    13
28   1   2   2    13    1    13
52   1   2   2     9    1     9
25   2   2   2    11    1    11
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43   2   2   2    12    1    12
34   1   1   2    13    0     0
25   2   2   2    13    1    13
18   2   1   2    12    0     0
26   4   2   2    13    1    13
26   1   2   2    16    1    16
23   1   2   2    16    1    16
48   1   1   2    12    0     0
22   1   2   2    13    1    13
22   1   1   2    13    0     0
22   4   1   2    13    0     0
21   1   1   2    13    0     0
35   1   2   2    14    1    14
22   1   1   2    16    0     0
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25   2   2   2    12    1    12
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25   2   2   2    13    1    13
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27   1   1   2    16    0     0
26   1   2   2    10    1    10
30   1   2   2    16    1    16
54   1   2   2     9    1     9
21   3   2   2    12    1   12
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42   1   2   2    13    1   13
19   2   2   2    12    1   12
48   2   2   2    12    1   12
18   1   1   2    12    0    0
29   2   2   2    12    1   12
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19   1   1   2    13    0    0
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27   1   1   2    12    0    0
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38   1   2   2    13    1   13
37   1   2   2    16    1   16
24   1   2   2    16    1   16
25   1   1   2    13    0    0
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27   1   1   2    16    0    0
43   1   1   2    13    0    0
55   1   2   2    12    1   12
38   2   2   2    12    1   12
27   1   2   2    12    1   12
39   2   1   2    13    0    0
54   2   2   2    12    1   12
24   2   2   2    11    1   11
47   2   2   2    12    1   12
51   1   2   2    13    1   13
35   1   2   2    12    1   12
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40   1   2   2    13    1   13
20   1   1   2    13    0    0
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37   1   2   2    11    1   11
22   1   1   2    14    0    0
21   1   1   2    13    0    0
30   1   2   2    13    1   13
33   1   1   2    11    0    0
59   1   1   2    12    0     0
43   1   2   2    12    1    12
32   1   2   2    12    1    12
21   1   1   2    13    0     0
19   2   1   2    12    0     0
36   1   1   2    12    0     0
53   1   1   2    12    0     0
23   1   2   2    13    1    13
31   1   1   2    12    0     0
17   1   1   2    10    0     0
27   1   2   2    12    1    12
32   1   2   2    13    1    13
57   1   1   2     9    0     0
55   1   1   2    12    0     0
34   1   2   2    13    1    13
31   1   1   2    12    0     0
23   1   1   2     8    0     0
24   3   2   2    14    1    14
30   1   1   2    12    0     0
28   1   1   2    12    0     0
18   1   1   2    12    0     0
28   1   1   2    12    0     0
36   1   2   2    12    1    12
17   1   2   2   11.5   1   11.5
53   1   2   2    12    1    12
55   1   2   2    12    1    12
42   1   2   2    12    1    12
19   1   2   2    13    1    13
40   2   2   2    12    1    12
23   2   2   2    12    1    12
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28   1   2   2    13    1    13
20   1   2   2    13    1    13
21   5   2   2    12    1    12
52   2   1   2    13    0     0
20   1   2   2    13    1    13
32   1   2   2    13    1    13
44   4   1   2     8    0     0
31   2   2   2    12    1    12
61   1   2   2    13    1    13
57   1   2   2    12    1    12
20   1   2   2    13    1    13
38   2   1   2    16    0    0
47   2   2   2     9    1    9
30   2   1   2    13    0    0
21   4   1   2   11.5   0    0
28   1   2   2    12    1   12
53   1   1   2     8    0    0
24   1   1   2    12    0    0
43   1   2   2    12    1   12
30   1   1   2    12    0    0
56   1   2   2    12    1   12
42   1   1   2    13    0    0
23   1   1   2    12    0    0
35   1   2   2    13    1   13
42   1   2   2    12    1   12
19   1   1   2    12    0    0
30   1   2   2    13    1   13
27   1   1   2     9    0    0
24   1   2   2    12    1   12
30   2   2   2    12    1   12
54   1   2   2    13    1   13
22   1   1   2    13    0    0
55   1   2   2     8    1    8
40   1   2   2    13    1   13
28   1   1   2    13    0    0
35   1   2   2     8    1    8
42   1   1   2    13    0    0
31   1   1   2     9    0    0
19   1   1   2     8    0    0
22   1   1   2    13    0    0
30   1   1   2    13    0    0
44   1   2   2     8    1    8
20   1   1   2    12    0    0
37   2   2   2    12    1   12
21   1   2   2    12    1   12
49   1   2   2    14    1   14
28   1   1   2    12    0    0
35   1   1   2     8    0    0
23   1   2   2    13    1   13
21   1   2   2    13    1   13
18   1   2   2    12    1   12
24   1   1   2    13    0    0
25   1   1   2    13    0    0
22   1   1   2   13   0    0
18   1   2   2   12   1   12
22   1   2   2   13   1   13
39   1   2   2    9   1    9
18   1   1   2   12   0    0
36   1   1   2   11   0    0
33   1   1   2   12   0    0
28   1   1   2   12   0    0
32   1   2   2   13   1   13
25   1   1   2   13   0    0
43   1   2   2   13   1   13
19   1   2   2   12   1   12
35   1   2   2   16   1   16
37   1   2   2   12   1   12
19   1   1   2   12   0    0
21   1   2   2   13   1   13
34   1   1   2   13   0    0
42   1   1   2   12   0    0
38   2   2   2   12   1   12
20   1   1   2   13   0    0
42   1   2   2   12   1   12
20   1   1   2   13   0    0
30   1   2   2   16   1   16
43   2   2   2   12   1   12
24   1   1   2   12   0    0
33   1   2   2   16   1   16
20   1   2   2   12   1   12
57   1   2   2   13   1   13
33   1   1   2    9   0    0
24   1   1   2   12   0    0
23   1   2   2   12   1   12
27   1   2   2   12   1   12
21   1   2   2   13   1   13
34   1   2   2   13   1   13
21   4   2   2   12   1   12
21   1   2   2   12   1   12
28   1   1   2   13   0    0
52   1   2   2   12   1   12
27   1   2   2   12   1   12
30   1   2   2   12   1   12
55   1   2   2   13   1   13
37   1   2   2   12   1   12
29   1   2   2    16    1    16
33   2   1   1    11    0     0
22   1   2   2    12    1    12
20   1   1   2    11    0     0
38   1   1   2    13    0     0
46   1   1   2    12    0     0
37   1   1   2    14    0     0
47   1   2   2    12    1    12
30   1   2   1    12    1    12
17   1   2   1   11.5   1   11.5
46   1   2   2    11    1    11
43   2   2   2    12    1    12
49   1   2   2    11    1    11
22   1   1   2    13    0     0
61   1   2   2    12    1    12
52   1   2   2     8    1     8
48   1   2   2    12    1    12
30   1   2   2    12    1    12
41   1   2   2    12    1    12
25   2   2   2    13    1    13
37   1   2   2    12    1    12
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49   1   2   1    12    1    12
36   1   2   2    12    1    12
19   1   1   2    13    0     0
24   1   2   2    13    1    13
33   4   2   2     8    1     8
44   1   2   2    13    1    13
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26   1   2   2    12    1    12
31   1   2   1    13    1    13
48   1   2   1    12    1    12
44   1   2   2    14    1    14
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54   1   2   1    12    1    12
53   1   2   2     8    1     8
21   1   2   2    13    1    13
47   1   2   2    12    1    12
36   1   2   2    13    1    13
29   1   1   2   11.5   0     0
40   1   2   2    13    1    13
18   1   2   2   11.5   1   11.5
18   1   2   2    11    1    11
43   1   2   2    12    1    12
20   1   2   2    11    1    11
44   4   2   2    18    1    18
25   1   1   2    12    0     0
26   1   2   2    13    1    13
51   1   2   1    13    1    13
40   1   2   2    13    1    13
38   1   1   1    12    0     0
54   1   1   1    14    0     0
18   1   2   1    11    1    11
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30   1   1   2    12    0     0
41   1   2   2    13    1    13
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21   1   1   2    14    0     0
19   1   1   2    13    0     0
39   1   2   2    12    1    12
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33   1   1   2    12    0     0
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43   1   1   2    12    0     0
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41   1   2   2    12    1    12
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47   4   1   2    12    0     0
30   1   1   2    13    0     0
18   1   1   2    12    0     0
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39   1   2   2    13    1    13
49   1   2   2    13    1    13
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63   1   1   2     8    0     0
46   1   1   2    12    0     0
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39   1   2   2    12    1    12
19   1   2   2    13    1    13
19   1   2   2    12    1    12
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18   1   1   2    12    0     0
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23   1   2   2    12    1    12
43   1   2   2    11    1    11
36   1   2   2    12    1    12
27   2   2   2    13    1    13
49   1   2   2   11.5   1   11.5
37   1   2   2   12   1   12
47   1   1   2   11   0    0
23   2   1   2   13   0    0
43   1   1   2   12   0    0
27   1   2   2   12   1   12
33   1   2   2   12   1   12
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25   1   2   2   12   1   12
30   1   2   2   13   1   13
44   1   1   2   13   0    0
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39   1   2   2   12   1   12
37   2   2   2   12   1   12
34   1   1   2   13   0    0
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32   4   2   2   13   1   13
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21   1   1   2   12   0    0
21   1   1   2   12   0    0
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51   1   2   2   12   1   12
46   1   2   2   13   1   13
60   1   2   2   12   1   12
29   1   2   2   11   1   11
28   1   1   2   13   0    0
39   1   2   2   13   1   13
49   1   2   2   11   1   11
26   1   1   1    9   0    0
33   1   2   1   12   1   12
43   1   2   2   12   1   12
18   1   2   2   13   1   13
38   1   1   2   11   0    0
50   2   1   2   12   0    0
23   1   2   2   13   1   13
43   1   1   2   10   0    0
43   1   2   2   12   1   12
23   1   1   2   13   0    0
42   1   2   2   12   1   12
27   1   2   2   13   1   13
42   1   2   2   12   1   12
27   1   2   2   16   1   16
42   1   2   2   12   1   12
39   1   2   2   12   1   12
37   1   2   2   12   1   12
50   1   2   2   13   1   13
32   2   2   2   13   1   13
31   1   2   2   13   1   13
35   1   2   2   12   1   12
31   4   2   2   16   1   16
37   1   2   1   12   1   12
32   2   1   2   12   0    0
34   2   1   2   12   0    0
31   2   1   2   13   0    0
63   4   1   1   18   0    0
28   2   1   1   12   0    0
19   1   2   1   11   1   11
60   1   1   1   16   0    0
56   1   1   1   12   0    0
31   1   2   1   12   1   12
24   4   2   1   12   1   12
23   2   2   1   13   1   13
24   1   2   1   14   1   14
23   1   1   1   11   0    0
19   1   2   2   12   1   12
19   1   2   2   13   1   13
35   1   1   2   13   0    0
26   1   1   2   16   0    0
34   1   1   2   16   0    0
36   2   2   2   12   1   12
54   1   2   2    8   1    8
38   1   1   2   13   0    0
25   1   2   2   13   1   13
39   4   2   2   12   1   12
33   1   1   2   12   0    0
24   1   1   2    8   0    0
31   4   2   2   16   1   16
28   1   1   2   12   0    0
21   1   1   2   13   0    0
47   1   1   2    8   0    0
32   1   1   2   12   0    0
36   2   2   2   12   1   12
21   1   1   2    11    0    0
35   1   2   2     8    1    8
65   1   1   2    13    0    0
64   1   1   2    12    0    0
40   3   2   2    13    1   13
19   4   2   2    13    1   13
22   1   1   2    13    0    0
51   1   2   2    13    1   13
22   1   2   2    14    1   14
22   1   1   2    10    0    0
22   1   1   2    10    0    0
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27   1   2   2    16    1   16
31   1   1   2     8    0    0
34   1   1   2    12    0    0
22   1   1   2    16    0    0
50   1   2   2    12    1   12
23   1   2   2    13    1   13
27   1   1   2     8    0    0
22   1   2   2    13    1   13
61   1   2   2    13    1   13
33   2   2   2    10    1   10
45   1   2   2    12    1   12
36   1   1   2    13    0    0
18   1   1   2    12    0    0
18   1   1   2    10    0    0
29   1   2   2    10    1   10
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55   1   2   2    13    1   13
27   5   2   2    10    1   10
41   1   1   2     8    0    0
59   1   2   2    12    1   12
23   1   2   2    16    1   16
43   1   2   2    13    1   13
17   1   1   2   11.5   0    0
45   1   2   2    13    1   13
61   1   2   2    12    1   12
34   1   2   2    16    1   16
22   3   1   2    13    0    0
25   1   2   2    12    1   12
56   1   2   2    12    1   12
20   2   2   2   13   1   13
35   1   1   2   13   0    0
26   1   1   2   12   0    0
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61   1   1   2   12   0    0
23   1   1   2   12   0    0
63   1   2   2   14   1   14
29   1   2   2   12   1   12
24   1   2   2   13   1   13
21   1   1   2   12   0    0
64   1   2   2   12   1   12
21   4   1   2   12   0    0
21   1   2   2   12   1   12
31   1   2   2   12   1   12
43   1   1   2   13   0    0
40   1   2   2   12   1   12
48   1   2   2   16   1   16
20   1   1   2   13   0    0
32   1   2   2   13   1   13
23   1   2   2   13   1   13
22   1   2   2   13   1   13
31   1   2   2   14   1   14
20   1   1   2   12   0    0
28   1   2   2   13   1   13
29   1   2   2   13   1   13
37   1   2   2   12   1   12
23   1   1   2   12   0    0
26   1   1   2   12   0    0
48   1   2   2   12   1   12
40   1   2   2   12   1   12
28   1   2   2   13   1   13
45   2   2   2   18   1   18
21   1   2   2   13   1   13
24   2   2   2   13   1   13
20   2   1   2   12   0    0
24   1   1   2   14   0    0
26   1   1   2   13   0    0
35   1   2   2   12   1   12
55   4   2   2    8   1    8
24   1   2   2   13   1   13
38   1   2   2   13   1   13
18   1   1   2   11   0    0
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28   1   2   2    13    1    13
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60   1   2   2    13    1    13
22   1   2   2    13    1    13
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30   1   2   2    13    1    13
24   1   1   2    12    0     0
46   2   2   2    12    1    12
22   1   1   2    16    0     0
36   1   2   2    12    1    12
46   1   2   2    12    1    12
28   1   2   2    12    1    12
42   1   1   2    13    0     0
59   1   1   2    12    0     0
48   1   1   2    12    0     0
57   1   2   2    13    1    13
24   1   2   2    16    1    16
35   2   2   2    12    1    12
38   1   2   2    12    1    12
28   1   2   2    12    1    12
38   1   2   2    12    1    12
21   1   1   2    12    0     0
29   1   1   2    11    0     0
39   1   2   2    12    1    12
34   1   2   2    13    1    13
43   1   2   2    13    1    13
27   1   2   2    13    1    13
46   1   2   2    13    1    13
19   1   2   2    12    1    12
46   1   2   2   11.5   1   11.5
18   1   1   2    10    0     0
28   1   1   2    12    0     0
23   1   1   2    16    0     0
31   2   1   2    12    0     0
40   1   1   2    13    0     0
45   1   1   2    13    0     0
44   1   2   2    12    1    12
22   1   2   2    13    1    13
29   1   2   2    12    1    12
39   1   1   2    12    0     0
23   1   2   2    12    1   12
33   1   1   2    12    0    0
22   1   1   2    12    0    0
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44   1   1   2     8    0    0
30   1   1   2    12    0    0
22   1   2   2    13    1   13
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54   1   2   2    11    1   11
27   1   1   2    16    0    0
37   1   2   2    12    1   12
25   1   2   2    13    1   13
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25   1   1   2    12    0    0
37   1   2   2    12    1   12
61   1   1   2    12    0    0
28   1   2   2    13    1   13
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32   1   2   2    12    1   12
37   1   2   2    12    1   12
58   1   2   2    13    1   13
30   1   2   2    12    1   12
32   1   1   2    13    0    0
25   1   1   2     9    0    0
19   1   2   2    10    1   10
32   1   2   1    12    1   12
41   1   1   2    12    0    0
39   1   2   2    13    1   13
24   1   2   2    12    1   12
21   1   2   2    13    1   13
22   1   2   2    12    1   12
32   1   1   2    12    0    0
41   1   2   2    13    1   13
36   1   2   2    14    1   14
46   1   2   2    13    1   13
52   1   2   2    14    1   14
45   1   2   2    13    1   13
62   1   2   2    12    1   12
42   1   2   2    12    1   12
23   2   2   2    12    1   12
20   1   1   2    13    0    0
25   1   1   2   12   0    0
53   1   2   2   12   1   12
28   1   2   2   13   1   13
60   1   2   2   12   1   12
21   1   2   2   13   1   13
54   1   2   2   13   1   13
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28   1   2   2   12   1   12
33   2   2   2   12   1   12
30   1   1   2   14   0    0
37   1   2   2   12   1   12
45   1   2   2   13   1   13
46   1   2   2   12   1   12
40   1   2   2   12   1   12
39   1   1   2   11   0    0
36   1   1   2   10   0    0
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28   1   2   2   12   1   12
43   1   1   2   16   0    0
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60   2   1   2   13   0    0
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33   1   2   2   16   1   16
20   1   2   2   12   1   12
23   1   2   2   12   1   12
29   2   1   1   11   0    0
26   1   2   1   12   1   12
56   1   2   1    8   1    8
49   1   2   1   13   1   13
60   1   2   2   12   1   12
48   1   2   2   12   1   12
26   2   2   2   16   1   16
53   1   2   2   12   1   12
27   1   1   2   12   0    0
21   1   1   2   12   0    0
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20   1   2   2   13   1   13
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36   1   1   2   12   0    0
46   1   1   2   12   0    0
23   1   1   2   13   0    0
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25   1   1   2   13   0    0
47   1   1   2   12   0    0
43   1   2   2   12   1   12
38   1   1   2   12   0    0
29   2   2   2   12   1   12
35   1   2   2   12   1   12
58   1   2   2   11   1   11
21   2   1   2   12   0    0
31   1   2   2   11   1   11
26   1   1   2   12   0    0
26   1   2   2   16   1   16
27   1   2   2   16   1   16
33   1   2   2   16   1   16
31   5   1   2    8   0    0
26   1   2   2   16   1   16
30   1   2   2   13   1   13
29   1   1   2   13   0    0
31   1   1   2   12   0    0
46   1   2   2   16   1   16
58   1   2   2   12   1   12
24   1   2   2   12   1   12
60   1   2   2   12   1   12
53   1   2   2   13   1   13
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34   1   2   2   13   1   13
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38   4   2   2    8   1    8
40   1   2   2   12   1   12
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34   1   2   2   12   1   12
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33   1   1   2   14   0    0
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20   1   2   2   12   1   12
20   1   1   2   12   0    0
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38   1   2   2   12   1   12
47   1   2   2   13   1   13
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32   1   2   2    13    1    13
38   2   2   2    12    1    12
39   1   2   2    12    1    12
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56   1   2   2    12    1    12
23   1   2   2    12    1    12
50   1   1   2    12    0     0
33   1   2   1    12    1    12
48   1   2   2   11.5   1   11.5
38   1   2   2    12    1    12
34   2   1   1    13    0     0
55   1   1   1    13    0     0
40   2   2   2    11    1    11
32   2   1   2    12    0     0
53   1   2   2     8    1     8
19   1   2   2    13    1    13
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40   1   2   2    12    1    12
33   1   2   2    13    1    13
19   1   2   2    13    1    13
18   1   2   2    12    1    12
61   4   1   2    12    0     0
57   1   2   2    12    1    12
37   4   2   2    12    1    12
63   1   2   2     8    1     8
25   2   2   1    16    1    16
33   2   1   1    12    0     0
60   1   1   1    12    0     0
49   1   1   1     8    0     0
47   1   2   1     8    1     8
25   2   1   1    13    0     0
38   1   1   1    12    0     0
44   1   1   1    12    0     0
49   1   1   1    13    0     0
51   1   1   1   11.5   0     0
49   1   1   1     8    0     0
41   1   2   1    12    1    12
24   2   2   1    12    1    12
26   3   2   1    16    1    16
22   1   2   1    12    1   12
41   2   2   1    12    1   12
32   1   1   1    12    0    0
31   1   2   1    13    1   13
48   2   2   1     8    1    8
34   1   2   1    13    1   13
28   1   2   1    11    1   11
35   1   1   1    12    0    0
64   1   2   1    12    1   12
35   1   2   1    13    1   13
26   4   1   1     8    0    0
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40   1   2   1    16    1   16
23   1   1   1    12    0    0
38   1   2   1    12    1   12
20   1   1   1    12    0    0
36   1   2   1    12    1   12
25   2   1   1    12    0    0
32   1   1   1    13    0    0
47   1   2   2    12    1   12
30   2   1   2    12    0    0
50   1   2   2    13    1   13
33   1   1   2     9    0    0
19   1   1   2   11.5   0    0
25   3   2   2    13    1   13
26   1   2   2    13    1   13
28   1   1   2    13    0    0
40   1   2   2    12    1   12
19   1   1   2    12    0    0
57   1   2   2    12    1   12
32   2   1   2    16    0    0
24   1   1   2    12    0    0
45   1   2   2    13    1   13
16   1   1   2    10    0    0
26   1   2   2    13    1   13
30   1   1   2     8    0    0
25   1   2   2    12    1   12
20   4   2   2    13    1   13
23   1   1   2    13    0    0
35   1   1   2    16    0    0
31   1   1   2     8    0    0
17   1   2   2    12    1   12
36   5   2   2    8   1    8
33   2   1   2   12   0    0
27   1   1   2    9   0    0
26   1   2   2   12   1   12
44   1   1   2    8   0    0
19   1   2   2   13   1   13
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32   5   1   2    13    0     0
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34   1   2   2   12   1   12
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21   1   1   2    13    0     0
21   1   2   2    13    1    13
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31   1   2   2    16    1    16
35   1   2   2    14    1    14
61   1   1   2    12    0     0
24   1   2   2    12    1    12
61   1   1   2    12    0     0
26   1   1   2    14    0     0
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46   1   2   2    12    1    12
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37   1   2   2    12    1    12
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53   1   2   1    12    1    12
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57   1   2   2    12    1    12
24   1   2   2    16    1    16
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39   2   2   1    12    1    12
58   1   2   2    13    1    13
45   1   2   2    12    1    12
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57   1   2   2   12   1   12
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38   1   2   2   12   1   12
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58   1   2   2    12    1    12
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34   1   2   2    12    1    12
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21   1   1   2    13    0     0
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25   1   2   2    14    1    14
26   1   2   2    14    1    14
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27   1   2   2    13    1    13
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36   1   2   2    12    1    12
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22   1   1   2   12   0    0
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38   1   2   2   13   1   13
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25   1   2   2   12   1   12
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47   1   2   2   12   1   12
23   1   1   2   13   0    0
38   1   2   2   12   1   12
50   1   2   2   13   1   13
36   1   2   2   13   1   13
50   1   2   2   12   1   12
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60   1   2   2   12   1   12
54   1   2   2   12   1   12
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50   1   1   2   13   0    0
32   1   2   2   13   1   13
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26   1   1   2    16    0    0
41   1   1   2    12    0    0
44   1   1   2    13    0    0
27   2   1   2    13    0    0
58   1   1   2    13    0    0
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60   1   2   2    13    1   13
33   1   1   2    10    0    0
33   1   2   2    12    1   12
44   1   2   2    16    1   16
49   1   2   2    13    1   13
56   1   2   2    12    1   12
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22   2   1   2    13    0    0
41   1   2   2    12    1   12
50   1   2   2    16    1   16
24   1   1   2    13    0    0
21   1   1   2    13    0    0
21   1   1   2    13    0    0
39   1   2   2    12    1   12
51   1   2   2    12    1   12
31   1   2   2    13    1   13
51   1   2   2    12    1   12
63   1   1   2    12    0    0
31   1   2   2    12    1   12
59   1   1   2    12    0    0
56   1   1   2    12    0    0
53   1   1   2    14    0    0
54   1   1   2    16    0    0
22   1   2   2    13    1   13
21   1   1   2    13    0    0
23   1   1   2    14    0    0
41   1   2   2    13    1   13
49   1   2   2    12    1   12
21   1   2   2    12    1   12
23   1   2   2    13    1   13
30   1   1   2    12    0    0
32   1   2   2    14    1   14
38   1   2   2    11    1   11
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46   1   1   2   13   0    0
34   1   2   2   12   1   12
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36   2   2   2   12   1   12
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28   1   2   2   12   1   12
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30   1   2   2   12   1   12
35   1   2   2   13   1   13
34   1   1   2   16   0    0
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32   1   1   1    12    0    0
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43   1   2   2   16   1   16
40   1   2   2   18   1   18
64   1   2   2   12   1   12
36   1   1   2   14   0    0
51   1   1   2   12   0    0
35   1   1   2   13   0    0
40   1   1   2   16   0    0
42   1   1   2   16   0    0
29   1   1   2   13   0    0
35   2   1   2   12   0    0
46   1   1   2   16   0    0
30   1   1   2   18   0    0
26   2   2   1   13   1   13
33   1   1   2   12   0    0
46   1   1   1   14   0    0
34   1   1   2   12   0    0
35   1   2   2   16   1   16
26   1   1   2   16   0    0
29   1   2   2   16   1   16
33   1   2   2   16   1   16
29   1   2   2   16   1   16
38   1   1   2   12   0    0
27   1   1   1   12   0    0
39   1   2   2   16   1   16
35   1   2   2   16   1   16
39   1   2   2   18   1   18
57   1   1   1   13   0    0
62   1   1   2   12   0    0
30   1   1   2   16   0    0
31   1   1   2   13   0    0
41   1   1   2   16   0    0
47   1   2   1   12   1   12
32   1   1   2   12   0    0
31   1   1   2   12   0    0
47   1   1   1   12   0    0
53   1   1   1   12   0    0
41   1   1   2   13   0    0
40   1   2   2   12   1   12
41   1   2   2   16   1   16
49   2   1   1   12   0    0
37   2   1   1   13   0    0
39   1   1   1   13   0    0
40   1   1   1   12   0    0
44   1   1   1   12   0    0
35   1   1   1   12   0    0
45   1   1   1   13   0    0
32   1   1   1   18   0    0
38   1   2   1   12   1   12
61   1   1   1   13   0    0
22   4   2   1   13   1   13
37   1   1   1   14   0    0
46   1   1   1   12   0    0
53   1   1   1   13   0    0
39   1   1   1   12   0    0
40   2   1   1   16   0    0
41   1   1   1   14   0    0
45   1   1   2   12   0    0
47   1   2   2   16   1   16
33   1   1   2   18   0    0
25   1   2   2   16   1   16
55   1   2   2   14   1   14
29   1   1   2   18   0    0
63   1   2   2   16   1   16
42   1   2   2   13   1   13
48   1   1   2   16   0    0
52   1   1   2   16   0    0
32   1   2   2   16   1   16
45   1   2   2   16   1   16
63   1   2   2   16   1   16
28   1   1   2   12   0    0
33   1   2   2   13   1   13
31   1   1   2   14   0    0
45   3   1   2   18   0    0
35   1   1   2   13   0    0
37   1   2   2   13   1   13
26   1   1   2   13   0    0
34   1   1   2   13   0    0
43   1   2   2   13   1   13
47   1   1   2   12   0    0
49   1   1   2   13   0    0
39   1   1   1   13   0    0
49   1   1   2    9   0    0
53   1   1   1   12   0    0
51   1   1   1   12   0    0
47   1   1   1   12   0    0
32   3   1   2   13   0    0
28   1   1   2   18   0    0
64   1   2   2   14   1   14
59   1   2   2   14   1   14
33   1   1   2   12   0    0
40   1   1   1   13   0    0
45   1   1   1   13   0    0
53   1   1   1   13   0    0
44   3   1   2   12   0    0
30   4   1   2   16   0    0
47   1   2   1   13   1   13
44   1   2   1   13   1   13
33   1   2   2   16   1   16
26   1   2   2   16   1   16
34   1   2   2   12   1   12
58   1   2   2   13   1   13
48   1   1   1   12   0    0
40   1   2   2   18   1   18
29   1   1   2   18   0    0
32   1   2   2   16   1   16
31   1   2   2   16   1   16
46   1   1   1   13   0    0
65   1   1   1   16   0    0
28   1   1   1   16   0    0
47   1   2   1   14   1   14
35   1   1   1   12   0    0
45   1   1   1   12   0    0
49   1   1   1   13   0    0
44   2   2   1   12   1   12
58   1   1   1   13   0    0
43   2   2   1   12   1   12
49   1   1   1   13   0    0
43   1   1   1   12   0    0
44   1   1   1   12   0    0
47   1   1   1   13   0    0
50   1   2   2   18   1   18
43   1   2   2   13   1   13
33   2   1   2   18   0    0
57   1   2   2   13   1   13
56   1   2   2   14   1   14
61   1   2   2   12   1   12
36   1   2   2   16   1   16
46   1   2   2   16   1   16
42   1   1   2   16   0    0
60   1   1   2   12   0    0
35   1   2   2   13   1   13
50   1   1   2   12   0    0
31   1   2   2   16   1   16
42   1   2   2   16   1   16
37   1   1   2   12   0    0
42   1   1   2   12   0    0
33   1   2   2   16   1   16
57   1   1   2   13   0    0
45   1   1   2   13   0    0
30   1   1   2   18   0    0
34   1   1   1   12   0    0
37   1   1   1   13   0    0
42   1   1   1   13   0    0
49   2   2   2   16   1   16
43   2   2   2   16   1   16
40   4   2   2   16   1   16
27   1   2   2   16   1   16
57   1   1   1   13   0    0
35   1   1   1   12   0    0
44   1   1   2   16   0    0
46   1   1   2   18   0    0
40   1   1   2   13   0    0
37   1   2   2   14   1   14
52   3   2   1   16   1   16
36   3   2   2   16   1   16
41   1   1   2   12   0    0
42   1   1   2   13   0    0
27   1   2   1   16   1   16
56   1   1   1   16   0    0
32   1   1   1   12   0    0
37   1   1   1   10   0    0
53   1   1   1   12   0    0
41   1   1   1    9   0    0
43   1   1   1   12   0    0
47   1   2   1   12   1   12
60   1   1   1   10   0    0
48   1   1   1   12   0    0
55   1   1   1    9   0    0
41   1   1   1   13   0    0
29   1   1   2   13   0    0
25   1   2   2   16   1   16
34   1   2   2   13   1   13
52   1   1   2   12   0    0
40   1   1   2   12   0    0
58   1   1   2   12   0    0
59   1   1   2    8   0    0
61   1   1   2   11   0    0
30   1   2   2   12   1   12
27   1   1   2   12   0    0
51   1   2   2   12   1   12
41   1   1   1   12   0    0
51   1   1   1   13   0    0
27   1   2   2   12   1   12
48   1   1   2   16   0    0
41   1   1   2   16   0    0
32   1   1   2   16   0    0
39   1   1   1   13   0    0
49   1   1   2   13   0    0
35   1   2   2   14   1   14
45   2   2   2   14   1   14
38   1   2   1   13   1   13
42   1   2   1   18   1   18
43   1   1   1   12   0    0
38   1   1   1    9   0    0
49   1   1   2   16   0    0
46   1   1   2   14   0    0
53   1   2   2   13   1   13
45   1   1   2   12   0    0
53   1   1   2   16   0    0
30   4   2   2   18   1   18
54   1   1   2   18   0    0
52   1   1   2   16   0    0
35   1   1   2   18   0    0
36   1   2   2   14   1   14
51   1   1   2   16   0    0
35   1   2   2   18   1   18
39   1   1   2   18   0    0
46   1   1   2   18   0    0
42   1   1   2   16   0    0
49   1   1   1   14   0    0
46   1   1   1   13   0    0
40   1   1   1   16   0    0
45   1   2   1   16   1   16
30   1   2   1   16   1   16
55   1   1   1   12   0    0
39   1   2   1   16   1   16
61   1   1   1   12   0    0
50   1   1   1   13   0    0
48   1   1   1   12   0    0
32   1   1   1   13   0    0
31   1   1   1   13   0    0
41   4   2   2   14   1   14
46   1   1   2   18   0    0
53   1   2   2   14   1   14
31   1   1   2   12   0    0
34   1   2   2   18   1   18
17   1   2   2   11   1   11
28   1   1   2   12   0    0
38   1   2   2   18   1   18
41   1   1   2   16   0    0
38   1   2   2   16   1   16
53   1   2   2   16   1   16
31   1   1   2   12   0    0
29   1   1   2   12   0    0
31   1   1   2   12   0    0
50   1   1   2   18   0    0
45   1   1   2   18   0    0
50   2   1   2   16   0    0
50   1   1   2   16   0    0
31   1   1   2   16   0    0
36   1   1   2   12   0    0
46   1   1   1   12   0    0
45   1   2   1   13   1   13
32   1   1   1   14   0    0
31   1   2   1   16   1   16
32   1   1   2   12   0    0
43   1   1   1   12   0    0
47   1   1   1   12   0    0
32   1   1   1   13   0    0
36   1   2   1   16   1   16
40   1   1   1   13   0    0
46   1   1   1   13   0    0
37   1   1   1   18   0    0
29   1   2   2   16   1   16
55   1   2   2   16   1   16
35   1   1   2   13   0    0
38   1   2   2   13   1   13
44   1   2   2   14   1   14
51   1   1   2   14   0    0
35   1   1   2   13   0    0
36   1   1   2   13   0    0
43   1   1   2   14   0    0
45   1   1   2   14   0    0
50   1   1   2   13   0    0
45   1   1   2   18   0    0
56   1   1   1   18   0    0
58   1   1   2   16   0    0
43   1   1   2   18   0    0
57   1   1   2   12   0    0
48   1   2   2   12   1   12
49   1   2   2   12   1   12
34   1   1   1   13   0    0
34   1   1   1   16   0    0
38   1   2   2   12   1   12
32   1   2   2   16   1   16
26   1   2   2   16   1   16
27   1   1   2   12   0    0
28   1   1   2   16   0    0
28   1   2   2   16   1   16
54   1   1   2   18   0    0
39   1   1   1   13   0    0
45   1   1   2   12   0    0
35   1   1   2   18   0    0
58   1   1   1   13   0    0
42   2   1   1   13   0    0
32   1   2   2   16   1   16
33   1   1   1   13   0    0
40   1   1   1   18   0    0
47   1   1   2   16   0    0
40   1   1   2   16   0    0
52   4   2   2   16   1   16
47   1   2   2   16   1   16
42   1   2   2   16   1   16
42   1   1   2   16   0    0
36   1   1   1   13   0    0
64   1   1   2   18   0    0
29   1   1   2   16   0    0
31   1   2   2   18   1   18
35   1   1   2   16   0    0
25   4   2   2   16   1   16
33   1   1   1   13   0    0
34   1   1   2   13   0    0
45   1   2   1   16   1   16
48   1   1   1   13   0    0
47   2   2   1   18   1   18
26   1   2   1   16   1   16
61   1   1   1   12   0    0
49   1   1   1   16   0    0
58   1   1   1   13   0    0
63   1   1   1   12   0    0
42   1   1   1   12   0    0
40   1   1   2   16   0    0
33   1   1   2   12   0    0
38   2   1   2   16   0    0
49   1   1   2   13   0    0
34   1   2   2   16   1   16
54   4   1   2   18   0    0
27   1   1   2   12   0    0
35   1   1   2   16   0    0
47   1   2   2   16   1   16
47   5   2   2   16   1   16
55   1   1   2   16   0    0
25   1   2   2    8   1    8
45   1   1   2   18   0    0
46   1   1   2   16   0    0
42   2   2   2   18   1   18
36   1   2   2   14   1   14
39   1   1   2   16   0    0
38   1   1   1   16   0    0
52   1   1   2   16   0    0
37   1   2   2   18   1   18
39   4   1   1   13   0    0
52   1   1   2   13   0    0
40   1   1   2   12   0    0
36   1   2   1   13   1   13
39   1   2   2   13   1   13
43   1   2   2   13   1   13
40   1   1   1   12   0    0
43   1   1   2   18   0    0
46   4   1   2   16   0    0
41   1   1   2   18   0    0
46   1   1   2   16   0    0
55   1   1   2   16   0    0
61   1   2   1   18   1   18
33   1   2   1   16   1   16
41   1   1   2   16   0    0
51   1   1   2   16   0    0
42   1   1   2   16   0    0
49   4   1   2   12   0    0
60   1   2   2   18   1   18
60   1   2   2   16   1   16
23   1   1   2   16   0    0
43   4   1   2   14   0    0
40   2   1   2    9   0    0
45   1   1   2   18   0    0
44   1   2   2   13   1   13
35   1   2   2   13   1   13
29   1   2   2   16   1   16
36   2   2   2   12   1   12
25   1   1   2   13   0    0
47   1   2   2   13   1   13
22   1   1   2    13    0    0
33   3   1   2    16    0    0
29   1   1   2    12    0    0
17   1   1   2   11.5   0    0
16   1   1   2     9    0    0
43   2   1   2     8    0    0
32   1   2   2    13    1   13
56   1   2   2    13    1   13
39   1   2   2    12    1   12
38   1   2   2    12    1   12
19   1   2   2    12    1   12
50   1   2   1    12    1   12
29   1   1   2    12    0    0
26   1   1   2    12    0    0
38   2   1   2    13    0    0
49   1   1   2    13    0    0
26   1   1   2    12    0    0
46   1   1   2    18    0    0
30   1   1   2    16    0    0
60   1   1   2    16    0    0
38   4   1   1    13    0    0
37   1   2   2    18    1   18
35   2   2   2    12    1   12
27   2   2   1    12    1   12
25   1   1   2    13    0    0
32   1   2   1    12    1   12
20   1   2   2    13    1   13
32   1   2   2    12    1   12
33   1   1   2   11.5   0    0
36   1   2   2    18    1   18
41   1   2   2    16    1   16
34   1   1   2    14    0    0
54   1   2   2    12    1   12
36   2   1   2    12    0    0
51   1   1   2    12    0    0
19   1   1   2    11    0    0
46   1   2   2    12    1   12
34   1   1   2    12    0    0
50   1   1   2    18    0    0
37   1   1   2    13    0    0
54   1   1   2    12    0    0
55   1   1   2    16    0    0
40   1   2   2   11.5   1   11.5
37   1   1   2    18    0     0
56   1   2   2    11    1    11
36   1   2   2    12    1    12
51   1   2   1    12    1    12
26   1   2   2    13    1    13
26   1   1   2     9    0     0
36   1   1   2    12    0     0
31   1   1   1    12    0     0
32   1   1   2    16    0     0
31   1   1   2    12    0     0
26   1   1   2    13    0     0
58   1   2   2    12    1    12
42   1   2   2    12    1    12
36   1   1   2    12    0     0
34   1   1   2    12    0     0
45   1   2   1    12    1    12
23   1   2   1    13    1    13
34   1   2   2    12    1    12
45   2   1   2    12    0     0
56   1   2   1    13    1    13
37   2   2   2    11    1    11
19   1   2   2    13    1    13
Wage        Predicted Wage = b 0 + b 1Female
0.13         b1   -2.03         10.99
 0.5              0.157         0.113
             2
0.89       R      0.019         7.231
  1            167.935494       8544
  1    Reg SS     8781         446766
  1
  1
  1        Predicted Wage = b 0 + b 1Education + b 2Femal
  1                 b2            b1
1.25             -2.263         0.956
1.25              0.152         0.040
             2
1.25       R      0.079         7.006
1.44           368.877886       8543
 1.5   Reg SS    36213         419334
 1.5
 1.5
 1.5              $    8.70 Male Predicted Wage at 10 Y
 1.5              $    6.44 Female Predicted Wage at 10
 1.6
 1.9
  2    Predicted Wage = b 0 + b 1Education + b 2Female + b
 2                 b3             b2
 2               0.161         -4.278
 2                0.08           1.03
             2
 2         R     0.080          7.005
 2             247.31858        8542
 2     Reg SS    36406         419141
 2
 2                $    8.88 Male Predicted Wage at 10 Y
 2                $    6.22 Female Predicted Wage at 10
 2
 2
 2
 2
 2
 2
 2
 2
 2
  2
  2
  2
  2
  2
  2
  2
2.06
 2.1
 2.1
2.11
2.11
2.12
2.12
2.12
2.12
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.13
2.18
2.25
2.25
2.25
2.25
2.31
2.35
2.35
2.35
 2.4
2.45
 2.5
 2.5
 2.5
 2.5
 2.5
 2.5
 2.5
 2.5
 2.5
 2.5
2.52
2.55
2.55
2.55
2.55
2.55
2.75
2.75
 2.8
2.85
2.85
 2.9
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
  3
3.05
3.15
 3.2
3.25
3.25
3.25
3.25
3.25
3.29
3.29
3.29
3.35
3.35
3.35
3.35
3.35
3.47
 3.5
 3.5
 3.5
 3.5
 3.5
 3.5
 3.6
3.65
3.65
3.65
 3.7
 3.7
3.75
3.75
3.75
3.75
3.75
 3.8
3.85
3.85
 3.9
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
  4
4.04
 4.1
4.15
4.15
4.15
 4.2
 4.2
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
4.25
 4.3
 4.3
 4.3
 4.3
 4.3
 4.3
 4.3
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.35
4.38
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
 4.4
4.45
4.45
4.45
4.45
4.45
4.45
4.49
4.49
4.49
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
 4.5
4.55
4.55
4.55
4.55
4.55
4.55
4.55
4.55
4.55
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
 4.6
4.62
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
4.65
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
 4.7
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.75
4.76
4.76
4.76
4.76
 4.8
 4.8
 4.8
 4.8
 4.8
 4.8
 4.8
 4.8
 4.8
4.82
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.85
4.87
 4.9
 4.9
 4.9
 4.9
 4.9
 4.9
 4.9
 4.9
 4.9
4.91
4.94
4.94
4.94
4.95
4.95
4.95
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
  5
5.01
5.04
5.05
5.05
5.05
5.05
5.05
5.05
5.05
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
 5.1
5.15
5.15
5.15
5.15
5.15
5.15
5.15
5.15
5.15
5.16
5.17
5.18
5.19
5.19
 5.2
 5.2
 5.2
 5.2
 5.2
 5.2
 5.2
 5.2
 5.2
5.21
5.22
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
5.25
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
 5.3
5.34
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.35
5.37
5.39
5.39
 5.4
 5.4
 5.4
 5.4
 5.4
 5.4
5.43
5.45
5.45
5.45
5.45
5.45
5.45
5.45
5.45
5.45
5.46
5.46
5.46
5.46
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
 5.5
5.51
5.52
5.52
5.54
5.55
5.55
5.55
5.55
5.56
5.56
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
 5.6
5.62
5.62
5.63
5.63
5.63
5.63
5.63
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.65
5.67
5.67
5.67
5.67
5.67
5.68
5.69
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
 5.7
5.73
5.74
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.75
5.76
5.76
5.77
5.77
5.78
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
 5.8
5.83
5.83
5.84
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.85
5.86
5.86
5.87
5.87
5.88
5.88
5.89
5.89
5.89
 5.9
 5.9
 5.9
 5.9
 5.9
 5.9
 5.9
 5.9
 5.9
5.91
5.91
5.95
5.95
5.96
5.98
5.98
5.98
5.99
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
  6
6.02
6.03
6.05
6.05
6.05
6.05
6.07
6.07
6.08
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
 6.1
6.12
6.12
6.15
6.15
6.15
6.15
6.15
6.15
6.15
6.15
6.15
6.17
6.18
6.18
6.18
6.19
6.19
6.19
 6.2
 6.2
 6.2
 6.2
 6.2
 6.2
 6.2
 6.2
 6.2
 6.2
6.22
6.24
6.24
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.27
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
 6.3
6.32
6.32
6.33
6.34
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.35
6.37
6.37
6.38
6.38
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
 6.4
6.42
6.42
6.45
6.45
6.47
6.48
6.48
6.49
6.49
6.49
6.49
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
 6.5
6.52
6.53
6.53
6.53
6.55
6.55
6.55
6.55
6.55
6.55
6.56
6.58
6.58
6.58
 6.6
 6.6
 6.6
 6.6
 6.6
 6.6
 6.6
6.64
6.65
6.65
6.65
6.65
6.69
6.69
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
 6.7
6.72
6.72
6.73
6.73
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.75
6.78
6.79
 6.8
 6.8
6.81
6.81
6.83
6.84
6.85
6.85
6.85
6.85
6.85
6.85
6.86
6.87
6.87
6.87
6.89
6.89
 6.9
 6.9
 6.9
 6.9
 6.9
 6.9
 6.9
 6.9
6.91
6.91
6.92
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.95
6.96
6.97
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
  7
7.01
7.01
7.02
7.03
7.05
7.05
7.05
 7.1
 7.1
 7.1
 7.1
 7.1
 7.1
 7.1
7.12
7.14
7.14
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.15
7.16
7.17
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
 7.2
7.21
7.21
7.21
7.21
7.21
7.21
7.21
7.21
7.21
7.21
7.22
7.22
7.23
7.24
7.24
7.24
7.24
7.24
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.25
7.28
7.28
7.28
7.28
7.28
7.29
 7.3
 7.3
 7.3
 7.3
 7.3
 7.3
 7.3
 7.3
7.33
7.34
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.35
7.36
7.37
7.38
7.39
7.39
7.39
7.39
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
 7.4
7.41
7.42
7.44
7.45
7.45
7.45
7.47
7.47
7.48
7.48
7.49
7.49
7.49
7.49
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
 7.5
7.53
7.53
7.55
7.55
7.55
7.56
7.58
7.58
7.58
7.59
7.59
7.59
7.59
7.59
7.59
 7.6
 7.6
 7.6
 7.6
 7.6
 7.6
7.61
7.61
7.61
7.64
7.64
7.65
7.65
7.65
7.65
7.66
 7.7
 7.7
7.71
7.73
7.74
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.75
7.76
7.76
7.76
7.77
7.77
7.78
7.79
7.79
7.79
 7.8
 7.8
 7.8
 7.8
 7.8
 7.8
 7.8
 7.8
 7.8
 7.8
7.81
7.82
7.83
7.83
7.85
7.85
7.85
7.85
7.85
7.85
7.85
7.85
7.85
7.85
7.85
7.86
7.86
7.87
7.87
7.88
7.88
7.89
 7.9
 7.9
 7.9
 7.9
 7.9
 7.9
7.91
7.91
7.94
7.94
7.95
7.95
7.95
7.95
7.95
7.96
7.96
7.97
7.97
7.98
7.99
7.99
  8
  8
  8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
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8
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8
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8
8
8
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8
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8
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8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
8
  8
  8
  8
8.01
8.01
8.01
8.05
8.05
8.05
8.05
8.05
8.06
8.06
8.06
8.06
8.06
8.06
8.07
 8.1
 8.1
 8.1
 8.1
8.12
8.12
8.12
8.12
8.13
8.13
8.15
8.15
8.15
8.15
8.16
8.16
8.18
8.19
 8.2
 8.2
 8.2
 8.2
 8.2
 8.2
 8.2
8.21
8.21
8.21
8.22
8.23
8.23
8.24
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.25
8.26
8.29
8.29
 8.3
 8.3
 8.3
 8.3
8.32
8.32
8.32
8.32
8.32
8.33
8.33
8.33
8.33
8.33
8.34
8.34
8.34
8.34
8.35
8.35
8.35
8.35
8.35
8.35
8.37
8.39
8.39
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
 8.4
8.41
8.41
8.41
8.41
8.41
8.42
8.42
8.42
8.42
8.43
8.43
8.45
8.45
8.45
8.45
8.46
8.47
8.48
8.49
8.49
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
 8.5
8.52
8.53
8.54
8.55
8.55
8.55
8.55
8.57
8.58
8.58
8.58
8.59
8.59
8.59
8.59
8.59
8.59
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
 8.6
8.61
8.62
8.62
8.63
8.65
8.65
8.65
8.65
8.65
8.65
8.65
8.65
8.65
8.65
8.65
8.67
8.68
8.69
8.69
 8.7
 8.7
 8.7
 8.7
8.72
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.75
8.77
8.78
8.78
8.78
8.78
8.79
 8.8
 8.8
 8.8
 8.8
 8.8
8.81
8.81
8.81
8.82
8.84
8.84
8.85
8.85
8.85
8.85
8.87
8.87
8.87
8.87
8.89
8.89
 8.9
 8.9
 8.9
 8.9
 8.9
 8.9
 8.9
 8.9
 8.9
8.91
8.91
8.92
8.95
8.95
8.95
8.95
8.95
8.95
8.95
8.96
8.97
8.99
8.99
8.99
  9
  9
  9
  9
  9
  9
  9
  9
  9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
  9
9.01
9.02
9.02
9.02
9.02
9.03
9.04
9.04
9.05
9.05
9.05
9.06
9.08
9.08
 9.1
 9.1
 9.1
 9.1
 9.1
 9.1
 9.1
9.11
9.11
9.13
9.13
9.13
9.13
9.13
9.15
9.15
9.15
9.15
9.15
9.15
9.16
9.16
9.16
9.16
9.17
9.17
9.18
9.18
9.19
 9.2
 9.2
 9.2
 9.2
 9.2
 9.2
 9.2
9.23
9.23
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.25
9.26
9.27
9.27
9.27
9.27
9.27
9.28
 9.3
 9.3
 9.3
 9.3
 9.3
 9.3
9.31
9.31
9.31
9.32
9.33
9.34
9.34
9.34
9.34
9.34
9.34
9.35
9.35
9.35
9.35
9.35
9.35
9.35
9.35
9.35
9.35
9.38
9.38
9.38
 9.4
 9.4
 9.4
9.42
9.43
9.43
9.44
9.44
9.44
9.44
9.44
9.44
9.44
9.44
9.45
9.45
9.45
9.45
9.45
9.45
9.45
9.45
9.45
9.46
9.46
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
 9.5
9.52
9.52
9.53
9.53
9.55
 9.6
 9.6
 9.6
 9.6
 9.6
 9.6
 9.6
 9.6
 9.6
 9.6
9.61
9.61
9.61
9.63
9.65
9.65
9.65
9.66
9.67
9.67
9.67
9.67
9.68
9.68
9.69
9.69
 9.7
 9.7
 9.7
 9.7
 9.7
9.71
9.71
9.71
9.72
9.74
9.74
9.74
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.75
9.77
9.77
9.78
9.78
9.78
 9.8
 9.8
 9.8
 9.8
 9.8
 9.8
 9.8
 9.8
9.81
9.81
9.85
9.85
9.85
9.85
9.85
9.85
9.85
9.85
9.85
9.86
9.87
9.88
9.88
9.89
 9.9
9.93
9.93
9.94
9.94
9.94
9.95
9.95
9.95
9.95
9.95
9.95
9.95
9.95
9.95
9.98
9.99
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
 10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
  10
10.02
10.03
10.03
10.04
10.04
10.05
10.05
10.05
10.05
10.05
10.06
10.06
10.06
10.07
10.07
10.07
10.07
 10.1
 10.1
 10.1
 10.1
 10.1
 10.1
10.11
10.11
10.12
10.12
10.13
10.14
10.15
10.15
10.15
10.15
10.15
10.15
10.15
10.17
10.18
10.19
 10.2
 10.2
 10.2
 10.2
 10.2
 10.2
10.21
10.22
10.22
10.23
10.24
10.24
10.24
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.25
10.27
10.27
10.27
10.28
 10.3
 10.3
 10.3
 10.3
 10.3
 10.3
 10.3
 10.3
 10.3
 10.3
10.31
10.31
10.31
10.31
10.31
10.32
10.32
10.35
10.35
10.35
10.37
10.37
10.37
10.37
10.38
10.38
10.38
10.38
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
 10.4
10.41
10.42
10.42
10.43
10.43
10.43
10.43
10.43
10.44
10.45
10.45
10.46
10.47
10.47
10.49
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
 10.5
10.52
10.52
10.55
10.55
10.55
10.56
10.56
10.56
10.56
10.57
10.57
10.57
10.57
10.57
10.58
10.59
 10.6
 10.6
 10.6
 10.6
 10.6
 10.6
10.61
10.61
10.63
10.65
10.65
10.65
10.65
10.65
10.65
10.65
10.66
10.67
10.67
10.67
10.68
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
 10.7
10.71
10.73
10.74
10.74
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.75
10.76
10.76
10.77
10.77
10.78
10.78
10.78
10.78
10.79
 10.8
 10.8
 10.8
 10.8
10.81
10.85
10.85
 10.9
 10.9
 10.9
 10.9
 10.9
 10.9
10.91
10.92
10.94
10.94
10.97
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
  11
11.02
11.03
11.05
11.05
11.05
11.06
11.06
11.06
 11.1
 11.1
 11.1
11.12
11.15
11.15
11.15
11.15
11.15
11.16
11.16
11.16
11.17
 11.2
 11.2
11.22
11.22
11.23
11.23
11.23
11.24
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.25
11.28
11.28
11.28
11.29
 11.3
 11.3
 11.3
 11.3
11.31
11.33
11.34
11.35
11.35
11.35
11.36
11.37
11.38
11.38
11.39
 11.4
 11.4
 11.4
 11.4
 11.4
11.42
11.42
11.42
11.43
11.43
11.43
11.43
11.43
11.43
11.43
11.44
11.45
11.45
11.45
11.49
11.49
11.49
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
 11.5
11.51
11.55
11.55
11.57
11.58
11.58
11.58
11.58
 11.6
 11.6
 11.6
 11.6
 11.6
 11.6
 11.6
 11.6
 11.6
11.61
11.63
11.63
11.65
11.65
11.65
11.65
11.65
11.65
11.66
11.66
11.68
11.69
11.69
 11.7
 11.7
11.75
11.75
11.75
11.75
11.75
11.78
 11.8
11.82
11.83
11.85
11.85
11.86
11.86
11.86
11.87
11.88
11.89
11.89
 11.9
11.92
11.95
11.96
11.96
11.96
11.96
11.99
11.99
11.99
11.99
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
 12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
12
  12
  12
  12
12.02
12.03
12.04
12.04
12.05
12.05
12.06
12.06
12.07
12.07
12.08
12.09
12.09
12.09
 12.1
 12.1
12.11
12.11
12.12
12.15
12.15
12.15
12.15
12.16
12.18
 12.2
 12.2
12.21
12.25
12.25
12.25
12.25
12.25
12.25
12.25
12.25
12.25
12.25
12.25
12.27
12.28
 12.3
 12.3
 12.3
12.32
12.33
12.34
12.35
12.35
12.35
12.35
12.35
12.36
 12.4
 12.4
 12.4
 12.4
12.42
12.44
12.45
12.48
12.48
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
 12.5
12.53
12.53
12.55
12.56
12.56
12.58
 12.6
 12.6
 12.6
 12.6
 12.6
 12.6
12.61
12.62
12.63
12.65
12.65
12.65
12.65
12.67
12.68
12.68
12.68
12.68
12.69
12.69
 12.7
 12.7
 12.7
 12.7
 12.7
 12.7
12.71
12.71
12.72
12.73
12.73
12.75
12.75
12.75
12.75
12.75
 12.8
 12.8
 12.8
 12.8
 12.8
12.81
12.81
12.83
12.84
12.84
12.84
12.84
12.85
12.85
12.85
12.85
12.85
12.86
12.88
12.88
12.88
12.89
12.89
12.89
 12.9
 12.9
12.92
12.93
12.94
12.94
12.95
12.95
12.99
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
  13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
13
  13
  13
  13
13.03
 13.1
 13.1
 13.1
 13.1
13.12
13.12
13.13
13.15
13.15
13.15
13.15
 13.2
 13.2
 13.2
13.23
13.24
13.24
13.25
13.25
13.25
13.25
13.25
13.27
 13.3
 13.3
13.31
13.32
13.33
13.35
13.38
13.39
 13.4
 13.4
 13.4
13.41
13.43
13.43
13.43
13.45
13.45
13.45
13.45
13.45
13.49
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
 13.5
13.54
13.55
13.56
13.57
13.57
13.58
 13.6
 13.6
 13.6
13.62
13.62
13.62
13.64
13.65
13.65
13.65
13.67
 13.7
 13.7
 13.7
 13.7
 13.7
13.74
13.75
13.75
13.75
13.75
13.75
13.75
13.75
13.75
13.75
13.75
13.78
 13.8
 13.8
 13.8
13.81
13.82
13.84
13.85
13.85
13.85
13.85
13.85
13.86
13.86
13.89
 13.9
 13.9
 13.9
 13.9
13.91
13.92
13.94
13.96
13.98
13.99
13.99
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
  14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
 14
14.01
14.05
14.05
14.05
14.05
14.06
14.07
14.07
14.07
14.07
14.07
14.07
 14.1
 14.1
 14.1
 14.1
14.11
14.11
14.18
14.18
14.19
 14.2
 14.2
 14.2
14.25
14.25
14.25
14.25
14.27
14.33
14.33
14.34
14.35
14.35
14.38
14.38
 14.4
 14.4
 14.4
14.42
14.43
14.43
14.45
14.46
14.47
14.47
14.47
14.48
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
 14.5
14.51
14.51
14.54
14.55
14.57
14.57
 14.6
 14.6
 14.6
14.65
14.65
14.66
14.66
 14.7
 14.7
 14.7
 14.7
14.75
14.75
14.75
14.77
14.79
14.79
14.79
 14.8
 14.8
 14.8
14.82
14.87
14.87
14.88
14.88
14.89
 14.9
14.93
14.93
14.95
14.95
14.96
14.96
14.97
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
  15
15.03
15.03
15.05
 15.1
 15.1
15.17
15.22
15.25
15.25
15.25
15.27
15.27
15.27
 15.3
 15.3
15.31
15.33
15.34
15.34
15.34
15.35
15.36
15.37
15.37
15.37
15.37
15.37
15.37
 15.4
15.44
15.45
15.46
15.46
15.46
15.46
15.49
 15.5
 15.5
 15.5
 15.5
 15.5
 15.5
15.51
15.51
15.54
15.55
15.55
15.56
15.56
15.56
15.58
 15.6
15.62
15.62
15.63
15.63
15.64
15.64
15.65
15.67
 15.7
 15.7
 15.7
 15.7
 15.7
15.75
15.75
15.75
15.79
 15.8
15.81
15.81
15.83
15.83
15.85
15.91
15.91
15.97
15.99
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
  16
16.05
16.05
16.06
16.09
 16.1
16.11
16.16
16.18
 16.2
 16.2
 16.2
16.21
16.21
16.25
16.25
16.25
16.25
16.29
16.29
 16.3
16.32
16.35
16.35
16.35
 16.4
 16.4
 16.4
16.43
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
 16.5
16.56
16.57
16.58
 16.6
 16.6
 16.6
16.65
16.66
16.67
 16.7
16.72
16.74
16.75
16.75
16.77
 16.8
 16.8
 16.8
 16.8
 16.8
16.81
16.81
16.81
16.82
16.82
16.83
16.83
16.85
16.87
16.88
16.95
16.96
16.96
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
  17
17.06
17.06
17.06
17.06
 17.1
 17.1
17.14
17.15
17.16
17.16
17.16
 17.2
17.21
17.23
17.25
17.25
17.25
 17.3
17.35
17.35
17.35
17.39
 17.4
 17.4
 17.4
 17.4
17.49
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
 17.5
17.55
17.58
 17.6
17.63
17.68
 17.7
17.71
17.71
17.71
17.75
17.78
17.78
17.78
17.79
17.82
17.85
17.85
17.88
 17.9
17.99
17.99
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
 18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
  18
18.03
18.03
18.07
 18.1
 18.1
 18.1
18.14
18.19
 18.2
 18.2
18.23
18.25
18.25
18.25
18.28
18.35
18.35
18.38
 18.4
 18.4
18.43
18.43
18.46
18.46
 18.5
 18.5
 18.5
 18.5
 18.5
 18.5
 18.5
 18.5
18.52
18.54
18.54
18.54
18.57
 18.6
 18.6
 18.6
18.62
18.65
18.67
18.69
18.69
 18.7
 18.7
 18.7
 18.7
18.75
18.75
18.75
18.75
18.75
18.75
18.75
18.78
 18.8
18.82
18.82
18.83
18.89
 18.9
18.98
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
 19
19.02
19.05
19.07
19.07
 19.1
19.14
19.19
19.19
 19.2
19.23
19.25
 19.3
19.33
 19.4
19.45
19.45
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
 19.5
19.57
 19.7
19.75
19.76
19.78
19.84
19.84
19.85
19.85
19.85
19.85
19.85
19.86
19.86
19.86
19.88
19.88
 19.9
 19.9
19.91
19.94
19.94
19.95
19.96
19.98
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
  20
20.06
 20.2
 20.2
20.25
20.25
20.37
 20.5
20.54
20.57
 20.6
20.61
20.61
20.66
20.67
20.67
20.67
20.75
20.77
 20.8
 20.8
20.82
20.84
20.85
20.86
20.86
20.87
20.87
20.87
20.92
20.95
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
  21
21.02
21.07
21.12
21.12
 21.2
21.22
21.24
21.24
21.24
 21.4
 21.5
 21.5
 21.5
 21.5
21.52
 21.6
 21.6
 21.6
 21.6
21.64
21.75
21.82
21.85
21.87
21.98
21.98
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
  22
22.01
22.04
22.11
22.23
22.23
22.32
22.32
22.35
 22.5
 22.5
 22.5
 22.5
 22.5
22.68
22.68
22.69
22.71
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
  23
23.17
23.25
 23.3
23.48
23.56
23.58
 23.6
23.76
23.76
23.85
23.98
  24
  24
  24
  24
  24
  24
  24
  24
  24
  24
  24
  24
  24
  24
24.13
24.25
 24.5
 24.5
 24.8
24.85
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
  25
25.04
25.17
25.26
25.56
25.63
25.96
  26
  26
  26
  26
  26
  26
  26
  26
  26
  26
  26
  26
26.25
26.25
26.25
 26.5
 26.5
 26.5
26.56
26.67
26.67
 26.7
26.71
26.74
26.74
  27
  27
  27
  27
  27
  27
  27
  27
 27.4
27.42
27.47
27.47
 27.5
 27.5
 27.5
27.75
  28
  28
  28
  28
  28
  28
  28
 28.5
 28.5
28.85
  29
  29
29.25
 29.3
 29.5
29.58
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
  30
30.47
30.52
30.79
  31
32.05
32.05
 32.5
  33
  33
  33
 33.5
 33.5
 33.5
  35
  35
  35
  35
  35
  35
35.21
  36
  36
  37
 37.6
38.88
  39
  39
39.24
  40
  40
  40
  42
  42
  42
  42
42.73
  43
  43
 43.7
  44
 44.5
  45
  45
  45
  46
  46
  46
  47
48.07
48.07
48.07
48.07
48.07
  50
  50
  50
 54.4
54.94
  55
  55
  56
  57
  58
  60
  60
  60
  60
  60
  60
  65
  65
  65
  66
  66
  69
  70
  71
  71
  75
75
75
77
77
80
82
82
83
85
85
85
85
85
87
88
88
89
90
90
95
96
99
99
 b 0 + b 1Female
               b0

               RMSE
               df
               SSR



  0   + b 1Education + b 2Female
                      b0
                    -0.858
                    0.513
                     #N/A    RMSE
                     #N/A    df
                     #N/A    SSR


Male Predicted Wage at 10 Years of Education
 emale Predicted Wage at 10 Years of Education


b 1Education + b 2Female + b 3Female*Education
                      b1             b0
                    0.881          0.076
                     0.06           0.70
                    #N/A           #N/A    RMSE
                    #N/A           #N/A    df
                    #N/A           #N/A    SSR

Male Predicted Wage at 10 Years of Education
 emale Predicted Wage at 10 Years of Education
Average of HrlyWageFemale
Education                  0          1   F-M Differential
                  8 $ 7.83     $ 6.14      $      (1.69)
                                                                                    Male and Female Graphs of Averages
                  9 $ 9.30     $ 5.89      $      (3.41)
                 10 $ 7.71     $ 5.58      $      (2.13)                            $20
                 11 $ 7.88     $ 6.48      $      (1.40)




                                                              Average Hourly Wage
                                                                                    $15
               11.5 $ 7.83     $ 7.38      $      (0.45)
                 12 $ 11.14    $ 8.46      $      (2.68)                            $10
                 13 $ 11.14    $ 8.85      $      (2.28)                             $5
                 14 $ 12.69    $ 11.05     $      (1.64)
                 16 $ 13.75    $ 12.55     $      (1.20)                             $-
                 18 $ 17.94    $ 16.67     $      (1.28)                                  8 9 10 11 12 13 14 15
                                                                                                    Education
Grand Total         $ 10.99    $ 8.96      $      (2.03)

Predicted Wage from Regression of Wage on Education and Female
Education                   0       1 F-M Differential
                   8 $ 6.79 $ 4.53 $          (2.26)
                                                             Male and Female Regression Lines
                   9 $ 7.75 $ 5.48 $          (2.26)
                                                         $18
                  10 $ 8.70 $ 6.44 $          (2.26)     $16
                                                             Average Hourly Wage


                  11 $ 9.66 $ 7.40 $          (2.26)     $14
                11.5 $ 10.14 $ 7.87 $         (2.26)     $12
                                                         $10
                  12 $ 10.62 $ 8.35 $         (2.26)      $8
                  13 $ 11.57 $ 9.31 $         (2.26)      $6
                                                          $4
                  14 $ 12.53 $ 10.27 $        (2.26)
                                                          $2
                  16 $ 14.44 $ 12.18 $        (2.26)      $-
                  18 $ 16.35 $ 14.09 $        (2.26)         8  9 10 11 12 13 14 15
                                                                                                    Education




Predicted Wage from Regression of Wage on Education, Female, and FemaleEducation (Interaction Term)
Education                   0       1 F-M Differential
                   8 $ 7.12 $ 4.13 $          (2.99)
                                                              Male and Female Regression Lines
                   9 $ 8.00 $ 5.17 $          (2.83)
                                                         $18
                  10 $ 8.88 $ 6.22 $          (2.67)     $16
                                                             Average Hourly Wage




                  11 $ 9.76 $ 7.26 $          (2.51)     $14
                11.5 $ 10.20 $ 7.78 $         (2.43)     $12
                                                         $10
                  12 $ 10.65 $ 8.30 $         (2.35)      $8
                  13 $ 11.53 $ 9.34 $         (2.19)      $6
                                                          $4
                  14 $ 12.41 $ 10.38 $        (2.02)
                                                          $2
                  16 $ 14.17 $ 12.47 $        (1.70)      $-
                  18 $ 15.93 $ 14.55 $        (1.38)          8  9 10 11 12 13 14 15
                                                                                                    Education
Graphs of Averages




               Male
               Female




          15 16 17 18




 Regression Lines




              Male
              Female




         15   16   17   18




 on (Interaction Term)


 Regression Lines




              Male
              Female




         15   16   17   18
See CPS90ExpWorkers.xls    Education Nonwhite Hispanic       Female
in Chapter12/Excel Files           16        0           0            0
for full documentation.            14        0           0            1
                                   13        0           0            1
                                   16        1           0            0
                                   12        0           1            0
March 1990 CPS.                    12        0           0            0
276 25-29 years olds
202 45-49 year olds                13        0           0            1
                                   18        0           0            0
                                   12        0           0            1
                                   10        0           0            0
                                   12        0           0            0
                                             60
                                   14        0           0            0
                                   12        1           0            1
                                   17        0
                                             50          0            1
                                   12        0           0            0
                                   15        1           0            0
                                             40
                                   12        0           0            0

                                           Wage ($/hr)
                                   12        0           0            0
                                   12        30
                                             0           0            0
                                   13        0           0            1
                                   13        0
                                             20          0            1
                                   18        1           0            1Wage = 3.09ExpHigh + 9.89
                                   12        0           0            1
                                             10
                                   12        0           0            1
                                   18        0           0            0
                                   10        00          0            1
                                                0
                                    8        0           0            0
                                                                        ExpHigh
                                   16        0           0            0
                                   12        0           0            0
                                   16        0           0            1
                                   13        0           0            0
                                   16        1           0            0
                                   13        0           0            1
                                   12        0           0            0
                                   12        0           0            0
                                   12        0           0            0
                                   12        0           0            1
                                   16        0           0            1
                                   12        1           0            1
                                   17        0           0            0
                                   13        0           0            1
14   0   0   0
12   0   0   1
12   0   0   0
12   0   0   1
18   0   0   1
18   0   0   1
12   0   0   0
18   0   0   0
18   1   0   0
12   0   0   1
16   0   0   1
12   0   0   1
16   0   0   1
18   0   0   0
14   0   0   0
12   0   0   0
12   0   0   0
16   0   0   0
12   0   0   0
12   0   0   1
12   0   0   0
14   0   0   0
12   0   1   1
12   0   1   1
14   0   0   1
12   1   0   0
12   0   0   0
16   0   1   0
 8   0   1   1
12   0   0   0
12   0   0   1
12   0   0   0
18   0   0   0
16   0   0   1
11   0   0   0
11   0   0   0
12   0   0   0
16   0   0   0
15   0   0   1
14   1   0   1
16   0   0   0
18   0   0   0
12   0   0   1
12   0   0   1
11   0   0   1
14   0   0   0
12   0   0   0
16   0   0   1
12   0   0   0
12   0   0   1
13   0   0   0
11   1   0   1
12   0   0   1
12   0   0   1
12   0   0   1
12   0   0   1
12   0   1   0
 8   0   0   1
12   0   0   1
18   0   0   0
12   0   0   1
16   0   0   1
16   0   0   0
18   0   0   0
12   0   0   1
13   1   0   1
12   0   0   1
12   0   0   0
12   0   0   1
12   0   0   0
12   0   0   0
15   0   0   0
12   0   0   1
12   0   0   0
16   0   0   0
12   1   0   0
12   0   0   0
12   0   0   1
14   0   0   0
14   0   0   1
13   1   0   1
14   0   0   1
16   0   0   0
11   0   0   1
17   0   0   0
18   0   0   0
12   0   0   0
12   0   0   1
12   0   0   1
11   0   0   0
13   1   0   1
16   0   0   0
12   0   0   0
14   0   0   1
16   0   0   1
16   0   0   1
18   0   1   0
12   0   0   0
12   0   0   0
12   0   0   1
14   0   0   0
 8   0   0   1
12   0   1   0
 9   0   0   0
10   0   0   1
12   0   0   0
14   0   0   1
16   1   0   0
14   0   0   1
 3   0   0   0
17   0   0   0
18   1   0   0
12   0   0   0
12   0   0   0
18   0   0   0
16   1   0   1
10   0   1   1
18   0   0   1
12   1   0   1
12   0   0   0
11   0   0   0
12   0   0   0
12   0   0   0
12   0   0   1
 4   0   0   0
12   0   0   0
13   0   0   1
12   1   0   1
11   0   0   0
12   0   0   1
14   0   0   1
12   0   0   0
16   0   0   1
13   0   0   1
14   0   0   1
16   0   0   0
18   0   0   1
12   1   0   0
16   1   0   0
12   0   0   1
 9   1   0   1
11   0   0   0
12   0   0   0
18   0   0   1
12   0   0   1
12   0   0   1
12   0   0   0
13   0   0   0
12   0   0   0
18   0   0   0
16   0   0   0
18   0   0   1
16   0   0   0
13   0   0   1
14   0   0   1
12   0   0   0
12   0   0   0
15   0   0   1
12   0   0   0
16   0   0   0
18   0   0   1
16   0   0   1
10   0   1   1
11   0   1   1
12   0   0   0
15   0   0   1
17   0   0   1
12   0   0   0
12   0   0   0
16   0   0   0
12   0   0   1
14   0   0   1
16   0   0   1
14   0   0   1
12   0   0   0
12   0   0   1
12   0   0   0
17   0   0   1
16   0   0   1
12   0   0   0
12   0   0   0
16   0   0   0
12   0   0   1
18   0   0   1
15   0   0   1
 6   0   1   1
16   0   0   0
12   0   0   0
12   1   0   1
16   0   0   0
 3   0   1   0
12   0   0   0
16   0   0   1
16   0   0   1
12   0   0   1
15   1   0   1
16   0   1   0
12   0   0   0
12   0   0   1
14   0   0   1
16   0   0   0
12   0   1   0
12   0   0   0
16   0   0   1
14   0   0   1
17   0   0   1
12   0   0   0
12   0   0   1
12   0   0   1
14   0   0   1
15   0   0   1
15   1   0   0
13   0   0   0
16   0   0   0
13   0   0   1
12   0   0   0
12   0   0   0
12   0   0   1
12   1   0   0
10   0   0   1
17   0   0   1
14   0   0   1
13   0   0   0
12   0   0   0
12   0   0   0
18   0   0   0
16   0   0   1
13   0   0   0
16   1   0   0
16   0   0   1
14   0   1   1
16   0   0   0
12   0   0   0
12   1   0   0
18   0   0   0
12   0   0   0
16   0   0   0
12   0   0   0
12   0   0   0
12   0   0   0
12   0   0   1
14   0   0   0
14   0   0   1
17   0   0   1
14   0   0   1
12   0   0   1
12   0   0   0
12   1   0   1
16   0   0   1
12   1   0   1
12   0   0   1
16   0   0   1
14   0   1   1
16   0   0   0
12   1   0   0
16   1   0   0
12   1   0   0
12   0   0   0
12   0   0   1
18   0   0   0
11   0   0   0
12   0   0   0
12   0   0   0
16   0   0   1
13   0   0   0
11   0   0   0
12   0   0   1
12   0   0   1
16   0   0   0
17   0   0   1
 5   0   0   0
13   0   0   0
 8   0   1   0
16   0   0   0
12   0   0   0
16   0   0   1
12   0   0   1
12   0   0   0
16   0   0   1
12   0   0   1
12   0   0   1
12   0   0   0
12   0   0   0
14   0   0   0
18   0   0   0
12   1   0   0
11   0   0   0
12   0   0   0
12   0   0   1
12   0   0   1
14   0   0   0
14   1   0   1
12   1   0   0
12   0   0   0
11   0   0   1
14   0   0   1
16   0   0   0
16   0   0   0
12   0   0   0
16   0   0   0
 8   0   1   0
16   0   0   1
12   0   0   1
16   0   0   0
16   0   0   1
10   0   0   0
12   0   0   1
12   1   0   1
12   0   0   0
13   0   0   0
12   0   1   0
 4   0   1   0
12   0   0   0
16   0   0   1
12   0   0   0
12   1   0   0
12   0   0   0
12   1   0   1
12   0   0   1
16   0   0   0
13   0   0   1
13   0   0   1
13   0   0   1
18   0   1   1
15   1   0   1
12   0   0   0
14   0   0   0
17   0   0   0
16   0   0   1
12   0   0   0
12   0   0   1
12   0   0   1
12   0   0   0
18   0   0   0
 9   0   0   0
12   0   0   0
12   1   0   1
12   0   0   0
16   0   0   1
18   0   0   1
16   0   0   1
16   0   0   1
14   0   0   1
16   0   0   0
13   0   0   1
15   0   0   1
14   1   0   1
17   0   0   1
18   0   0   0
16   1   0   1
10   0   0   1
18   0   0   1
16   0   0   1
11   0   0   0
12   0   0   0
14   0   0   1
12   0   0   1
12   0   0   1
16   0   0   1
17   0   0   0
12   0   0   1
13   1   0   0
14   0   0   0
12   0   0   1
18   0   0   0
12   0   0   1
12   0   0   0
18   0   0   0
12   1   0   1
12   0   0   0
12   1   0   1
16   0   0   1
16   0   0   1
16   0   0   1
12   1   0   1
16   0   0   0
13   0   0   1
16   0   0   0
18   0   0   0
14   0   0   1
18   0   0   1
 9   0   0   0
12   0   0   0
18   0   0   1
12   0   0   1
16   0   0   1
12   0   0   0
18   0   0   1
16   0   0   1
 9   0   0   1
12   0   0   1
12   0   0   1
17   0   0   1
12   0   0   0
12   1   0   0
12   0   0   1
16   0   0   0
18   0   0   0
12   1   0   0
16   0   0   0
12   0   0   0
16   0   0   1
10   0   0   0
12   0   0   0
16   0   0   1
12   0   0   1
18   0   1   0
12   0   0   0
12   0   0   0
16   0   0   0
12   0   0   1
18   1   0   0
12   0   0   1
17   0   0   0
16   0   0   1
13   0   0   0
12   0   0   0
16   0   0   1
14   0   0   0
16   0   0   0
18   0   0   0
12   0   0   0
18   0   0   0
17   0   0   1
14   0   0   1
16   0   0   1
14   0   0   0
11   1   0   1
12   0   0   1
18   0   0   1
13   0   0   1
18   1   0   0
16   0   0   1
16   0   0   1
14   0   0   1
16   0   0   1
12   1   0   1
 Married       Age               Wage           ExpHigh
             0              45          24.02             1
             0              45           14.4             1
             1              45          11.43             1
             1              45              7             1
             1              45           6.25             1
             1              45           12.5             1
             1              45              7             1
             1              45          38.46             1
             1              45            5.5             1
             1              45             16             1
             0              45          11.15             1
             1              45          11.25             1
             1              45             14             1
             1              45              8             1
             1              45           7.45             1
             1              45             15             1
             1              45             13             1
             1              45             12             1
             1              45              9             1
             0              45            9.4             1
             1              45           4.07             1
             0
Wage = 3.09ExpHigh + 9.89   45           8.75             1
             0              45          13.16             1
             1              45              5             1
             1              45           12.5             1
             1              45           5.23             1
   0.5                             1
             1              45              5             1
 ExpHigh
             1              45           4.89             1
             1              45           22.5             1
             1              45             14             1
             0              45           32.5             1
             1              45              7             1
             0              45           7.33             1
             1              45           12.5             1
             1              45          11.11             1
             1              45             18             1
             1              45              8             1
             1              45          11.67             1
             0              45           9.75             1
             1              45          21.25             1
             0              45              8             1
1   45   11.25   1
1   45     9.3   1
1   45    7.45   1
1   45    5.65   1
1   45    6.75   1
0   45   21.02   1
1   45      13   1
1   45      35   1
0   45    2.15   1
1   45      14   1
1   45   16.88   1
1   45    8.75   1
0   45   10.94   1
1   45   12.65   1
1   46   15.75   1
1   46    32.5   1
1   46      18   1
1   46      32   1
1   46    12.5   1
1   46    4.25   1
1   46    6.67   1
1   46    21.5   1
0   46     4.5   1
0   46      10   1
0   46   17.14   1
0   46   23.12   1
1   46     9.4   1
1   46   42.73   1
1   46      15   1
1   46    16.6   1
1   46       5   1
1   46   16.16   1
1   46   28.85   1
1   46   13.12   1
1   46      11   1
1   46       6   1
1   46   16.25   1
1   46      32   1
0   46      16   1
0   46   12.51   1
1   46   20.48   1
1   46   37.98   1
1   46    4.25   1
1   46    4.25   1
1   46     4.3   1
1   46    26.2   1
1   46      12   1
0   46       3   1
1   46      16   1
1   46    7.75   1
0   46    17.5   1
0   46    7.25   1
0   47       6   1
1   47     8.5   1
1   47      17   1
1   47       7   1
1   47       9   1
1   47       5   1
1   47   14.14   1
1   47      12   1
0   47    11.9   1
1   47    16.6   1
1   47   23.07   1
1   47   48.08   1
0   47   11.43   1
0   47      18   1
1   47    4.23   1
0   47       8   1
1   47     7.6   1
1   47      15   1
0   47    4.25   1
0   47    7.78   1
1   47     5.5   1
1   47      13   1
1   47    9.24   1
1   47   12.88   1
0   47   11.56   1
1   47   10.82   1
1   47      15   1
1   47     7.5   1
0   47   13.27   1
1   47   17.32   1
1   47      15   1
1   47    4.25   1
1   47    12.5   1
1   47    14.1   1
1   47    8.33   1
1   47       2   1
1   47    5.71   1
0   47   10.33   1
1   47   14.75   1
1   47      19   1
1   47      15   1
1   47   11.55   1
0   47     8.1   1
0   47       7   1
1   47   26.67   1
1   47      10   1
1   48    6.75   1
0   48   10.76   1
1   48   26.25   1
1   48   25.71   1
1   48      14   1
1   48       8   1
0   48       4   1
1   48      10   1
0   48   13.16   1
1   48      20   1
1   48   10.65   1
1   48   10.57   1
1   48   16.67   1
1   48       9   1
1   48    6.75   1
1   48   18.18   1
0   48   28.57   1
0   48   21.05   1
1   48       7   1
1   48   14.47   1
1   48    8.57   1
1   48    16.5   1
1   48      13   1
1   48      15   1
1   48      10   1
1   48     8.5   1
1   48    8.65   1
0   48    4.25   1
0   48       6   1
1   48     7.5   1
1   48   12.82   1
1   48   14.67   1
1   48   10.65   1
1   48      16   1
1   48     5.4   1
0   49    5.15   1
1   49      10   1
0   49    19.3   1
0   49    9.28   1
1   49   11.67   1
1   49      25   1
0   49    6.52   1
0   49   16.45   1
1   49    12.5   1
1   49    8.64   1
1   49   17.57   1
0   49    7.25   1
0   49    7.46   1
1   49      16   1
1   49   21.62   1
1   49   15.95   1
1   49    11.5   1
1   49   18.57   1
0   49    9.28   1
1   49      25   1
0   49      10   1
0   49    3.35   1
1   49      10   1
1   49    10.5   1
1   49       5   1
1   49      16   1
1   49    10.5   1
0   49      20   1
1   25    9.29   0
1   25    8.57   0
0   25     5.5   0
1   25     7.5   0
1   25      13   0
0   25     9.2   0
0   25     8.6   0
0   25       4   0
0   25   17.78   0
1   25    7.52   0
0   25       5   0
0   25    3.35   0
1   25    4.95   0
1   25    4.55   0
0   25       4   0
1   25      16   0
0   25    8.75   0
0   25    11.5   0
1   25     4.5   0
1   25       9   0
0   25      11   0
0   25    9.38   0
0   25    2.74   0
0   25       7   0
1   25    8.35   0
0   25   16.88   0
1   25     6.5   0
1   25    9.63   0
0   25      20   0
1   25    5.55   0
0   25       7   0
0   25   10.75   0
0   25      10   0
0   25    6.89   0
0   25       4   0
0   25       9   0
0   25    9.37   0
0   25      14   0
0   25      10   0
1   25      10   0
0   25      10   0
1   25     6.5   0
0   25   12.07   0
0   25    8.36   0
0   25     9.2   0
1   25    12.5   0
0   25       5   0
1   25       8   0
0   25     7.5   0
0   25     3.5   0
0   25    6.53   0
0   25    9.45   0
1   25    6.76   0
1   25       4   0
1   25    4.55   0
1   25       8   0
1   25    4.95   0
1   25      12   0
0   25    7.25   0
0   25    8.75   0
1   25     4.5   0
0   25   11.05   0
0   26   10.69   0
0   26   21.43   0
0   26      10   0
0   26    8.68   0
1   26    12.5   0
0   26      12   0
0   26      11   0
1   26      13   0
0   26   16.34   0
0   26   11.03   0
0   26       5   0
0   26      15   0
1   26   13.45   0
1   26   11.25   0
1   26   13.35   0
0   26    8.25   0
1   26     8.5   0
0   26    5.25   0
0   26    5.73   0
1   26   13.12   0
0   26   13.33   0
0   26    6.93   0
1   26    10.4   0
0   26   12.78   0
0   26      12   0
0   26       6   0
0   26    11.2   0
0   26    4.25   0
0   26      14   0
1   26      13   0
0   26      18   0
0   26     5.5   0
0   26       5   0
1   26     5.5   0
0   26       7   0
0   26       7   0
0   26      15   0
0   26    4.25   0
1   26    7.22   0
1   26     8.5   0
1   26      35   0
1   26    18.2   0
1   26     4.7   0
0   26    5.25   0
1   26    6.25   0
0   26    4.69   0
0   26   13.33   0
0   26       8   0
0   27    9.11   0
0   27       5   0
0   27     9.8   0
1   27      13   0
0   27    15.7   0
1   27    4.88   0
0   27     7.7   0
1   27   22.12   0
0   27     5.7   0
1   27    4.28   0
0   27      10   0
1   27    15.5   0
0   27    8.33   0
0   27      22   0
1   27       8   0
0   27    6.25   0
0   27       7   0
0   27     7.5   0
1   27    3.35   0
0   27    12.5   0
0   27    9.75   0
0   27     5.5   0
1   27    3.75   0
1   27    4.61   0
1   27    12.5   0
1   27      17   0
0   27    3.33   0
1   27     5.5   0
0   27   10.75   0
0   27       5   0
1   27   13.51   0
1   27    8.22   0
0   27    15.5   0
0   27       5   0
0   27      10   0
0   27     5.7   0
1   27       5   0
0   27   18.75   0
0   27    13.8   0
0   27       6   0
1   27    5.69   0
1   27      10   0
0   27   14.19   0
0   27       5   0
1   27       8   0
1   27     9.4   0
0   27       5   0
1   27    6.25   0
0   27   13.75   0
0   27       5   0
0   27    3.35   0
0   27   10.25   0
0   27      11   0
1   28   10.67   0
1   28       6   0
1   28    12.5   0
1   28      16   0
0   28     7.5   0
1   28      11   0
0   28     6.5   0
1   28     5.5   0
1   28   12.86   0
0   28       5   0
0   28    6.67   0
1   28    8.36   0
0   28     5.6   0
1   28    8.33   0
0   28      15   0
0   28    6.75   0
0   28   11.63   0
1   28    12.6   0
0   28    8.98   0
0   28     7.5   0
1   28   11.62   0
0   28   12.05   0
0   28       7   0
1   28    9.12   0
0   28   21.82   0
1   28       9   0
1   28       6   0
1   28   15.38   0
0   28     4.6   0
1   28    12.5   0
0   28    4.86   0
1   28   13.95   0
1   28     7.6   0
0   28      11   0
0   28      10   0
1   28      16   0
1   28   10.93   0
0   28       6   0
1   28    15.9   0
1   28       5   0
1   28      25   0
0   28    9.21   0
0   28      13   0
1   28   51.43   0
0   28       7   0
1   28     7.5   0
0   28     5.6   0
1   28   10.69   0
1   28    15.5   0
0   28      15   0
0   28       8   0
0   28      23   0
0   28   13.65   0
1   28   17.35   0
1   28      20   0
1   28   13.59   0
0   28    6.25   0
0   28    6.95   0
1   29    10.3   0
0   29      25   0
1   29    7.75   0
1   29    8.25   0
0   29      10   0
0   29      10   0
0   29    13.5   0
0   29    12.6   0
1   29      15   0
0   29       5   0
1   29       9   0
1   29    9.36   0
0   29    10.2   0
0   29    6.42   0
1   29    12.5   0
1   29      20   0
1   29      10   0
1   29   13.33   0
1   29   13.33   0
1   29   11.11   0
1   29    7.25   0
1   29    7.78   0
0   29      12   0
1   29     5.5   0
0   29    8.24   0
1   29    6.75   0
1   29    5.03   0
0   29   13.33   0
1   29    7.05   0
0   29      15   0
0   29    3.75   0
1   29   15.56   0
1   29   12.25   0
1   29    12.8   0
1   29     7.5   0
0   29    13.5   0
0   29      10   0
0   29      10   0
1   29      24   0
1   29   12.75   0
0   29    3.79   0
1   29       9   0
1   29     9.8   0
0   29   13.75   0
0   29       6   0
0   29    1.75   0
0   29       4   0
0   29   13.67   0
0   29       4   0
1   29    8.65   0
1   29       5   0
0   29   11.25   0
1   29    7.25   0
1   29    8.25   0
0   29    5.05   0
Q&A for Female.xls
Scroll over to column AA of the Data sheet and use the data there (it's the same as the data in the first few columns of the she


1-A) Create a formula in column AB that gives the dummy variable Male. Fill your formula down.


1-B) Run a regression of Hrly Wages on Female, Male, and Education.
Report your results.


1-C) What went wrong and how can it be fixed?


2) Compute the average of the Female dummy variable and interpret the result.


3-A) Create a new dependent variable, ln Wage.
Regress ln Wage on Female and Education.
Report your results.


3-B) Interpret the coefficient on Female.
HINT: See HowToUseDummyXVariables.doc (in Basic Tools\HowTo) on how to interpret dummy variables in a semi-log functio


4-A) Add an Education*Female interaction term to your semi-log earnings function.
Report your results.


4-B) Use the regression results to create a graph that compares the predicted wages of Males and Females as a function of Ed
e first few columns of the sheet) to answer the first question.




variables in a semi-log functional form regression.




d Females as a function of Education.

				
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