Specifically, you must address these critical elements: A. Graphs: In this section, you will use graphical displays to examine the data and formulate an initial hypothesis. In particular, you should: 1. Create key graphical displays that give a sense of potential relationships between variables. Include the graphs and discuss why you selected these graphical displays as opposed to others. B. Conduct appropriate hypothesis tests, simple regressions, and other tests to analyze the data set. C. Explain why these tests are the best choice in this context and how they compare with established best practices. D. Analysis of Biostatistics: Use this section to describe your findings from a statistical standpoint. Be sure to: 1. Present key biostatistics from the graphs, tests, and regressions performed, and explain what they mean. Be sure to include a spreadsheet showing your work as an appendix. 2. What statistical inferences or conclusions can you draw based on the hypothesis tests and simple regression analyses performed? Justify your response.  use  this data to do this milestone. id admitdate foldate los lenfol fstat age gender bmi 1 3/13/1995 3/19/1995 4 6 1 65 0 31.38134 2 1/14/1995 1/23/1996 5 374 1 88 1 22.6579 3 2/17/1995 10/4/2001 5 2421 1 77 0 27.87892 4 4/7/1995 7/14/1995 9 98 1 81 1 21.47878 5 2/9/1995 5/29/1998 4 1205 1 78 0 30.70601 6 1/16/1995 9/11/2000 7 2065 1 82 1 26.45294 7 1/17/1995 10/15/1997 3 1002 1 66 1 35.71147 8 11/15/1994 11/24/2000 56 2201 1 81 1 28.27676 9 8/18/1995 2/23/1996 5 189 1 76 0 27.12082 10 7/22/1995 12/31/2002 9 2719 0 40 0 21.78971 11 10/11/1995 12/31/2002 6 2638 0 73 1 28.43344 12 5/26/1995 9/29/1996 11 492 1 83 0 24.66175 13 5/21/1995 3/18/1996 6 302 1 64 1 27.46412 14 12/14/1995 12/31/2002 10 2574 0 58 0 29.83756 15 11/8/1995 12/31/2002 7 2610 0 43 0 22.95776 16 10/8/1995 12/31/2002 5 2641 0 39 0 30.10881 17 10/17/1995 5/12/2000 6 1669 1 66 0 31.99738 18 10/30/1995 1/5/2003 9 2624 1 61 0 30.7142 19 12/10/1995 12/31/2002 6 2578 0 49 0 25.69548 20 11/23/1995 12/31/2002 5 2595 0 53 1 30.12017 21 10/5/1995 2/5/1996 6 123 1 85 0 18.41038 22 11/5/1995 12/31/2002 8 2613 0 69 1 37.60097 23 9/9/1995 10/22/1997 4 774 1 54 0 28.97529 24 9/9/1995 3/13/2001 14 2012 1 82 0 19.90095 25 12/15/1995 12/31/2002 4 2573 0 67 1 28.32237 26 12/3/1995 1/19/2001 11 1874 1 89 1 23.43605 27 10/18/1995 12/31/2002 2 2631 0 68 0 26.44693 28 3/16/1995 6/4/2000 7 1907 1 78 0 28.20595 29 10/25/1995 4/15/1997 5 538 1 56 0 24.11997 30 10/6/1995 1/18/1996 4 104 1 85 1 36.71647 31 9/3/1995 9/9/1995 4 6 1 72 0 27.97907 32 6/30/1995 5/1/1999 5 1401 1 50 0 20.363 33 7/22/1995 12/22/2002 8 2710 1 81 1 28.64898 34 9/17/1995 1/5/1998 4 841 1 85 1 20.17772 35 3/21/1997 8/16/1997 6 148 1 84 1 23.6187 36 2/23/1997 12/31/2002 12 2137 0 75 0 23.67519 37 1/1/1997 12/31/2002 16 2190 0 61 0 23.4314 38 1/18/1997 12/31/2002 5 2173 0 48 0 33.4511 39 1/19/1997 4/25/1998 8 461 1 83 1 19.57068 40 3/18/1997 12/31/2002 10 2114 0 82 0 25.82748 41 2/3/1997 12/31/.

1. Specifically, you must address these critical elements: A.
Graphs: In this section, you will use graphical displays to
examine the data and formulate an initial hypothesis. In
particular, you should: 1. Create key graphical displays that
give a sense of potential relationships between variables.
Include the graphs and discuss why you selected these graphical
displays as opposed to others. B. Conduct appropriate
hypothesis tests, simple regressions, and other tests to analyze
the data set. C. Explain why these tests are the best choice in
this context and how they compare with established best
practices. D. Analysis of Biostatistics: Use this section to
describe your findings from a statistical standpoint. Be sure to:
1. Present key biostatistics from the graphs, tests, and
regressions performed, and explain what they mean. Be sure to
include a spreadsheet showing your work as an appendix. 2.
What statistical inferences or conclusions can you draw based
on the hypothesis tests and simple regression analyses
performed? Justify your response.
use this data to do this milestone.
id
admitdate
foldate
los
lenfol
fstat
age
gender
bmi
1
3/13/1995
3/19/1995
4
6

2. 1
65
0
31.38134
2
1/14/1995
1/23/1996
5
374
1
88
1
22.6579
3
2/17/1995
10/4/2001
5
2421
1
77
0
27.87892
4
4/7/1995
7/14/1995
9
98
1
81
1
21.47878
5
2/9/1995
5/29/1998
4
1205

3. 1
78
0
30.70601
6
1/16/1995
9/11/2000
7
2065
1
82
1
26.45294
7
1/17/1995
10/15/1997
3
1002
1
66
1
35.71147
8
11/15/1994
11/24/2000
56
2201
1
81
1
28.27676
9
8/18/1995
2/23/1996
5
189

4. 1
76
0
27.12082
10
7/22/1995
12/31/2002
9
2719
0
40
0
21.78971
11
10/11/1995
12/31/2002
6
2638
0
73
1
28.43344
12
5/26/1995
9/29/1996
11
492
1
83
0
24.66175
13
5/21/1995
3/18/1996
6
302

5. 1
64
1
27.46412
14
12/14/1995
12/31/2002
10
2574
0
58
0
29.83756
15
11/8/1995
12/31/2002
7
2610
0
43
0
22.95776
16
10/8/1995
12/31/2002
5
2641
0
39
0
30.10881
17
10/17/1995
5/12/2000
6
1669

6. 1
66
0
31.99738
18
10/30/1995
1/5/2003
9
2624
1
61
0
30.7142
19
12/10/1995
12/31/2002
6
2578
0
49
0
25.69548
20
11/23/1995
12/31/2002
5
2595
0
53
1
30.12017
21
10/5/1995
2/5/1996
6
123

7. 1
85
0
18.41038
22
11/5/1995
12/31/2002
8
2613
0
69
1
37.60097
23
9/9/1995
10/22/1997
4
774
1
54
0
28.97529
24
9/9/1995
3/13/2001
14
2012
1
82
0
19.90095
25
12/15/1995
12/31/2002
4
2573

8. 0
67
1
28.32237
26
12/3/1995
1/19/2001
11
1874
1
89
1
23.43605
27
10/18/1995
12/31/2002
2
2631
0
68
0
26.44693
28
3/16/1995
6/4/2000
7
1907
1
78
0
28.20595
29
10/25/1995
4/15/1997
5
538

9. 1
56
0
24.11997
30
10/6/1995
1/18/1996
4
104
1
85
1
36.71647
31
9/3/1995
9/9/1995
4
6
1
72
0
27.97907
32
6/30/1995
5/1/1999
5
1401
1
50
0
20.363
33
7/22/1995
12/22/2002
8
2710

10. 1
81
1
28.64898
34
9/17/1995
1/5/1998
4
841
1
85
1
20.17772
35
3/21/1997
8/16/1997
6
148
1
84
1
23.6187
36
2/23/1997
12/31/2002
12
2137
0
75
0
23.67519
37
1/1/1997
12/31/2002
16
2190

11. 0
61
0
23.4314
38
1/18/1997
12/31/2002
5
2173
0
48
0
33.4511
39
1/19/1997
4/25/1998
8
461
1
83
1
19.57068
40
3/18/1997
12/31/2002
10
2114
0
82
0
25.82748
41
2/3/1997
12/31/2002
4
2157

12. 0
62
0
30.86625
42
5/17/1997
12/31/2002
5
2054
0
39
0
24.21079
43
3/8/1997
12/31/2002
5
2124
0
45
0
31.66439
44
2/23/1997
12/31/2002
4
2137
0
65
0
26.22085
45
6/14/1997
1/5/2003
18
2031

13. 1
76
1
32.41986
46
7/7/1997
12/31/2002
9
2003
0
77
1
24.56345
47
4/27/1997
12/31/2002
9
2074
0
68
0
21.3055
48
5/15/1997
2/13/1998
7
274
1
73
0
26.45678
49
7/26/1997
12/31/2002
4
1984

14. 0
64
0
27.97977
50
7/17/1997
12/31/2002
6
1993
0
80
0
36.02333
51
9/9/1997
12/31/2002
7
1939
0
84
1
22.31424
52
6/19/1997
9/3/2000
4
1172
1
43
1
25.33148
53
8/20/1997
11/17/1997
3
89

15. 1
87
1
18.77718
54
8/28/1997
1/3/1998
7
128
1
70
1
18.60004
55
9/9/1997
12/31/2002
17
1939
0
80
0
25.50204
56
9/1/1997
9/15/1997
11
14
1
64
1
24.41255
57
9/3/1997
6/10/2000
5
1011

16. 1
59
1
29.85998
58
9/24/1997
10/30/2001
6
1497
1
92
0
24.3664
59
9/19/1997
12/31/2002
3
1929
0
51
0
34.77034
60
4/17/1997
12/31/2002
1
2084
0
41
0
27.26234
61
10/21/1997
2/5/1998
6
107

17. 1
90
0
24.78423
62
10/2/1997
12/27/1998
4
451
1
83
0
21.80987
63
1/8/1997
12/31/2002
3
2183
0
61
0
27.36909
64
11/11/1997
12/31/2002
7
1876
0
64
0
26.22085
65
11/7/1997
5/31/2000
3
936

18. 1
82
0
26.88683
66
4/20/1997
4/18/1998
5
363
1
91
1
27.61844
67
6/18/1997
5/1/2000
5
1048
1
48
0
31.58373
68
10/29/1997
12/31/2002
12
1889
0
63
0
23.33267
69
4/29/1997
12/31/2002
5
2072

19. 0
81
0
28.35006
70
11/8/1997
12/31/2002
7
1879
0
52
0
32.63621
71
11/17/1997
12/31/2002
4
1870
0
65
0
31.95113
72
11/28/1997
12/31/2002
5
1859
0
74
0
25.01782
73
5/19/1997
12/31/2002
5
2052

20. 0
62
0
30.22827
74
12/11/1997
12/31/2002
4
1846
0
60
1
29.28812
75
5/10/1997
12/31/2002
7
2061
0
71
0
32.32407
76
10/6/1997
12/31/2002
3
1912
0
73
0
31.47445
77
12/21/1997
12/31/2002
5
1836

21. 0
43
0
28.59188
78
11/22/1997
3/16/1998
7
114
1
80
0
33.36074
79
10/31/1997
2/4/2002
7
1557
1
72
0
21.80987
80
6/28/1997
12/27/2000
5
1278
1
57
0
23.57087
81
12/21/1997
12/31/2002
3
1836

22. 0
80
1
28.35006
82
10/2/1997
12/31/2002
6
1916
0
76
0
28.03555
83
9/14/1997
12/31/2002
3
1934
0
53
0
24.21079
84
9/25/1997
12/31/2002
10
1923
0
44
0
32.60387
85
12/2/1997
1/15/1998
3
44

23. 1
71
0
23.0563
86
9/26/1997
12/31/2002
6
1922
0
64
0
31.75016
87
10/24/1997
7/25/1998
5
274
1
86
0
21.10959
88
11/27/1997
12/31/2002
7
1860
0
72
1
25.23266
89
4/12/1997
3/23/2002
4
1806

24. 1
73
1
22.86698
90
2/15/1997
12/31/2002
6
2145
0
85
1
26.05501
91
10/22/1997
4/22/1998
5
182
1
60
0
23.18023
92
6/27/1997
12/31/2002
4
2013
0
63
0
35.48949
93
1/17/1997
12/31/2002
5
2174

25. 0
80
1
20.59809
94
12/12/1997
5/24/2002
4
1624
1
74
0
30.13206
95
11/4/1997
5/10/1998
10
187
1
79
1
16.78615
96
11/4/1997
12/31/2002
4
1883
0
48
1
32.11709
97
12/24/1997
4/19/2002
3
1577

26. 1
32
1
39.93835
98
11/26/1997
1/27/1998
8
62
1
86
1
14.91878
99
8/10/1997
12/31/2002
16
1969
0
56
0
29.05295
100
3/26/1997
2/13/2000
7
1054
1
74
0
32.89087