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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 12/31/2002 4 2157 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 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 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 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 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 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 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 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 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 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 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 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 1 73 1 22.86698 90 2/15/1997 12/31/2002 6 2145 0 85 1 26.05501 91

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 12/31/2002 4 2157 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 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 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 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 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 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 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 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 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 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 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 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 1 73 1 22.86698
90 2/15/1997 12/31/2002 6 2145 0 85 1 26.05501
91

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