1. Blood pressure dataset pressure.csv contains examples of systolic pressures and other features from different persons. 2....
Question:
1. Blood pressure dataset pressure.csv contains examples of systolic pressures and other features from different persons.
2. Create polynomial regression models, to predict systolic pressure using the weight feature, for degrees vary from 1 to 14. Perform 10-fold cross validation. Calculate its square roots of the mean square errors (RMSE), and the mean RMSE. Display the mean RMSEs for the 14 different degrees. Produce a cross validation error plot using the mean RMSE with 1 to 14 different degrees
bloodpressure.cvs
ID-NUMBER,AGE,ED-LEVEL,SMOKING STATUS,EXERCISE,WEIGHT,SERUM-CHOL,SYSTOLIC,IQ,SODIUM,GENDER,MARITAL-STATUS,NAME
1,27,2,1,1,120,193,126,118,136,F,M,"Braund, Mr. Owen Harris"
2,18,1,0,1,145,210,120,105,137,M,S,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)"
3,32,2,0,0,118,196,128,115,135,F,M,"Heikkinen, Miss. Laina"
4,24,2,0,1,162,208,129,108,142,M,M,"Futrelle, Mrs. Jacques Heath (Lily May Peel)"
5,19,1,2,0,106,188,119,106,133,F,S,"Allen, Mr. William Henry"
6,56,1,0,0,143,206,136,111,138,F,W,"Moran, Mr. James"
7,65,1,2,0,160,240,131,99,140,M,W,"McCarthy, Mr. Timothy J"
8,36,2,1,0,215,215,163,106,151,M,D,"Palsson, Master. Gosta Leonard"
9,43,1,0,1,127,201,132,111,134,F,M,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)"
10,47,1,1,1,132,215,138,109,135,F,D,"Nasser, Mrs. Nicholas (Adele Achem)"
11,48,3,1,2,196,199,148,115,146,M,D,"Sandstrom, Miss. Marguerite Rut"
12,25,2,2,3,109,210,115,114,141,F,S,"Bonnell, Miss. Elizabeth"
13,63,0,1,0,170,242,149,101,152,F,D,"Saundercock, Mr. William Henry"
14,37,2,0,3,187,193,142,109,144,M,M,"Andersson, Mr. Anders Johan"
15,40,0,1,1,234,208,156,98,147,M,M,"Vestrom, Miss. Hulda Amanda Adolfina"
16,25,1,2,1,199,253,135,103,148,M,S,"Hewlett, Mrs. (Mary D Kingcome) "
17,72,0,0,0,143,288,156,103,145,F,M,"Rice, Master. Eugene"
18,56,1,1,0,156,164,153,99,144,F,D,"Williams, Mr. Charles Eugene"
19,37,2,0,2,142,214,122,110,135,M,M,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)"
20,41,1,1,1,123,220,142,108,134,F,M,"Masselmani, Mrs. Fatima"
21,33,2,1,1,165,194,122,112,137,M,S,"Fynney, Mr. Joseph J"
22,52,1,0,1,157,205,119,106,134,M,D,"Beesley, Mr. Lawrence"
23,44,2,0,1,121,233,135,166,133,F,M,"McGowan, Miss. Anna ""Annie"""
24,53,1,0,0,131,199,133,121,136,F,M,"Sloper, Mr. William Thompson"
25,19,1,0,3,128,206,118,122,132,M,S,"Palsson, Miss. Torborg Danira"
26,25,1,0,0,143,200,118,103,135,M,M,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)"
27,31,2,1,1,152,204,120,119,136,M,M,"Emir, Mr. Farred Chehab"
28,28,2,0,0,119,203,118,116,138,F,M,"Fortune, Mr. Charles Alexander"
29,23,1,0,0,111,240,120,105,135,F,S,"O'Dwyer, Miss. Ellen ""Nellie"""
30,47,2,1,0,149,199,132,123,136,F,M,"Todoroff, Mr. Lalio"
31,47,2,1,0,179,235,131,113,139,M,M,"Uruchurtu, Don. Manuel E"
32,59,1,2,0,206,260,151,99,143,M,W,"Spencer, Mrs. William Augustus (Marie Eugenie)"
33,36,2,1,0,191,201,148,118,145,M,D,"Glynn, Miss. Mary Agatha"
34,59,0,1,1,156,235,142,100,132,F,W,"Wheadon, Mr. Edward H"
35,35,1,0,0,122,232,131,106,135,F,M,"Meyer, Mr. Edgar Joseph"
36,29,2,0,2,175,195,129,121,148,M,M,"Holverson, Mr. Alexander Oskar"
37,44,1,2,0,132,240,130,109,132,F,S,"Mamee, Mr. Hanna"
38,44,1,2,0,132,240,130,109,132,F,S,"Cann, Mr. Ernest Charles"
39,63,2,2,1,188,255,156,121,145,M,M,"Vander Planke, Miss. Augusta Maria"
40,36,2,1,1,125,220,126,117,140,F,S,"Nicola-Yarred, Miss. Jamila"
41,21,1,0,1,109,206,114,102,136,F,M,
42,31,2,0,2,112,201,116,123,133,F,M,
43,57,1,1,1,167,213,141,103,143,M,W,
44,20,1,2,3,101,194,110,111,125,F,S,
45,24,2,1,3,106,188,113,114,127,F,D,
46,42,1,0,1,148,206,136,107,140,M,S,
47,55,1,0,0,170,257,152,106,130,F,M,
48,23,0,0,1,152,204,116,95,142,M,M,
49,32,2,0,0,191,210,132,115,147,M,M,
50,28,1,0,1,148,222,135,100,135,M,M,
51,67,0,0,0,160,250,141,116,146,F,W,
52,22,1,1,1,109,220,121,103,144,F,M,
53,19,1,1,1,131,231,117,112,133,M,S,
54,25,2,0,2,153,212,121,119,149,M,D,
55,41,3,2,2,165,236,130,131,152,M,M,
56,24,2,0,3,112,205,118,100,132,F,S,
57,32,2,0,1,115,187,115,109,136,F,S,
58,50,3,0,1,173,203,136,126,146,M,M,
59,32,2,1,0,186,248,119,122,149,M,M,
60,26,2,0,1,181,207,123,121,142,M,S,
61,36,1,1,0,112,188,117,98,135,F,D,
62,40,1,1,0,130,201,121,105,136,F,D,
63,19,1,1,1,132,237,115,111,137,M,S,
64,37,2,0,2,179,228,141,127,141,F,M,
65,65,3,2,1,212,220,158,129,148,M,M,
66,21,1,2,2,99,191,117,103,131,F,S,
67,25,2,2,1,128,195,120,121,131,F,S,
68,68,0,0,0,167,210,142,98,140,M,W,
69,18,1,1,2,121,198,123,113,136,F,S,
70,26,0,1,1,163,235,128,99,140,M,M,
71,45,1,1,1,185,229,125,101,143,M,M,
72,44,3,0,0,130,215,128,128,137,F,M,
73,50,1,0,0,142,232,135,104,138,F,M,
74,63,0,0,0,166,271,143,103,147,F,W,
75,48,1,0,3,163,203,131,103,144,M,M,
76,27,2,0,3,147,186,118,114,134,M,M,
77,31,3,1,1,152,228,116,126,138,M,D,
78,28,2,0,2,112,197,120,123,133,F,M,
79,36,2,1,2,190,226,123,121,147,M,M,
80,43,3,2,0,179,252,127,131,145,M,D,
81,21,1,0,1,117,185,116,105,137,F,S,
82,32,2,1,0,125,193,123,119,135,F,M,
83,29,2,1,0,123,192,131,116,131,F,D,
84,49,2,2,1,185,190,129,127,144,M,M,
85,24,1,1,1,133,237,121,114,129,M,M,
86,36,2,0,2,163,195,115,119,139,M,M,
87,34,1,2,0,135,199,133,117,135,F,M,
88,36,0,0,1,142,216,138,88,137,F,M,
89,29,1,1,1,155,214,120,98,135,M,S,
90,42,0,0,2,169,201,123,96,137,M,D,
91,41,1,1,1,136,214,133,102,141,F,D,
92,29,1,1,0,112,205,120,102,130,F,M,
93,43,1,1,0,185,208,127,100,143,M,M,
94,61,1,2,0,173,248,142,101,141,M,M,
95,21,1,1,3,106,210,111,105,131,F,S,
96,53,0,0,0,149,232,142,103,141,F,M,
97,63,0,1,0,192,193,163,95,147,M,M,
98,74,1,0,0,162,247,151,99,151,F,W,
99,35,2,0,1,151,251,147,113,145,F,M,
100,28,2,0,3,161,199,129,116,138,M,M,
Accounting Information Systems
ISBN: 9780132871938
11th edition
Authors: George H. Bodnar, William S. Hopwood