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Monroe Week 9 Homework

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Absolute running time: 4.38 sec, cpu time: 5.34 sec, memory peak: 73 Mb, absolute service time: 4,44 sec 
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Error(s), warning(s):
Attaching package: ‘ggplot2’

The following object is masked from ‘package:kernlab’:

    alpha


    Ozone Solar.R Wind Temp Month Day
1      41     190  7.4   67     5   1
2      36     118  8.0   72     5   2
3      12     149 12.6   74     5   3
4      18     313 11.5   62     5   4
5      42     186 14.3   56     5   5
6      28     186 14.9   66     5   6
7      23     299  8.6   65     5   7
8      19      99 13.8   59     5   8
9       8      19 20.1   61     5   9
10     42     194  8.6   69     5  10
11      7     186  6.9   74     5  11
12     16     256  9.7   69     5  12
13     11     290  9.2   66     5  13
14     14     274 10.9   68     5  14
15     18      65 13.2   58     5  15
16     14     334 11.5   64     5  16
17     34     307 12.0   66     5  17
18      6      78 18.4   57     5  18
19     30     322 11.5   68     5  19
20     11      44  9.7   62     5  20
21      1       8  9.7   59     5  21
22     11     320 16.6   73     5  22
23      4      25  9.7   61     5  23
24     32      92 12.0   61     5  24
25     42      66 16.6   57     5  25
26     42     266 14.9   58     5  26
27     42     186  8.0   57     5  27
28     23      13 12.0   67     5  28
29     45     252 14.9   81     5  29
30    115     223  5.7   79     5  30
31     37     279  7.4   76     5  31
32     42     286  8.6   78     6   1
33     42     287  9.7   74     6   2
34     42     242 16.1   67     6   3
35     42     186  9.2   84     6   4
36     42     220  8.6   85     6   5
37     42     264 14.3   79     6   6
38     29     127  9.7   82     6   7
39     42     273  6.9   87     6   8
40     71     291 13.8   90     6   9
41     39     323 11.5   87     6  10
42     42     259 10.9   93     6  11
43     42     250  9.2   92     6  12
44     23     148  8.0   82     6  13
45     42     332 13.8   80     6  14
46     42     322 11.5   79     6  15
47     21     191 14.9   77     6  16
48     37     284 20.7   72     6  17
49     20      37  9.2   65     6  18
50     12     120 11.5   73     6  19
51     13     137 10.3   76     6  20
52     42     150  6.3   77     6  21
53     42      59  1.7   76     6  22
54     42      91  4.6   76     6  23
55     42     250  6.3   76     6  24
56     42     135  8.0   75     6  25
57     42     127  8.0   78     6  26
58     42      47 10.3   73     6  27
59     42      98 11.5   80     6  28
60     42      31 14.9   77     6  29
61     42     138  8.0   83     6  30
62    135     269  4.1   84     7   1
63     49     248  9.2   85     7   2
64     32     236  9.2   81     7   3
65     42     101 10.9   84     7   4
66     64     175  4.6   83     7   5
67     40     314 10.9   83     7   6
68     77     276  5.1   88     7   7
69     97     267  6.3   92     7   8
70     97     272  5.7   92     7   9
71     85     175  7.4   89     7  10
72     42     139  8.6   82     7  11
73     10     264 14.3   73     7  12
74     27     175 14.9   81     7  13
75     42     291 14.9   91     7  14
76      7      48 14.3   80     7  15
77     48     260  6.9   81     7  16
78     35     274 10.3   82     7  17
79     61     285  6.3   84     7  18
80     79     187  5.1   87     7  19
81     63     220 11.5   85     7  20
82     16       7  6.9   74     7  21
83     42     258  9.7   81     7  22
84     42     295 11.5   82     7  23
85     80     294  8.6   86     7  24
86    108     223  8.0   85     7  25
87     20      81  8.6   82     7  26
88     52      82 12.0   86     7  27
89     82     213  7.4   88     7  28
90     50     275  7.4   86     7  29
91     64     253  7.4   83     7  30
92     59     254  9.2   81     7  31
93     39      83  6.9   81     8   1
94      9      24 13.8   81     8   2
95     16      77  7.4   82     8   3
96     78     186  6.9   86     8   4
97     35     186  7.4   85     8   5
98     66     186  4.6   87     8   6
99    122     255  4.0   89     8   7
100    89     229 10.3   90     8   8
101   110     207  8.0   90     8   9
102    42     222  8.6   92     8  10
103    42     137 11.5   86     8  11
104    44     192 11.5   86     8  12
105    28     273 11.5   82     8  13
106    65     157  9.7   80     8  14
107    42      64 11.5   79     8  15
108    22      71 10.3   77     8  16
109    59      51  6.3   79     8  17
110    23     115  7.4   76     8  18
111    31     244 10.9   78     8  19
112    44     190 10.3   78     8  20
113    21     259 15.5   77     8  21
114     9      36 14.3   72     8  22
115    42     255 12.6   75     8  23
116    45     212  9.7   79     8  24
117   168     238  3.4   81     8  25
118    73     215  8.0   86     8  26
119    42     153  5.7   88     8  27
120    76     203  9.7   97     8  28
121   118     225  2.3   94     8  29
122    84     237  6.3   96     8  30
123    85     188  6.3   94     8  31
124    96     167  6.9   91     9   1
125    78     197  5.1   92     9   2
126    73     183  2.8   93     9   3
127    91     189  4.6   93     9   4
128    47      95  7.4   87     9   5
129    32      92 15.5   84     9   6
130    20     252 10.9   80     9   7
131    23     220 10.3   78     9   8
132    21     230 10.9   75     9   9
133    24     259  9.7   73     9  10
134    44     236 14.9   81     9  11
135    21     259 15.5   76     9  12
136    28     238  6.3   77     9  13
137     9      24 10.9   71     9  14
138    13     112 11.5   71     9  15
139    46     237  6.9   78     9  16
140    18     224 13.8   67     9  17
141    13      27 10.3   76     9  18
142    24     238 10.3   68     9  19
143    16     201  8.0   82     9  20
144    13     238 12.6   64     9  21
145    23      14  9.2   71     9  22
146    36     139 10.3   81     9  23
147     7      49 10.3   69     9  24
148    14      20 16.6   63     9  25
149    30     193  6.9   70     9  26
150    42     145 13.2   77     9  27
151    14     191 14.3   75     9  28
152    18     131  8.0   76     9  29
153    20     223 11.5   68     9  30
    Ozone Solar.R Wind Temp Month Day
2      36     118  8.0   72     5   2
4      18     313 11.5   62     5   4
10     42     194  8.6   69     5  10
14     14     274 10.9   68     5  14
16     14     334 11.5   64     5  16
20     11      44  9.7   62     5  20
22     11     320 16.6   73     5  22
23      4      25  9.7   61     5  23
31     37     279  7.4   76     5  31
33     42     287  9.7   74     6   2
39     42     273  6.9   87     6   8
42     42     259 10.9   93     6  11
51     13     137 10.3   76     6  20
53     42      59  1.7   76     6  22
54     42      91  4.6   76     6  23
55     42     250  6.3   76     6  24
60     42      31 14.9   77     6  29
61     42     138  8.0   83     6  30
64     32     236  9.2   81     7   3
69     97     267  6.3   92     7   8
72     42     139  8.6   82     7  11
76      7      48 14.3   80     7  15
82     16       7  6.9   74     7  21
83     42     258  9.7   81     7  22
94      9      24 13.8   81     8   2
95     16      77  7.4   82     8   3
102    42     222  8.6   92     8  10
103    42     137 11.5   86     8  11
108    22      71 10.3   77     8  16
109    59      51  6.3   79     8  17
118    73     215  8.0   86     8  26
121   118     225  2.3   94     8  29
126    73     183  2.8   93     9   3
129    32      92 15.5   84     9   6
134    44     236 14.9   81     9  11
142    24     238 10.3   68     9  19
143    16     201  8.0   82     9  20
145    23      14  9.2   71     9  22
153    20     223 11.5   68     9  30
Support Vector Machine object of class "ksvm" 

SV type: eps-svr  (regression) 
 parameter : epsilon = 0.1  cost C = 1 

Gaussian Radial Basis kernel function. 
 Hyperparameter : sigma =  0.178614552914356 

Number of Support Vectors : 121 

Objective Function Value : -47.2592 
Training error : 0.314828 
                  
predictedOzone     1 4 6 7 8 9 10 11 12 13 14 16 18 19 20 21 22 23 24 27 28 29
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  10.2833178197347 0 0 0 0 0 0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
  10.7621815937222 0 0 0 1 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
  10.8591006573457 0 0 0 0 1 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
  11.4965743110482 0 0 0 0 0 0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
  11.8801366683124 0 0 0 0 0 1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
  12.229163423381  1 0 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
  12.5970698518691 0 0 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
  13.8612659234197 0 0 0 0 0 0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
  15.0740770478819 0 1 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
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predictedOzone     110 115 118 122 135 168
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[1] NaN
[1] 16.09974
Support Vector Machine object of class "ksvm" 

SV type: eps-svr  (regression) 
 parameter : epsilon = 0.1  cost C = 1 

Gaussian Radial Basis kernel function. 
 Hyperparameter : sigma =  0.135202738492947 

Number of Support Vectors : 93 

Objective Function Value : -35.9403 
Training error : 0.228976 
                      
predictedGoodozone     0 1
  -0.0820062622902299  1 0
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  -0.0607873416441906  1 0
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[1] 50
                  
predictedOzone     1 4 6 7 8 9 10 11 12 13 14 16 18 19 20 21 22 23 24 27 28 29
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predictedOzone     30 31 32 34 35 36 37 39 40 41 42 44 45 46 47 48 49 50 52 59
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[1] NaN
[1] 14.37916
                  
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  75.8786830737229  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0   0
  76.0230674437088  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0   0
  76.083883450713   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0   0
  77.9085544253774  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0   0
  78.8348561729486  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0   0
  80.8741251618977  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0   0
  81.0232818072858  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0   0
  82.0405211277509  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0   0
  82.1189372311201  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0   0
  82.1192762193328  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0   0
  82.8318108246526  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0   0
  83.1641387319494  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0   0
  84.2514860998349  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0   0
  85.7999843640364  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0   0
  86.7384695466205  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0   0
  88.2188790412166  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0   0
  91.7802094439678  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1   0
  91.8747000373767  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1   0
                  
predictedOzone     110 115 118 122 135 168
  10.8774229973885   0   0   0   0   0   0
  11.5149844448067   0   0   0   0   0   0
  11.8696087002972   0   0   0   0   0   0
  11.8788196426154   0   0   0   0   0   0
  12.6463165970809   0   0   0   0   0   0
  12.6760101245242   0   0   0   0   0   0
  13.0898483663746   0   0   0   0   0   0
  13.8199948646669   0   0   0   0   0   0
  13.8712373807302   0   0   0   0   0   0
  15.0576080519067   0   0   0   0   0   0
  15.1245386421962   0   0   0   0   0   0
  15.1297966085128   0   0   0   0   0   0
  15.8736380293375   0   0   0   0   0   0
  16.6091973378356   0   0   0   0   0   0
  16.6175753109765   0   0   0   0   0   0
  18.2187545125241   0   0   0   0   0   0
  18.3512347274642   0   0   0   0   0   0
  19.1175373860858   0   0   0   0   0   0
  19.2589778045483   0   0   0   0   0   0
  19.4440185622974   0   0   0   0   0   0
  19.8194928230609   0   0   0   0   0   0
  20.0754010490025   0   0   0   0   0   0
  20.211170326435    0   0   0   0   0   0
  20.4519850063962   0   0   0   0   0   0
  20.5302084386351   0   0   0   0   0   0
  21.1247221914005   0   0   0   0   0   0
  21.1741871022199   0   0   0   0   0   0
  21.3211285691257   0   0   0   0   0   0
  21.3861611577124   0   0   0   0   0   0
  21.4236495672894   0   0   0   0   0   0
  21.641195867335    0   0   0   0   0   0
  21.8386755495311   0   0   0   0   0   0
  22.0330812383989   0   0   0   0   0   0
  22.1324028062579   0   0   0   0   0   0
  22.2204033114294   0   0   0   0   0   0
  22.3119110429736   0   0   0   0   0   0
  22.8761544873682   0   0   0   0   0   0
  22.9971282362152   0   0   0   0   0   0
  23.7484791005699   0   0   0   0   0   0
  23.8737508354255   0   0   0   0   0   0
  23.8781544276688   0   0   0   0   0   0
  24.5771533639091   0   0   0   0   0   0
  24.7592192464251   0   0   0   0   0   0
  25.7774860992545   0   0   0   0   0   0
  25.866445326291    0   0   0   0   0   0
  25.8736242183361   0   0   0   0   0   0
  26.0375266527      0   0   0   0   0   0
  26.3768534394722   0   0   0   0   0   0
  26.538093004797    0   0   0   0   0   0
  26.605113808543    0   0   0   0   0   0
  26.768754047691    0   0   0   0   0   0
  26.8382193409421   0   0   0   0   0   0
  26.8685952691813   0   0   0   0   0   0
  26.9408781822484   0   0   0   0   0   0
  27.1304103620878   0   0   0   0   0   0
  27.6056725658302   0   0   0   0   0   0
  27.6074499230351   0   0   0   0   0   0
  28.1282031263293   0   0   0   0   0   0
  28.8385765722076   0   0   0   0   0   0
  29.1259746440799   0   0   0   0   0   0
  30.2444452099151   0   0   0   0   0   0
  30.3824124092141   0   0   0   0   0   0
  30.8781123060451   0   0   0   0   0   0
  31.8659441792213   0   0   0   0   0   0
  32.490188999695    0   0   0   0   0   0
  33.2043696488721   0   0   0   0   0   0
  33.4131028320745   0   0   0   0   0   0
  33.6255541054142   0   0   0   0   0   0
  34.1328574843199   0   0   0   0   0   0
  34.346947837186    0   0   0   0   0   0
  34.7090848544591   0   0   0   0   0   0
  34.9324586402226   0   0   0   0   0   0
  35.6757230888073   0   0   0   0   0   0
  35.731085016072    0   0   0   0   0   0
  35.9257643971534   0   0   0   0   0   0
  36.1115388495523   0   0   0   0   0   0
  36.2758164837505   0   0   0   0   0   0
  36.6065916592165   0   0   0   0   0   0
  36.8425327227427   0   0   0   0   0   0
  37.1123785361761   0   0   0   0   0   0
  37.1848156102798   0   0   0   0   0   0
  37.4465896212449   0   0   0   0   0   0
  37.4804810551868   0   0   0   0   0   0
  37.8701279739399   0   0   0   0   0   0
  38.1842331075033   0   0   0   0   0   0
  38.3493911180696   0   0   0   0   0   0
  38.3676611790202   0   0   0   0   0   0
  38.4553171937753   0   0   0   0   0   0
  39.1170207087965   0   0   0   0   0   0
  39.1286605673356   0   0   0   0   0   0
  39.1298655678766   0   0   0   0   0   0
  39.1305407896757   0   0   0   0   0   0
  39.1305415772776   0   0   0   0   0   0
  39.135812533112    0   0   0   0   0   0
  39.1387355780491   0   0   0   0   0   0
  39.139811715878    0   0   0   0   0   0
  39.2480799822333   0   0   0   0   0   0
  39.4522518289522   0   0   0   0   0   0
  39.869654890421    0   0   0   0   0   0
  39.9791114618309   0   0   0   0   0   0
  41.0380633005601   0   0   0   0   0   0
  41.2610383936273   0   0   0   0   0   0
  42.0713503215405   0   0   0   0   0   0
  42.4360741908155   0   0   0   0   0   0
  43.2751129519553   0   0   0   0   0   0
  43.7658526121848   0   0   0   0   0   0
  44.1395598990936   0   0   0   0   0   0
  44.8692862701749   0   0   0   0   0   0
  44.8788420076596   0   0   0   0   0   0
  45.3639567729511   0   0   0   0   0   0
  45.8856807505616   0   0   0   0   0   0
  47.8636398830171   0   0   0   0   0   0
  48.8675612783223   0   0   0   0   0   0
  48.9429300966055   0   0   0   0   0   0
  53.7262557414284   0   0   0   0   0   0
  54.8754539001243   0   0   0   0   0   0
  55.9426825189403   0   0   0   0   0   0
  57.1914064468975   0   0   0   0   0   0
  61.7839001612161   0   0   0   0   0   0
  62.3839561895705   0   0   0   0   0   0
  62.7843107509281   0   0   0   0   0   0
  65.074029305579    0   0   0   0   0   0
  66.0614861649791   0   1   0   0   0   0
  66.8531357948137   0   0   0   0   0   0
  66.8780034770578   0   0   0   0   0   0
  68.0769844023109   0   0   0   0   0   0
  68.123718120462    0   0   0   0   0   0
  70.5856195598491   0   0   0   0   0   0
  70.593286311525    0   0   0   0   0   0
  70.7041053606457   0   0   0   0   0   0
  71.1278737077131   0   0   0   0   0   0
  71.2899234089064   0   0   0   0   0   1
  71.6140886326      0   0   0   0   1   0
  72.6040125023594   0   0   0   0   0   0
  75.1387700472196   0   0   0   0   0   0
  75.8786830737229   0   0   0   0   0   0
  76.0230674437088   0   0   0   0   0   0
  76.083883450713    0   0   0   0   0   0
  77.9085544253774   0   0   0   0   0   0
  78.8348561729486   0   0   0   0   0   0
  80.8741251618977   0   0   0   0   0   0
  81.0232818072858   0   0   0   0   0   0
  82.0405211277509   0   0   0   0   0   0
  82.1189372311201   0   0   0   0   0   0
  82.1192762193328   0   0   0   0   0   0
  82.8318108246526   0   0   0   0   0   0
  83.1641387319494   0   0   0   0   0   0
  84.2514860998349   0   0   0   0   0   0
  85.7999843640364   0   0   0   1   0   0
  86.7384695466205   1   0   0   0   0   0
  88.2188790412166   0   0   1   0   0   0
  91.7802094439678   0   0   0   0   0   0
  91.8747000373767   0   0   0   0   0   0
[1] 0
[1] 13.92238

Call:
lm(formula = Ozone ~ ., data = myairquality)

Coefficients:
(Intercept)      Solar.R         Wind         Temp        Month          Day  
    6.31081      0.03611     -1.64458      0.64321     -2.31866      0.07863  
  goodOzone  
   35.91191  

[1] 15.88528