MAKALAH
Aqshal Tegar, M.Risky, Miranda Alif
2023-12-14
library(tseries)## Warning: package 'tseries' was built under R version 4.3.2## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoolibrary(skedastic)## Warning: package 'skedastic' was built under R version 4.3.2library(lmtest)## Warning: package 'lmtest' was built under R version 4.3.2## Loading required package: zoo## Warning: package 'zoo' was built under R version 4.3.2##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numericlibrary(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.2library(olsrr)## Warning: package 'olsrr' was built under R version 4.3.2##
## Attaching package: 'olsrr'## The following object is masked from 'package:datasets':
##
## riverslibrary(car)## Warning: package 'car' was built under R version 4.3.2## Loading required package: carDataDatamakalah = read.csv("C:/Users/Aqshal/Downloads/forestfires.csv")
Datamakalah## X Y month day FFMC DMC DC ISI temp RH wind rain area
## 1 7 5 mar fri 86.2 26.2 94.3 5.1 8.2 51 6.7 0.0 0.00
## 2 7 4 oct tue 90.6 35.4 669.1 6.7 18.0 33 0.9 0.0 0.00
## 3 7 4 oct sat 90.6 43.7 686.9 6.7 14.6 33 1.3 0.0 0.00
## 4 8 6 mar fri 91.7 33.3 77.5 9.0 8.3 97 4.0 0.2 0.00
## 5 8 6 mar sun 89.3 51.3 102.2 9.6 11.4 99 1.8 0.0 0.00
## 6 8 6 aug sun 92.3 85.3 488.0 14.7 22.2 29 5.4 0.0 0.00
## 7 8 6 aug mon 92.3 88.9 495.6 8.5 24.1 27 3.1 0.0 0.00
## 8 8 6 aug mon 91.5 145.4 608.2 10.7 8.0 86 2.2 0.0 0.00
## 9 8 6 sep tue 91.0 129.5 692.6 7.0 13.1 63 5.4 0.0 0.00
## 10 7 5 sep sat 92.5 88.0 698.6 7.1 22.8 40 4.0 0.0 0.00
## 11 7 5 sep sat 92.5 88.0 698.6 7.1 17.8 51 7.2 0.0 0.00
## 12 7 5 sep sat 92.8 73.2 713.0 22.6 19.3 38 4.0 0.0 0.00
## 13 6 5 aug fri 63.5 70.8 665.3 0.8 17.0 72 6.7 0.0 0.00
## 14 6 5 sep mon 90.9 126.5 686.5 7.0 21.3 42 2.2 0.0 0.00
## 15 6 5 sep wed 92.9 133.3 699.6 9.2 26.4 21 4.5 0.0 0.00
## 16 6 5 sep fri 93.3 141.2 713.9 13.9 22.9 44 5.4 0.0 0.00
## 17 5 5 mar sat 91.7 35.8 80.8 7.8 15.1 27 5.4 0.0 0.00
## 18 8 5 oct mon 84.9 32.8 664.2 3.0 16.7 47 4.9 0.0 0.00
## 19 6 4 mar wed 89.2 27.9 70.8 6.3 15.9 35 4.0 0.0 0.00
## 20 6 4 apr sat 86.3 27.4 97.1 5.1 9.3 44 4.5 0.0 0.00
## 21 6 4 sep tue 91.0 129.5 692.6 7.0 18.3 40 2.7 0.0 0.00
## 22 5 4 sep mon 91.8 78.5 724.3 9.2 19.1 38 2.7 0.0 0.00
## 23 7 4 jun sun 94.3 96.3 200.0 56.1 21.0 44 4.5 0.0 0.00
## 24 7 4 aug sat 90.2 110.9 537.4 6.2 19.5 43 5.8 0.0 0.00
## 25 7 4 aug sat 93.5 139.4 594.2 20.3 23.7 32 5.8 0.0 0.00
## 26 7 4 aug sun 91.4 142.4 601.4 10.6 16.3 60 5.4 0.0 0.00
## 27 7 4 sep fri 92.4 117.9 668.0 12.2 19.0 34 5.8 0.0 0.00
## 28 7 4 sep mon 90.9 126.5 686.5 7.0 19.4 48 1.3 0.0 0.00
## 29 6 3 sep sat 93.4 145.4 721.4 8.1 30.2 24 2.7 0.0 0.00
## 30 6 3 sep sun 93.5 149.3 728.6 8.1 22.8 39 3.6 0.0 0.00
## 31 6 3 sep fri 94.3 85.1 692.3 15.9 25.4 24 3.6 0.0 0.00
## 32 6 3 sep mon 88.6 91.8 709.9 7.1 11.2 78 7.6 0.0 0.00
## 33 6 3 sep fri 88.6 69.7 706.8 5.8 20.6 37 1.8 0.0 0.00
## 34 6 3 sep sun 91.7 75.6 718.3 7.8 17.7 39 3.6 0.0 0.00
## 35 6 3 sep mon 91.8 78.5 724.3 9.2 21.2 32 2.7 0.0 0.00
## 36 6 3 sep tue 90.3 80.7 730.2 6.3 18.2 62 4.5 0.0 0.00
## 37 6 3 oct tue 90.6 35.4 669.1 6.7 21.7 24 4.5 0.0 0.00
## 38 7 4 oct fri 90.0 41.5 682.6 8.7 11.3 60 5.4 0.0 0.00
## 39 7 3 oct sat 90.6 43.7 686.9 6.7 17.8 27 4.0 0.0 0.00
## 40 4 4 mar tue 88.1 25.7 67.6 3.8 14.1 43 2.7 0.0 0.00
## 41 4 4 jul tue 79.5 60.6 366.7 1.5 23.3 37 3.1 0.0 0.00
## 42 4 4 aug sat 90.2 96.9 624.2 8.9 18.4 42 6.7 0.0 0.00
## 43 4 4 aug tue 94.8 108.3 647.1 17.0 16.6 54 5.4 0.0 0.00
## 44 4 4 sep sat 92.5 88.0 698.6 7.1 19.6 48 2.7 0.0 0.00
## 45 4 4 sep wed 90.1 82.9 735.7 6.2 12.9 74 4.9 0.0 0.00
## 46 5 6 sep wed 94.3 85.1 692.3 15.9 25.9 24 4.0 0.0 0.00
## 47 5 6 sep mon 90.9 126.5 686.5 7.0 14.7 70 3.6 0.0 0.00
## 48 6 6 jul mon 94.2 62.3 442.9 11.0 23.0 36 3.1 0.0 0.00
## 49 4 4 mar mon 87.2 23.9 64.7 4.1 11.8 35 1.8 0.0 0.00
## 50 4 4 mar mon 87.6 52.2 103.8 5.0 11.0 46 5.8 0.0 0.00
## 51 4 4 sep thu 92.9 137.0 706.4 9.2 20.8 17 1.3 0.0 0.00
## 52 4 3 aug sun 90.2 99.6 631.2 6.3 21.5 34 2.2 0.0 0.00
## 53 4 3 aug wed 92.1 111.2 654.1 9.6 20.4 42 4.9 0.0 0.00
## 54 4 3 aug wed 92.1 111.2 654.1 9.6 20.4 42 4.9 0.0 0.00
## 55 4 3 aug thu 91.7 114.3 661.3 6.3 17.6 45 3.6 0.0 0.00
## 56 4 3 sep thu 92.9 137.0 706.4 9.2 27.7 24 2.2 0.0 0.00
## 57 4 3 sep tue 90.3 80.7 730.2 6.3 17.8 63 4.9 0.0 0.00
## 58 4 3 oct sun 92.6 46.5 691.8 8.8 13.8 50 2.7 0.0 0.00
## 59 2 2 feb mon 84.0 9.3 34.0 2.1 13.9 40 5.4 0.0 0.00
## 60 2 2 feb fri 86.6 13.2 43.0 5.3 12.3 51 0.9 0.0 0.00
## 61 2 2 mar sun 89.3 51.3 102.2 9.6 11.5 39 5.8 0.0 0.00
## 62 2 2 mar sun 89.3 51.3 102.2 9.6 5.5 59 6.3 0.0 0.00
## 63 2 2 aug thu 93.0 75.3 466.6 7.7 18.8 35 4.9 0.0 0.00
## 64 2 2 aug sun 90.2 99.6 631.2 6.3 20.8 33 2.7 0.0 0.00
## 65 2 2 aug mon 91.1 103.2 638.8 5.8 23.1 31 3.1 0.0 0.00
## 66 2 2 aug thu 91.7 114.3 661.3 6.3 18.6 44 4.5 0.0 0.00
## 67 2 2 sep fri 92.4 117.9 668.0 12.2 23.0 37 4.5 0.0 0.00
## 68 2 2 sep fri 92.4 117.9 668.0 12.2 19.6 33 5.4 0.0 0.00
## 69 2 2 sep fri 92.4 117.9 668.0 12.2 19.6 33 6.3 0.0 0.00
## 70 4 5 mar fri 91.7 33.3 77.5 9.0 17.2 26 4.5 0.0 0.00
## 71 4 5 mar fri 91.2 48.3 97.8 12.5 15.8 27 7.6 0.0 0.00
## 72 4 5 sep fri 94.3 85.1 692.3 15.9 17.7 37 3.6 0.0 0.00
## 73 5 4 mar fri 91.7 33.3 77.5 9.0 15.6 25 6.3 0.0 0.00
## 74 5 4 aug tue 88.8 147.3 614.5 9.0 17.3 43 4.5 0.0 0.00
## 75 5 4 sep fri 93.3 141.2 713.9 13.9 27.6 30 1.3 0.0 0.00
## 76 9 9 feb thu 84.2 6.8 26.6 7.7 6.7 79 3.1 0.0 0.00
## 77 9 9 feb fri 86.6 13.2 43.0 5.3 15.7 43 3.1 0.0 0.00
## 78 1 3 mar mon 87.6 52.2 103.8 5.0 8.3 72 3.1 0.0 0.00
## 79 1 2 aug fri 90.1 108.0 529.8 12.5 14.7 66 2.7 0.0 0.00
## 80 1 2 aug tue 91.0 121.2 561.6 7.0 21.6 19 6.7 0.0 0.00
## 81 1 2 aug sun 91.4 142.4 601.4 10.6 19.5 39 6.3 0.0 0.00
## 82 1 2 aug sun 90.2 99.6 631.2 6.3 17.9 44 2.2 0.0 0.00
## 83 1 2 aug tue 94.8 108.3 647.1 17.0 18.6 51 4.5 0.0 0.00
## 84 1 2 aug wed 92.1 111.2 654.1 9.6 16.6 47 0.9 0.0 0.00
## 85 1 2 aug thu 91.7 114.3 661.3 6.3 20.2 45 3.6 0.0 0.00
## 86 1 2 sep thu 92.9 137.0 706.4 9.2 21.5 15 0.9 0.0 0.00
## 87 1 2 sep thu 92.9 137.0 706.4 9.2 25.4 27 2.2 0.0 0.00
## 88 1 2 sep thu 92.9 137.0 706.4 9.2 22.4 34 2.2 0.0 0.00
## 89 1 2 sep sun 93.5 149.3 728.6 8.1 25.3 36 3.6 0.0 0.00
## 90 6 5 mar sat 91.7 35.8 80.8 7.8 17.4 25 4.9 0.0 0.00
## 91 6 5 aug sat 90.2 96.9 624.2 8.9 14.7 59 5.8 0.0 0.00
## 92 8 6 mar fri 91.7 35.8 80.8 7.8 17.4 24 5.4 0.0 0.00
## 93 8 6 aug sun 92.3 85.3 488.0 14.7 20.8 32 6.3 0.0 0.00
## 94 8 6 aug sun 91.4 142.4 601.4 10.6 18.2 43 4.9 0.0 0.00
## 95 8 6 aug mon 91.1 103.2 638.8 5.8 23.4 22 2.7 0.0 0.00
## 96 4 4 sep sun 89.7 90.0 704.4 4.8 17.8 64 1.3 0.0 0.00
## 97 3 4 feb sat 83.9 8.0 30.2 2.6 12.7 48 1.8 0.0 0.00
## 98 3 4 mar sat 69.0 2.4 15.5 0.7 17.4 24 5.4 0.0 0.00
## 99 3 4 aug sun 91.4 142.4 601.4 10.6 11.6 87 4.5 0.0 0.00
## 100 3 4 aug sun 91.4 142.4 601.4 10.6 19.8 39 5.4 0.0 0.00
## 101 3 4 aug sun 91.4 142.4 601.4 10.6 19.8 39 5.4 0.0 0.00
## 102 3 4 aug tue 88.8 147.3 614.5 9.0 14.4 66 5.4 0.0 0.00
## 103 2 4 aug tue 94.8 108.3 647.1 17.0 20.1 40 4.0 0.0 0.00
## 104 2 4 sep sat 92.5 121.1 674.4 8.6 24.1 29 4.5 0.0 0.00
## 105 2 4 jan sat 82.1 3.7 9.3 2.9 5.3 78 3.1 0.0 0.00
## 106 4 5 mar fri 85.9 19.5 57.3 2.8 12.7 52 6.3 0.0 0.00
## 107 4 5 mar thu 91.4 30.7 74.3 7.5 18.2 29 3.1 0.0 0.00
## 108 4 5 aug sun 90.2 99.6 631.2 6.3 21.4 33 3.1 0.0 0.00
## 109 4 5 sep sat 92.5 88.0 698.6 7.1 20.3 45 3.1 0.0 0.00
## 110 4 5 sep mon 88.6 91.8 709.9 7.1 17.4 56 5.4 0.0 0.00
## 111 4 4 mar fri 85.9 19.5 57.3 2.8 13.7 43 5.8 0.0 0.00
## 112 3 4 mar fri 91.7 33.3 77.5 9.0 18.8 18 4.5 0.0 0.00
## 113 3 4 sep sun 89.7 90.0 704.4 4.8 22.8 39 3.6 0.0 0.00
## 114 3 4 sep mon 91.8 78.5 724.3 9.2 18.9 35 2.7 0.0 0.00
## 115 3 4 mar tue 88.1 25.7 67.6 3.8 15.8 27 7.6 0.0 0.00
## 116 3 5 mar tue 88.1 25.7 67.6 3.8 15.5 27 6.3 0.0 0.00
## 117 3 4 mar sat 91.7 35.8 80.8 7.8 11.6 30 6.3 0.0 0.00
## 118 3 4 mar sat 91.7 35.8 80.8 7.8 15.2 27 4.9 0.0 0.00
## 119 3 4 mar mon 90.1 39.7 86.6 6.2 10.6 30 4.0 0.0 0.00
## 120 3 4 aug thu 93.0 75.3 466.6 7.7 19.6 36 3.1 0.0 0.00
## 121 3 4 aug mon 91.5 145.4 608.2 10.7 10.3 74 2.2 0.0 0.00
## 122 3 4 aug mon 91.5 145.4 608.2 10.7 17.1 43 5.4 0.0 0.00
## 123 3 4 sep sun 92.4 124.1 680.7 8.5 22.5 42 5.4 0.0 0.00
## 124 3 4 sep tue 84.4 73.4 671.9 3.2 17.9 45 3.1 0.0 0.00
## 125 3 4 sep fri 94.3 85.1 692.3 15.9 19.8 50 5.4 0.0 0.00
## 126 3 4 oct sun 92.6 46.5 691.8 8.8 20.6 24 5.4 0.0 0.00
## 127 3 5 mar mon 87.6 52.2 103.8 5.0 9.0 49 2.2 0.0 0.00
## 128 3 5 sep fri 93.5 149.3 728.6 8.1 17.2 43 3.1 0.0 0.00
## 129 3 5 oct wed 91.4 37.9 673.8 5.2 15.9 46 3.6 0.0 0.00
## 130 2 5 oct sun 92.6 46.5 691.8 8.8 15.4 35 0.9 0.0 0.00
## 131 4 6 feb sat 68.2 21.5 87.2 0.8 15.4 40 2.7 0.0 0.00
## 132 4 6 mar mon 87.2 23.9 64.7 4.1 14.0 39 3.1 0.0 0.00
## 133 4 6 mar sun 89.3 51.3 102.2 9.6 10.6 46 4.9 0.0 0.00
## 134 4 6 sep thu 93.7 80.9 685.2 17.9 17.6 42 3.1 0.0 0.00
## 135 3 5 mar tue 88.1 25.7 67.6 3.8 14.9 38 2.7 0.0 0.00
## 136 3 5 aug sat 93.5 139.4 594.2 20.3 17.6 52 5.8 0.0 0.00
## 137 3 6 sep sun 92.4 124.1 680.7 8.5 17.2 58 1.3 0.0 0.00
## 138 3 6 sep mon 90.9 126.5 686.5 7.0 15.6 66 3.1 0.0 0.00
## 139 9 9 jul tue 85.8 48.3 313.4 3.9 18.0 42 2.7 0.0 0.36
## 140 1 4 sep tue 91.0 129.5 692.6 7.0 21.7 38 2.2 0.0 0.43
## 141 2 5 sep mon 90.9 126.5 686.5 7.0 21.9 39 1.8 0.0 0.47
## 142 1 2 aug wed 95.5 99.9 513.3 13.2 23.3 31 4.5 0.0 0.55
## 143 8 6 aug fri 90.1 108.0 529.8 12.5 21.2 51 8.9 0.0 0.61
## 144 1 2 jul sat 90.0 51.3 296.3 8.7 16.6 53 5.4 0.0 0.71
## 145 2 5 aug wed 95.5 99.9 513.3 13.2 23.8 32 5.4 0.0 0.77
## 146 6 5 aug thu 95.2 131.7 578.8 10.4 27.4 22 4.0 0.0 0.90
## 147 5 4 mar mon 90.1 39.7 86.6 6.2 13.2 40 5.4 0.0 0.95
## 148 8 3 sep tue 84.4 73.4 671.9 3.2 24.2 28 3.6 0.0 0.96
## 149 2 2 aug tue 94.8 108.3 647.1 17.0 17.4 43 6.7 0.0 1.07
## 150 8 6 sep thu 93.7 80.9 685.2 17.9 23.7 25 4.5 0.0 1.12
## 151 6 5 jun fri 92.5 56.4 433.3 7.1 23.2 39 5.4 0.0 1.19
## 152 9 9 jul sun 90.1 68.6 355.2 7.2 24.8 29 2.2 0.0 1.36
## 153 3 4 jul sat 90.1 51.2 424.1 6.2 24.6 43 1.8 0.0 1.43
## 154 5 4 sep fri 94.3 85.1 692.3 15.9 20.1 47 4.9 0.0 1.46
## 155 1 5 sep sat 93.4 145.4 721.4 8.1 29.6 27 2.7 0.0 1.46
## 156 7 4 aug sun 94.8 108.3 647.1 17.0 16.4 47 1.3 0.0 1.56
## 157 2 4 sep sat 93.4 145.4 721.4 8.1 28.6 27 2.2 0.0 1.61
## 158 2 2 aug wed 92.1 111.2 654.1 9.6 18.4 45 3.6 0.0 1.63
## 159 2 4 aug wed 92.1 111.2 654.1 9.6 20.5 35 4.0 0.0 1.64
## 160 7 4 sep fri 92.4 117.9 668.0 12.2 19.0 34 5.8 0.0 1.69
## 161 7 4 mar mon 90.1 39.7 86.6 6.2 16.1 29 3.1 0.0 1.75
## 162 6 4 aug thu 95.2 131.7 578.8 10.4 20.3 41 4.0 0.0 1.90
## 163 6 3 mar sat 90.6 50.1 100.4 7.8 15.2 31 8.5 0.0 1.94
## 164 8 6 sep sat 92.5 121.1 674.4 8.6 17.8 56 1.8 0.0 1.95
## 165 8 5 sep sun 89.7 90.0 704.4 4.8 17.8 67 2.2 0.0 2.01
## 166 6 5 mar thu 84.9 18.2 55.0 3.0 5.3 70 4.5 0.0 2.14
## 167 6 5 aug wed 92.1 111.2 654.1 9.6 16.6 47 0.9 0.0 2.29
## 168 6 5 aug wed 96.0 127.1 570.5 16.5 23.4 33 4.5 0.0 2.51
## 169 6 5 mar fri 91.2 48.3 97.8 12.5 14.6 26 9.4 0.0 2.53
## 170 8 6 aug thu 95.2 131.7 578.8 10.4 20.7 45 2.2 0.0 2.55
## 171 5 4 sep wed 92.9 133.3 699.6 9.2 21.9 35 1.8 0.0 2.57
## 172 8 6 aug wed 85.6 90.4 609.6 6.6 17.4 50 4.0 0.0 2.69
## 173 7 4 aug sun 91.4 142.4 601.4 10.6 20.1 39 5.4 0.0 2.74
## 174 4 4 sep mon 90.9 126.5 686.5 7.0 17.7 39 2.2 0.0 3.07
## 175 1 4 aug sat 90.2 96.9 624.2 8.9 14.2 53 1.8 0.0 3.50
## 176 1 4 aug sat 90.2 96.9 624.2 8.9 20.3 39 4.9 0.0 4.53
## 177 6 5 apr thu 81.5 9.1 55.2 2.7 5.8 54 5.8 0.0 4.61
## 178 2 5 aug sun 90.2 99.6 631.2 6.3 19.2 44 2.7 0.0 4.69
## 179 2 5 sep wed 90.1 82.9 735.7 6.2 18.3 45 2.2 0.0 4.88
## 180 8 6 aug tue 88.8 147.3 614.5 9.0 14.4 66 5.4 0.0 5.23
## 181 1 3 sep sun 92.4 124.1 680.7 8.5 23.9 32 6.7 0.0 5.33
## 182 8 6 oct mon 84.9 32.8 664.2 3.0 19.1 32 4.0 0.0 5.44
## 183 5 4 feb sun 86.8 15.6 48.3 3.9 12.4 53 2.2 0.0 6.38
## 184 7 4 oct mon 91.7 48.5 696.1 11.1 16.8 45 4.5 0.0 6.83
## 185 8 6 aug fri 93.9 135.7 586.7 15.1 20.8 34 4.9 0.0 6.96
## 186 2 5 sep tue 91.0 129.5 692.6 7.0 17.6 46 3.1 0.0 7.04
## 187 8 6 mar sun 89.3 51.3 102.2 9.6 11.5 39 5.8 0.0 7.19
## 188 1 5 sep mon 90.9 126.5 686.5 7.0 21.0 42 2.2 0.0 7.30
## 189 6 4 mar sat 90.8 41.9 89.4 7.9 13.3 42 0.9 0.0 7.40
## 190 7 4 mar sun 90.7 44.0 92.4 5.5 11.5 60 4.0 0.0 8.24
## 191 6 5 mar fri 91.2 48.3 97.8 12.5 11.7 33 4.0 0.0 8.31
## 192 2 5 aug thu 95.2 131.7 578.8 10.4 24.2 28 2.7 0.0 8.68
## 193 2 2 aug tue 94.8 108.3 647.1 17.0 24.6 22 4.5 0.0 8.71
## 194 4 5 sep wed 92.9 133.3 699.6 9.2 24.3 25 4.0 0.0 9.41
## 195 2 2 aug tue 94.8 108.3 647.1 17.0 24.6 22 4.5 0.0 10.01
## 196 2 5 aug fri 93.9 135.7 586.7 15.1 23.5 36 5.4 0.0 10.02
## 197 6 5 apr thu 81.5 9.1 55.2 2.7 5.8 54 5.8 0.0 10.93
## 198 4 5 sep thu 92.9 137.0 706.4 9.2 21.5 15 0.9 0.0 11.06
## 199 3 4 sep tue 91.0 129.5 692.6 7.0 13.9 59 6.3 0.0 11.24
## 200 2 4 sep mon 63.5 70.8 665.3 0.8 22.6 38 3.6 0.0 11.32
## 201 1 5 sep tue 91.0 129.5 692.6 7.0 21.6 33 2.2 0.0 11.53
## 202 6 5 mar sun 90.1 37.6 83.7 7.2 12.4 54 3.6 0.0 12.10
## 203 7 4 feb sun 83.9 8.7 32.1 2.1 8.8 68 2.2 0.0 13.05
## 204 8 6 oct wed 91.4 37.9 673.8 5.2 20.2 37 2.7 0.0 13.70
## 205 5 6 mar sat 90.6 50.1 100.4 7.8 15.1 64 4.0 0.0 13.99
## 206 4 5 sep thu 92.9 137.0 706.4 9.2 22.1 34 1.8 0.0 14.57
## 207 2 2 aug sat 93.5 139.4 594.2 20.3 22.9 31 7.2 0.0 15.45
## 208 7 5 sep tue 91.0 129.5 692.6 7.0 20.7 37 2.2 0.0 17.20
## 209 6 5 sep fri 92.4 117.9 668.0 12.2 19.6 33 6.3 0.0 19.23
## 210 8 3 sep thu 93.7 80.9 685.2 17.9 23.2 26 4.9 0.0 23.41
## 211 4 4 oct sat 90.6 43.7 686.9 6.7 18.4 25 3.1 0.0 24.23
## 212 7 4 aug sat 93.5 139.4 594.2 20.3 5.1 96 5.8 0.0 26.00
## 213 7 4 sep fri 94.3 85.1 692.3 15.9 20.1 47 4.9 0.0 26.13
## 214 7 3 mar mon 87.6 52.2 103.8 5.0 11.0 46 5.8 0.0 27.35
## 215 4 4 mar sat 91.7 35.8 80.8 7.8 17.0 27 4.9 0.0 28.66
## 216 4 4 mar sat 91.7 35.8 80.8 7.8 17.0 27 4.9 0.0 28.66
## 217 4 4 sep sun 92.4 124.1 680.7 8.5 16.9 60 1.3 0.0 29.48
## 218 1 3 sep mon 88.6 91.8 709.9 7.1 12.4 73 6.3 0.0 30.32
## 219 4 5 sep wed 92.9 133.3 699.6 9.2 19.4 19 1.3 0.0 31.72
## 220 6 5 mar mon 90.1 39.7 86.6 6.2 15.2 27 3.1 0.0 31.86
## 221 8 6 aug sun 90.2 99.6 631.2 6.3 16.2 59 3.1 0.0 32.07
## 222 3 4 sep fri 93.3 141.2 713.9 13.9 18.6 49 3.6 0.0 35.88
## 223 4 3 mar mon 87.6 52.2 103.8 5.0 11.0 46 5.8 0.0 36.85
## 224 2 2 jul fri 88.3 150.3 309.9 6.8 13.4 79 3.6 0.0 37.02
## 225 7 4 sep wed 90.1 82.9 735.7 6.2 15.4 57 4.5 0.0 37.71
## 226 4 4 sep sun 93.5 149.3 728.6 8.1 22.9 39 4.9 0.0 48.55
## 227 7 5 oct mon 91.7 48.5 696.1 11.1 16.1 44 4.0 0.0 49.37
## 228 8 6 aug sat 92.2 81.8 480.8 11.9 20.1 34 4.5 0.0 58.30
## 229 4 6 sep sun 93.5 149.3 728.6 8.1 28.3 26 3.1 0.0 64.10
## 230 8 6 aug sat 92.2 81.8 480.8 11.9 16.4 43 4.0 0.0 71.30
## 231 4 4 sep wed 92.9 133.3 699.6 9.2 26.4 21 4.5 0.0 88.49
## 232 1 5 sep sun 93.5 149.3 728.6 8.1 27.8 27 3.1 0.0 95.18
## 233 6 4 sep tue 91.0 129.5 692.6 7.0 18.7 43 2.7 0.0 103.39
## 234 9 4 sep tue 84.4 73.4 671.9 3.2 24.3 36 3.1 0.0 105.66
## 235 4 5 sep sat 92.5 121.1 674.4 8.6 17.7 25 3.1 0.0 154.88
## 236 8 6 aug sun 91.4 142.4 601.4 10.6 19.6 41 5.8 0.0 196.48
## 237 2 2 sep sat 92.5 121.1 674.4 8.6 18.2 46 1.8 0.0 200.94
## 238 1 2 sep tue 91.0 129.5 692.6 7.0 18.8 40 2.2 0.0 212.88
## 239 6 5 sep sat 92.5 121.1 674.4 8.6 25.1 27 4.0 0.0 1090.84
## 240 7 5 apr sun 81.9 3.0 7.9 3.5 13.4 75 1.8 0.0 0.00
## 241 6 3 apr wed 88.0 17.2 43.5 3.8 15.2 51 2.7 0.0 0.00
## 242 4 4 apr fri 83.0 23.3 85.3 2.3 16.7 20 3.1 0.0 0.00
## 243 2 4 aug sun 94.2 122.3 589.9 12.9 15.4 66 4.0 0.0 10.13
## 244 7 4 aug sun 91.8 175.1 700.7 13.8 21.9 73 7.6 1.0 0.00
## 245 2 4 aug sun 91.8 175.1 700.7 13.8 22.4 54 7.6 0.0 2.87
## 246 3 4 aug sun 91.8 175.1 700.7 13.8 26.8 38 6.3 0.0 0.76
## 247 5 4 aug sun 91.8 175.1 700.7 13.8 25.7 39 5.4 0.0 0.09
## 248 2 4 aug wed 92.2 91.6 503.6 9.6 20.7 70 2.2 0.0 0.75
## 249 8 6 aug wed 93.1 157.3 666.7 13.5 28.7 28 2.7 0.0 0.00
## 250 3 4 aug wed 93.1 157.3 666.7 13.5 21.7 40 0.4 0.0 2.47
## 251 8 5 aug wed 93.1 157.3 666.7 13.5 26.8 25 3.1 0.0 0.68
## 252 8 5 aug wed 93.1 157.3 666.7 13.5 24.0 36 3.1 0.0 0.24
## 253 6 5 aug wed 93.1 157.3 666.7 13.5 22.1 37 3.6 0.0 0.21
## 254 7 4 aug thu 91.9 109.2 565.5 8.0 21.4 38 2.7 0.0 1.52
## 255 6 3 aug thu 91.6 138.1 621.7 6.3 18.9 41 3.1 0.0 10.34
## 256 2 5 aug thu 87.5 77.0 694.8 5.0 22.3 46 4.0 0.0 0.00
## 257 8 6 aug sat 94.2 117.2 581.1 11.0 23.9 41 2.2 0.0 8.02
## 258 4 3 aug sat 94.2 117.2 581.1 11.0 21.4 44 2.7 0.0 0.68
## 259 3 4 aug sat 91.8 170.9 692.3 13.7 20.6 59 0.9 0.0 0.00
## 260 7 4 aug sat 91.8 170.9 692.3 13.7 23.7 40 1.8 0.0 1.38
## 261 2 4 aug mon 93.6 97.9 542.0 14.4 28.3 32 4.0 0.0 8.85
## 262 3 4 aug fri 91.6 112.4 573.0 8.9 11.2 84 7.6 0.0 3.30
## 263 2 4 aug fri 91.6 112.4 573.0 8.9 21.4 42 3.1 0.0 4.25
## 264 6 3 aug fri 91.1 141.1 629.1 7.1 19.3 39 3.6 0.0 1.56
## 265 4 4 aug fri 94.3 167.6 684.4 13.0 21.8 53 3.1 0.0 6.54
## 266 4 4 aug tue 93.7 102.2 550.3 14.6 22.1 54 7.6 0.0 0.79
## 267 6 5 aug tue 94.3 131.7 607.1 22.7 19.4 55 4.0 0.0 0.17
## 268 2 2 aug tue 92.1 152.6 658.2 14.3 23.7 24 3.1 0.0 0.00
## 269 3 4 aug tue 92.1 152.6 658.2 14.3 21.0 32 3.1 0.0 0.00
## 270 4 4 aug tue 92.1 152.6 658.2 14.3 19.1 53 2.7 0.0 4.40
## 271 2 2 aug tue 92.1 152.6 658.2 14.3 21.8 56 3.1 0.0 0.52
## 272 8 6 aug tue 92.1 152.6 658.2 14.3 20.1 58 4.5 0.0 9.27
## 273 2 5 aug tue 92.1 152.6 658.2 14.3 20.2 47 4.0 0.0 3.09
## 274 4 6 dec sun 84.4 27.2 353.5 6.8 4.8 57 8.5 0.0 8.98
## 275 8 6 dec wed 84.0 27.8 354.6 5.3 5.1 61 8.0 0.0 11.19
## 276 4 6 dec thu 84.6 26.4 352.0 2.0 5.1 61 4.9 0.0 5.38
## 277 4 4 dec mon 85.4 25.4 349.7 2.6 4.6 21 8.5 0.0 17.85
## 278 3 4 dec mon 85.4 25.4 349.7 2.6 4.6 21 8.5 0.0 10.73
## 279 4 4 dec mon 85.4 25.4 349.7 2.6 4.6 21 8.5 0.0 22.03
## 280 4 4 dec mon 85.4 25.4 349.7 2.6 4.6 21 8.5 0.0 9.77
## 281 4 6 dec fri 84.7 26.7 352.6 4.1 2.2 59 4.9 0.0 9.27
## 282 6 5 dec tue 85.4 25.4 349.7 2.6 5.1 24 8.5 0.0 24.77
## 283 6 3 feb sun 84.9 27.5 353.5 3.4 4.2 51 4.0 0.0 0.00
## 284 3 4 feb wed 86.9 6.6 18.7 3.2 8.8 35 3.1 0.0 1.10
## 285 5 4 feb fri 85.2 4.9 15.8 6.3 7.5 46 8.0 0.0 24.24
## 286 2 5 jul sun 93.9 169.7 411.8 12.3 23.4 40 6.3 0.0 0.00
## 287 7 6 jul wed 91.2 183.1 437.7 12.5 12.6 90 7.6 0.2 0.00
## 288 7 4 jul sat 91.6 104.2 474.9 9.0 22.1 49 2.7 0.0 0.00
## 289 7 4 jul sat 91.6 104.2 474.9 9.0 24.2 32 1.8 0.0 0.00
## 290 7 4 jul sat 91.6 104.2 474.9 9.0 24.3 30 1.8 0.0 0.00
## 291 2 5 jul sat 91.6 104.2 474.9 9.0 18.7 53 1.8 0.0 0.00
## 292 9 4 jul sat 91.6 104.2 474.9 9.0 25.3 39 0.9 0.0 8.00
## 293 4 5 jul fri 91.6 100.2 466.3 6.3 22.9 40 1.3 0.0 2.64
## 294 7 6 jul tue 93.1 180.4 430.8 11.0 26.9 28 5.4 0.0 86.45
## 295 8 6 jul tue 92.3 88.8 440.9 8.5 17.1 67 3.6 0.0 6.57
## 296 7 5 jun sun 93.1 180.4 430.8 11.0 22.2 48 1.3 0.0 0.00
## 297 6 4 jun sun 90.4 89.5 290.8 6.4 14.3 46 1.8 0.0 0.90
## 298 8 6 jun sun 90.4 89.5 290.8 6.4 15.4 45 2.2 0.0 0.00
## 299 8 6 jun wed 91.2 147.8 377.2 12.7 19.6 43 4.9 0.0 0.00
## 300 6 5 jun sat 53.4 71.0 233.8 0.4 10.6 90 2.7 0.0 0.00
## 301 6 5 jun mon 90.4 93.3 298.1 7.5 20.7 25 4.9 0.0 0.00
## 302 6 5 jun mon 90.4 93.3 298.1 7.5 19.1 39 5.4 0.0 3.52
## 303 3 6 jun fri 91.1 94.1 232.1 7.1 19.2 38 4.5 0.0 0.00
## 304 3 6 jun fri 91.1 94.1 232.1 7.1 19.2 38 4.5 0.0 0.00
## 305 6 5 may sat 85.1 28.0 113.8 3.5 11.3 94 4.9 0.0 0.00
## 306 1 4 sep sun 89.6 84.1 714.3 5.7 19.0 52 2.2 0.0 0.00
## 307 7 4 sep sun 89.6 84.1 714.3 5.7 17.1 53 5.4 0.0 0.41
## 308 3 4 sep sun 89.6 84.1 714.3 5.7 23.8 35 3.6 0.0 5.18
## 309 2 4 sep sun 92.4 105.8 758.1 9.9 16.0 45 1.8 0.0 0.00
## 310 2 4 sep sun 92.4 105.8 758.1 9.9 24.9 27 2.2 0.0 0.00
## 311 7 4 sep sun 92.4 105.8 758.1 9.9 25.3 27 2.7 0.0 0.00
## 312 6 3 sep sun 92.4 105.8 758.1 9.9 24.8 28 1.8 0.0 14.29
## 313 2 4 sep sun 50.4 46.2 706.6 0.4 12.2 78 6.3 0.0 0.00
## 314 6 5 sep wed 92.6 115.4 777.1 8.8 24.3 27 4.9 0.0 0.00
## 315 4 4 sep wed 92.6 115.4 777.1 8.8 19.7 41 1.8 0.0 1.58
## 316 3 4 sep wed 91.2 134.7 817.5 7.2 18.5 30 2.7 0.0 0.00
## 317 4 5 sep thu 92.4 96.2 739.4 8.6 18.6 24 5.8 0.0 0.00
## 318 4 4 sep thu 92.4 96.2 739.4 8.6 19.2 24 4.9 0.0 3.78
## 319 6 5 sep thu 92.8 119.0 783.5 7.5 21.6 27 2.2 0.0 0.00
## 320 5 4 sep thu 92.8 119.0 783.5 7.5 21.6 28 6.3 0.0 4.41
## 321 6 3 sep thu 92.8 119.0 783.5 7.5 18.9 34 7.2 0.0 34.36
## 322 1 4 sep thu 92.8 119.0 783.5 7.5 16.8 28 4.0 0.0 7.21
## 323 6 5 sep thu 92.8 119.0 783.5 7.5 16.8 28 4.0 0.0 1.01
## 324 3 5 sep thu 90.7 136.9 822.8 6.8 12.9 39 2.7 0.0 2.18
## 325 6 5 sep thu 88.1 53.3 726.9 5.4 13.7 56 1.8 0.0 4.42
## 326 1 4 sep sat 92.2 102.3 751.5 8.4 24.2 27 3.1 0.0 0.00
## 327 5 4 sep sat 92.2 102.3 751.5 8.4 24.1 27 3.1 0.0 0.00
## 328 6 5 sep sat 92.2 102.3 751.5 8.4 21.2 32 2.2 0.0 0.00
## 329 6 5 sep sat 92.2 102.3 751.5 8.4 19.7 35 1.8 0.0 0.00
## 330 4 3 sep sat 92.2 102.3 751.5 8.4 23.5 27 4.0 0.0 3.33
## 331 3 3 sep sat 92.2 102.3 751.5 8.4 24.2 27 3.1 0.0 6.58
## 332 7 4 sep sat 91.2 124.4 795.3 8.5 21.5 28 4.5 0.0 15.64
## 333 4 4 sep sat 91.2 124.4 795.3 8.5 17.1 41 2.2 0.0 11.22
## 334 1 4 sep mon 92.1 87.7 721.1 9.5 18.1 54 3.1 0.0 2.13
## 335 2 3 sep mon 91.6 108.4 764.0 6.2 18.0 51 5.4 0.0 0.00
## 336 4 3 sep mon 91.6 108.4 764.0 6.2 9.8 86 1.8 0.0 0.00
## 337 7 4 sep mon 91.6 108.4 764.0 6.2 19.3 44 2.2 0.0 0.00
## 338 6 3 sep mon 91.6 108.4 764.0 6.2 23.0 34 2.2 0.0 56.04
## 339 8 6 sep mon 91.6 108.4 764.0 6.2 22.7 35 2.2 0.0 7.48
## 340 2 4 sep mon 91.6 108.4 764.0 6.2 20.4 41 1.8 0.0 1.47
## 341 2 5 sep mon 91.6 108.4 764.0 6.2 19.3 44 2.2 0.0 3.93
## 342 8 6 sep mon 91.9 111.7 770.3 6.5 15.7 51 2.2 0.0 0.00
## 343 6 3 sep mon 91.5 130.1 807.1 7.5 20.6 37 1.8 0.0 0.00
## 344 8 6 sep mon 91.5 130.1 807.1 7.5 15.9 51 4.5 0.0 2.18
## 345 6 3 sep mon 91.5 130.1 807.1 7.5 12.2 66 4.9 0.0 6.10
## 346 2 2 sep mon 91.5 130.1 807.1 7.5 16.8 43 3.1 0.0 5.83
## 347 1 4 sep mon 91.5 130.1 807.1 7.5 21.3 35 2.2 0.0 28.19
## 348 5 4 sep fri 92.1 99.0 745.3 9.6 10.1 75 3.6 0.0 0.00
## 349 3 4 sep fri 92.1 99.0 745.3 9.6 17.4 57 4.5 0.0 0.00
## 350 5 4 sep fri 92.1 99.0 745.3 9.6 12.8 64 3.6 0.0 1.64
## 351 5 4 sep fri 92.1 99.0 745.3 9.6 10.1 75 3.6 0.0 3.71
## 352 4 4 sep fri 92.1 99.0 745.3 9.6 15.4 53 6.3 0.0 7.31
## 353 7 4 sep fri 92.1 99.0 745.3 9.6 20.6 43 3.6 0.0 2.03
## 354 7 4 sep fri 92.1 99.0 745.3 9.6 19.8 47 2.7 0.0 1.72
## 355 7 4 sep fri 92.1 99.0 745.3 9.6 18.7 50 2.2 0.0 5.97
## 356 4 4 sep fri 92.1 99.0 745.3 9.6 20.8 35 4.9 0.0 13.06
## 357 4 4 sep fri 92.1 99.0 745.3 9.6 20.8 35 4.9 0.0 1.26
## 358 6 3 sep fri 92.5 122.0 789.7 10.2 15.9 55 3.6 0.0 0.00
## 359 6 3 sep fri 92.5 122.0 789.7 10.2 19.7 39 2.7 0.0 0.00
## 360 1 4 sep fri 92.5 122.0 789.7 10.2 21.1 39 2.2 0.0 8.12
## 361 6 5 sep fri 92.5 122.0 789.7 10.2 18.4 42 2.2 0.0 1.09
## 362 4 3 sep fri 92.5 122.0 789.7 10.2 17.3 45 4.0 0.0 3.94
## 363 7 4 sep fri 88.2 55.2 732.3 11.6 15.2 64 3.1 0.0 0.52
## 364 4 3 sep tue 91.9 111.7 770.3 6.5 15.9 53 2.2 0.0 2.93
## 365 6 5 sep tue 91.9 111.7 770.3 6.5 21.1 35 2.7 0.0 5.65
## 366 6 5 sep tue 91.9 111.7 770.3 6.5 19.6 45 3.1 0.0 20.03
## 367 4 5 sep tue 91.1 132.3 812.1 12.5 15.9 38 5.4 0.0 1.75
## 368 4 5 sep tue 91.1 132.3 812.1 12.5 16.4 27 3.6 0.0 0.00
## 369 6 5 sep sat 91.2 94.3 744.4 8.4 16.8 47 4.9 0.0 12.64
## 370 4 5 sep sun 91.0 276.3 825.1 7.1 13.8 77 7.6 0.0 0.00
## 371 7 4 sep sun 91.0 276.3 825.1 7.1 13.8 77 7.6 0.0 11.06
## 372 3 4 jul wed 91.9 133.6 520.5 8.0 14.2 58 4.0 0.0 0.00
## 373 4 5 aug sun 92.0 203.2 664.5 8.1 10.4 75 0.9 0.0 0.00
## 374 5 4 aug thu 94.8 222.4 698.6 13.9 20.3 42 2.7 0.0 0.00
## 375 6 5 sep fri 90.3 290.0 855.3 7.4 10.3 78 4.0 0.0 18.30
## 376 6 5 sep sat 91.2 94.3 744.4 8.4 15.4 57 4.9 0.0 39.35
## 377 8 6 aug mon 92.1 207.0 672.6 8.2 21.1 54 2.2 0.0 0.00
## 378 2 2 aug sat 93.7 231.1 715.1 8.4 21.9 42 2.2 0.0 174.63
## 379 6 5 mar thu 90.9 18.9 30.6 8.0 8.7 51 5.8 0.0 0.00
## 380 4 5 jan sun 18.7 1.1 171.4 0.0 5.2 100 0.9 0.0 0.00
## 381 5 4 jul wed 93.7 101.3 458.8 11.9 19.3 39 7.2 0.0 7.73
## 382 8 6 aug thu 90.7 194.1 643.0 6.8 16.2 63 2.7 0.0 16.33
## 383 8 6 aug wed 95.2 217.7 690.0 18.0 28.2 29 1.8 0.0 5.86
## 384 9 6 aug thu 91.6 248.4 753.8 6.3 20.5 58 2.7 0.0 42.87
## 385 8 4 aug sat 91.6 273.8 819.1 7.7 21.3 44 4.5 0.0 12.18
## 386 2 4 aug sun 91.6 181.3 613.0 7.6 20.9 50 2.2 0.0 16.00
## 387 3 4 sep sun 90.5 96.7 750.5 11.4 20.6 55 5.4 0.0 24.59
## 388 5 5 mar thu 90.9 18.9 30.6 8.0 11.6 48 5.4 0.0 0.00
## 389 6 4 aug fri 94.8 227.0 706.7 12.0 23.3 34 3.1 0.0 28.74
## 390 7 4 aug fri 94.8 227.0 706.7 12.0 23.3 34 3.1 0.0 0.00
## 391 7 4 feb mon 84.7 9.5 58.3 4.1 7.5 71 6.3 0.0 9.96
## 392 8 6 sep fri 91.1 91.3 738.1 7.2 20.7 46 2.7 0.0 30.18
## 393 1 3 sep sun 91.0 276.3 825.1 7.1 21.9 43 4.0 0.0 70.76
## 394 2 4 mar tue 93.4 15.0 25.6 11.4 15.2 19 7.6 0.0 0.00
## 395 6 5 feb mon 84.1 4.6 46.7 2.2 5.3 68 1.8 0.0 0.00
## 396 4 5 feb sun 85.0 9.0 56.9 3.5 10.1 62 1.8 0.0 51.78
## 397 4 3 sep sun 90.5 96.7 750.5 11.4 20.4 55 4.9 0.0 3.64
## 398 5 6 aug sun 91.6 181.3 613.0 7.6 24.3 33 3.6 0.0 3.63
## 399 1 2 aug sat 93.7 231.1 715.1 8.4 25.9 32 3.1 0.0 0.00
## 400 9 5 jun wed 93.3 49.5 297.7 14.0 28.0 34 4.5 0.0 0.00
## 401 9 5 jun wed 93.3 49.5 297.7 14.0 28.0 34 4.5 0.0 8.16
## 402 3 4 sep thu 91.1 88.2 731.7 8.3 22.8 46 4.0 0.0 4.95
## 403 9 9 aug fri 94.8 227.0 706.7 12.0 25.0 36 4.0 0.0 0.00
## 404 8 6 aug thu 90.7 194.1 643.0 6.8 21.3 41 3.6 0.0 0.00
## 405 2 4 sep wed 87.9 84.8 725.1 3.7 21.8 34 2.2 0.0 6.04
## 406 2 2 aug tue 94.6 212.1 680.9 9.5 27.9 27 2.2 0.0 0.00
## 407 6 5 sep sat 87.1 291.3 860.6 4.0 17.0 67 4.9 0.0 3.95
## 408 4 5 feb sat 84.7 8.2 55.0 2.9 14.2 46 4.0 0.0 0.00
## 409 4 3 sep fri 90.3 290.0 855.3 7.4 19.9 44 3.1 0.0 7.80
## 410 1 4 jul tue 92.3 96.2 450.2 12.1 23.4 31 5.4 0.0 0.00
## 411 6 3 feb fri 84.1 7.3 52.8 2.7 14.7 42 2.7 0.0 0.00
## 412 7 4 feb fri 84.6 3.2 43.6 3.3 8.2 53 9.4 0.0 4.62
## 413 9 4 jul mon 92.3 92.1 442.1 9.8 22.8 27 4.5 0.0 1.63
## 414 7 5 aug sat 93.7 231.1 715.1 8.4 26.4 33 3.6 0.0 0.00
## 415 5 4 aug sun 93.6 235.1 723.1 10.1 24.1 50 4.0 0.0 0.00
## 416 8 6 aug thu 94.8 222.4 698.6 13.9 27.5 27 4.9 0.0 746.28
## 417 6 3 jul tue 92.7 164.1 575.8 8.9 26.3 39 3.1 0.0 7.02
## 418 6 5 mar wed 93.4 17.3 28.3 9.9 13.8 24 5.8 0.0 0.00
## 419 2 4 aug sun 92.0 203.2 664.5 8.1 24.9 42 5.4 0.0 2.44
## 420 2 5 aug sun 91.6 181.3 613.0 7.6 24.8 36 4.0 0.0 3.05
## 421 8 8 aug wed 91.7 191.4 635.9 7.8 26.2 36 4.5 0.0 185.76
## 422 2 4 aug wed 95.2 217.7 690.0 18.0 30.8 19 4.5 0.0 0.00
## 423 8 6 jul sun 88.9 263.1 795.9 5.2 29.3 27 3.6 0.0 6.30
## 424 1 3 sep sat 91.2 94.3 744.4 8.4 22.3 48 4.0 0.0 0.72
## 425 8 6 aug sat 93.7 231.1 715.1 8.4 26.9 31 3.6 0.0 4.96
## 426 2 2 aug thu 91.6 248.4 753.8 6.3 20.4 56 2.2 0.0 0.00
## 427 8 6 aug thu 91.6 248.4 753.8 6.3 20.4 56 2.2 0.0 0.00
## 428 2 4 aug mon 92.1 207.0 672.6 8.2 27.9 33 2.2 0.0 2.35
## 429 1 3 aug thu 94.8 222.4 698.6 13.9 26.2 34 5.8 0.0 0.00
## 430 3 4 aug sun 91.6 181.3 613.0 7.6 24.6 44 4.0 0.0 3.20
## 431 7 4 sep thu 89.7 287.2 849.3 6.8 19.4 45 3.6 0.0 0.00
## 432 1 3 aug sat 92.1 178.0 605.3 9.6 23.3 40 4.0 0.0 6.36
## 433 8 6 aug thu 94.8 222.4 698.6 13.9 23.9 38 6.7 0.0 0.00
## 434 2 4 aug sun 93.6 235.1 723.1 10.1 20.9 66 4.9 0.0 15.34
## 435 1 4 aug fri 90.6 269.8 811.2 5.5 22.2 45 3.6 0.0 0.00
## 436 2 5 jul sat 90.8 84.7 376.6 5.6 23.8 51 1.8 0.0 0.00
## 437 8 6 aug mon 92.1 207.0 672.6 8.2 26.8 35 1.3 0.0 0.54
## 438 8 6 aug sat 89.4 253.6 768.4 9.7 14.2 73 2.7 0.0 0.00
## 439 2 5 aug sat 93.7 231.1 715.1 8.4 23.6 53 4.0 0.0 6.43
## 440 1 3 sep fri 91.1 91.3 738.1 7.2 19.1 46 2.2 0.0 0.33
## 441 5 4 sep fri 90.3 290.0 855.3 7.4 16.2 58 3.6 0.0 0.00
## 442 8 6 aug mon 92.1 207.0 672.6 8.2 25.5 29 1.8 0.0 1.23
## 443 6 5 apr mon 87.9 24.9 41.6 3.7 10.9 64 3.1 0.0 3.35
## 444 1 2 jul fri 90.7 80.9 368.3 16.8 14.8 78 8.0 0.0 0.00
## 445 2 5 sep fri 90.3 290.0 855.3 7.4 16.2 58 3.6 0.0 9.96
## 446 5 5 aug sun 94.0 47.9 100.7 10.7 17.3 80 4.5 0.0 0.00
## 447 6 5 aug sun 92.0 203.2 664.5 8.1 19.1 70 2.2 0.0 0.00
## 448 3 4 mar wed 93.4 17.3 28.3 9.9 8.9 35 8.0 0.0 0.00
## 449 7 4 sep wed 89.7 284.9 844.0 10.1 10.5 77 4.0 0.0 0.00
## 450 7 4 aug sun 91.6 181.3 613.0 7.6 19.3 61 4.9 0.0 0.00
## 451 4 5 aug wed 95.2 217.7 690.0 18.0 23.4 49 5.4 0.0 6.43
## 452 1 4 aug fri 90.5 196.8 649.9 16.3 11.8 88 4.9 0.0 9.71
## 453 7 4 aug mon 91.5 238.2 730.6 7.5 17.7 65 4.0 0.0 0.00
## 454 4 5 aug thu 89.4 266.2 803.3 5.6 17.4 54 3.1 0.0 0.00
## 455 3 4 aug thu 91.6 248.4 753.8 6.3 16.8 56 3.1 0.0 0.00
## 456 3 4 jul mon 94.6 160.0 567.2 16.7 17.9 48 2.7 0.0 0.00
## 457 2 4 aug thu 91.6 248.4 753.8 6.3 16.6 59 2.7 0.0 0.00
## 458 1 4 aug wed 91.7 191.4 635.9 7.8 19.9 50 4.0 0.0 82.75
## 459 8 6 aug sat 93.7 231.1 715.1 8.4 18.9 64 4.9 0.0 3.32
## 460 7 4 aug sat 91.6 273.8 819.1 7.7 15.5 72 8.0 0.0 1.94
## 461 2 5 aug sat 93.7 231.1 715.1 8.4 18.9 64 4.9 0.0 0.00
## 462 8 6 aug sat 93.7 231.1 715.1 8.4 18.9 64 4.9 0.0 0.00
## 463 1 4 sep sun 91.0 276.3 825.1 7.1 14.5 76 7.6 0.0 3.71
## 464 6 5 feb tue 75.1 4.4 16.2 1.9 4.6 82 6.3 0.0 5.39
## 465 6 4 feb tue 75.1 4.4 16.2 1.9 5.1 77 5.4 0.0 2.14
## 466 2 2 feb sat 79.5 3.6 15.3 1.8 4.6 59 0.9 0.0 6.84
## 467 6 5 mar mon 87.2 15.1 36.9 7.1 10.2 45 5.8 0.0 3.18
## 468 3 4 mar wed 90.2 18.5 41.1 7.3 11.2 41 5.4 0.0 5.55
## 469 6 5 mar thu 91.3 20.6 43.5 8.5 13.3 27 3.6 0.0 6.61
## 470 6 3 apr sun 91.0 14.6 25.6 12.3 13.7 33 9.4 0.0 61.13
## 471 5 4 apr sun 91.0 14.6 25.6 12.3 17.6 27 5.8 0.0 0.00
## 472 4 3 may fri 89.6 25.4 73.7 5.7 18.0 40 4.0 0.0 38.48
## 473 8 3 jun mon 88.2 96.2 229.0 4.7 14.3 79 4.0 0.0 1.94
## 474 9 4 jun sat 90.5 61.1 252.6 9.4 24.5 50 3.1 0.0 70.32
## 475 4 3 jun thu 93.0 103.8 316.7 10.8 26.4 35 2.7 0.0 10.08
## 476 2 5 jun thu 93.7 121.7 350.2 18.0 22.7 40 9.4 0.0 3.19
## 477 4 3 jul thu 93.5 85.3 395.0 9.9 27.2 28 1.3 0.0 1.76
## 478 4 3 jul sun 93.7 101.3 423.4 14.7 26.1 45 4.0 0.0 7.36
## 479 7 4 jul sun 93.7 101.3 423.4 14.7 18.2 82 4.5 0.0 2.21
## 480 7 4 jul mon 89.2 103.9 431.6 6.4 22.6 57 4.9 0.0 278.53
## 481 9 9 jul thu 93.2 114.4 560.0 9.5 30.2 25 4.5 0.0 2.75
## 482 4 3 jul thu 93.2 114.4 560.0 9.5 30.2 22 4.9 0.0 0.00
## 483 3 4 aug sun 94.9 130.3 587.1 14.1 23.4 40 5.8 0.0 1.29
## 484 8 6 aug sun 94.9 130.3 587.1 14.1 31.0 27 5.4 0.0 0.00
## 485 2 5 aug sun 94.9 130.3 587.1 14.1 33.1 25 4.0 0.0 26.43
## 486 2 4 aug mon 95.0 135.5 596.3 21.3 30.6 28 3.6 0.0 2.07
## 487 5 4 aug tue 95.1 141.3 605.8 17.7 24.1 43 6.3 0.0 2.00
## 488 5 4 aug tue 95.1 141.3 605.8 17.7 26.4 34 3.6 0.0 16.40
## 489 4 4 aug tue 95.1 141.3 605.8 17.7 19.4 71 7.6 0.0 46.70
## 490 4 4 aug wed 95.1 141.3 605.8 17.7 20.6 58 1.3 0.0 0.00
## 491 4 4 aug wed 95.1 141.3 605.8 17.7 28.7 33 4.0 0.0 0.00
## 492 4 4 aug thu 95.8 152.0 624.1 13.8 32.4 21 4.5 0.0 0.00
## 493 1 3 aug fri 95.9 158.0 633.6 11.3 32.4 27 2.2 0.0 0.00
## 494 1 3 aug fri 95.9 158.0 633.6 11.3 27.5 29 4.5 0.0 43.32
## 495 6 6 aug sat 96.0 164.0 643.0 14.0 30.8 30 4.9 0.0 8.59
## 496 6 6 aug mon 96.2 175.5 661.8 16.8 23.9 42 2.2 0.0 0.00
## 497 4 5 aug mon 96.2 175.5 661.8 16.8 32.6 26 3.1 0.0 2.77
## 498 3 4 aug tue 96.1 181.1 671.2 14.3 32.3 27 2.2 0.0 14.68
## 499 6 5 aug tue 96.1 181.1 671.2 14.3 33.3 26 2.7 0.0 40.54
## 500 7 5 aug tue 96.1 181.1 671.2 14.3 27.3 63 4.9 6.4 10.82
## 501 8 6 aug tue 96.1 181.1 671.2 14.3 21.6 65 4.9 0.8 0.00
## 502 7 5 aug tue 96.1 181.1 671.2 14.3 21.6 65 4.9 0.8 0.00
## 503 4 4 aug tue 96.1 181.1 671.2 14.3 20.7 69 4.9 0.4 0.00
## 504 2 4 aug wed 94.5 139.4 689.1 20.0 29.2 30 4.9 0.0 1.95
## 505 4 3 aug wed 94.5 139.4 689.1 20.0 28.9 29 4.9 0.0 49.59
## 506 1 2 aug thu 91.0 163.2 744.4 10.1 26.7 35 1.8 0.0 5.80
## 507 1 2 aug fri 91.0 166.9 752.6 7.1 18.5 73 8.5 0.0 0.00
## 508 2 4 aug fri 91.0 166.9 752.6 7.1 25.9 41 3.6 0.0 0.00
## 509 1 2 aug fri 91.0 166.9 752.6 7.1 25.9 41 3.6 0.0 0.00
## 510 5 4 aug fri 91.0 166.9 752.6 7.1 21.1 71 7.6 1.4 2.17
## 511 6 5 aug fri 91.0 166.9 752.6 7.1 18.2 62 5.4 0.0 0.43
## 512 8 6 aug sun 81.6 56.7 665.6 1.9 27.8 35 2.7 0.0 0.00
## 513 4 3 aug sun 81.6 56.7 665.6 1.9 27.8 32 2.7 0.0 6.44
## 514 2 4 aug sun 81.6 56.7 665.6 1.9 21.9 71 5.8 0.0 54.29
## 515 7 4 aug sun 81.6 56.7 665.6 1.9 21.2 70 6.7 0.0 11.16
## 516 1 4 aug sat 94.4 146.0 614.7 11.3 25.6 42 4.0 0.0 0.00
## 517 6 3 nov tue 79.5 3.0 106.7 1.1 11.8 31 4.5 0.0 0.00summary(Datamakalah)## X Y month day
## Min. :1.000 Min. :2.0 Length:517 Length:517
## 1st Qu.:3.000 1st Qu.:4.0 Class :character Class :character
## Median :4.000 Median :4.0 Mode :character Mode :character
## Mean :4.669 Mean :4.3
## 3rd Qu.:7.000 3rd Qu.:5.0
## Max. :9.000 Max. :9.0
## FFMC DMC DC ISI
## Min. :18.70 Min. : 1.1 Min. : 7.9 Min. : 0.000
## 1st Qu.:90.20 1st Qu.: 68.6 1st Qu.:437.7 1st Qu.: 6.500
## Median :91.60 Median :108.3 Median :664.2 Median : 8.400
## Mean :90.64 Mean :110.9 Mean :547.9 Mean : 9.022
## 3rd Qu.:92.90 3rd Qu.:142.4 3rd Qu.:713.9 3rd Qu.:10.800
## Max. :96.20 Max. :291.3 Max. :860.6 Max. :56.100
## temp RH wind rain
## Min. : 2.20 Min. : 15.00 Min. :0.400 Min. :0.00000
## 1st Qu.:15.50 1st Qu.: 33.00 1st Qu.:2.700 1st Qu.:0.00000
## Median :19.30 Median : 42.00 Median :4.000 Median :0.00000
## Mean :18.89 Mean : 44.29 Mean :4.018 Mean :0.02166
## 3rd Qu.:22.80 3rd Qu.: 53.00 3rd Qu.:4.900 3rd Qu.:0.00000
## Max. :33.30 Max. :100.00 Max. :9.400 Max. :6.40000
## area
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 0.52
## Mean : 12.85
## 3rd Qu.: 6.57
## Max. :1090.84# Variabel-variabel yang ingin diplot
ayam = c("FFMC", "DMC", "DC", "ISI", "temp", "RH","wind", "rain")
Y = Datamakalah$area
# Membuat scatter plot untuk setiap variabel
scatterplots <- lapply(ayam, function(var) {
ggplot(Datamakalah, aes_string(x = var, y = "Y")) +
geom_point(color = "dodgerblue", size = 4, alpha = 0.7, shape = 16) +
geom_smooth(method = "lm", se = FALSE, color = "orange", formula = Y ~ x) +
labs(
title = paste("Scatterplot Korelasi Y dengan", var),
x = var,
y = "area"
) +
theme_minimal()
})## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated. print(scatterplots)## [[1]]
##
## [[2]]
##
## [[3]]
##
## [[4]]
##
## [[5]]
##
## [[6]]
##
## [[7]]
##
## [[8]]
# multiko
reg <- lm(area ~ FFMC + DMC + DC + ISI + temp + RH + wind + rain, data = Datamakalah)
vif(reg)## FFMC DMC DC ISI temp RH wind rain
## 1.695255 2.330688 2.078205 1.578258 2.661897 1.899989 1.140610 1.044801# rlb
summary(reg)##
## Call:
## lm(formula = area ~ FFMC + DMC + DC + ISI + temp + RH + wind +
## rain, data = Datamakalah)
##
## Residuals:
## Min 1Q Median 3Q Max
## -31.13 -15.47 -9.35 -0.79 1068.99
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.493811 62.048126 0.040 0.968
## FFMC -0.023309 0.660801 -0.035 0.972
## DMC 0.076488 0.066780 1.145 0.253
## DC -0.005689 0.016281 -0.349 0.727
## ISI -0.698439 0.771925 -0.905 0.366
## temp 0.847950 0.787178 1.077 0.282
## RH -0.196288 0.236659 -0.829 0.407
## wind 1.527099 1.669997 0.914 0.361
## rain -2.540006 9.675780 -0.263 0.793
##
## Residual standard error: 63.64 on 508 degrees of freedom
## Multiple R-squared: 0.01601, Adjusted R-squared: 0.000517
## F-statistic: 1.033 on 8 and 508 DF, p-value: 0.4096# ols
ols_step_all_possible(reg)## Index N Predictors R-Square Adj. R-Square
## 5 1 1 temp 9.573469e-03 7.650311e-03
## 6 2 1 RH 5.703053e-03 3.772380e-03
## 2 3 1 DMC 5.328167e-03 3.396766e-03
## 3 4 1 DC 2.438703e-03 5.016907e-04
## 1 5 1 FFMC 1.609775e-03 -3.288466e-04
## 7 6 1 wind 1.517153e-04 -1.789738e-03
## 4 7 1 ISI 6.818941e-05 -1.873426e-03
## 8 8 1 rain 5.425397e-05 -1.887388e-03
## 19 9 2 DMC RH 1.190966e-02 8.064946e-03
## 32 10 2 temp wind 1.083131e-02 6.982406e-03
## 27 11 2 ISI temp 1.066207e-02 6.812503e-03
## 18 12 2 DMC temp 1.051199e-02 6.661838e-03
## 31 13 2 temp RH 1.036587e-02 6.515151e-03
## 33 14 2 temp rain 9.775089e-03 5.922074e-03
## 12 15 2 FFMC temp 9.578893e-03 5.725114e-03
## 23 16 2 DC temp 9.574388e-03 5.720592e-03
## 24 17 2 DC RH 7.861513e-03 4.001052e-03
## 13 18 2 FFMC RH 6.035641e-03 2.168076e-03
## 34 19 2 RH wind 6.012865e-03 2.145211e-03
## 20 20 2 DMC wind 5.732925e-03 1.864182e-03
## 28 21 2 ISI RH 5.706170e-03 1.837322e-03
## 35 22 2 RH rain 5.703082e-03 1.834222e-03
## 17 23 2 DMC ISI 5.544749e-03 1.675274e-03
## 9 24 2 FFMC DMC 5.502334e-03 1.632694e-03
## 21 25 2 DMC rain 5.493572e-03 1.623898e-03
## 16 26 2 DMC DC 5.328486e-03 1.458169e-03
## 10 27 2 FFMC DC 3.074622e-03 -8.044649e-04
## 25 28 2 DC wind 2.960501e-03 -9.190303e-04
## 26 29 2 DC rain 2.522289e-03 -1.358947e-03
## 22 30 2 DC ISI 2.448577e-03 -1.432946e-03
## 11 31 2 FFMC ISI 1.848306e-03 -2.035553e-03
## 14 32 2 FFMC wind 1.791098e-03 -2.092984e-03
## 15 33 2 FFMC rain 1.703018e-03 -2.181406e-03
## 36 34 2 wind rain 2.178733e-04 -3.672330e-03
## 29 35 2 ISI wind 2.004613e-04 -3.689809e-03
## 30 36 2 ISI rain 1.312762e-04 -3.759264e-03
## 64 37 3 DMC ISI RH 1.271282e-02 6.939211e-03
## 70 38 3 DMC RH wind 1.261259e-02 6.838394e-03
## 67 39 3 DMC temp RH 1.259915e-02 6.824879e-03
## 84 40 3 ISI temp wind 1.257808e-02 6.803685e-03
## 40 41 3 FFMC DMC RH 1.219550e-02 6.418870e-03
## 60 42 3 DMC DC RH 1.202215e-02 6.244498e-03
## 63 43 3 DMC ISI temp 1.195150e-02 6.173438e-03
## 71 44 3 DMC RH rain 1.193667e-02 6.158518e-03
## 68 45 3 DMC temp wind 1.176652e-02 5.987379e-03
## 89 46 3 temp RH wind 1.150933e-02 5.728688e-03
## 83 47 3 ISI temp RH 1.129105e-02 5.509130e-03
## 91 48 3 temp wind rain 1.112236e-02 5.339451e-03
## 59 49 3 DMC DC temp 1.095178e-02 5.167877e-03
## 53 50 3 FFMC temp wind 1.085785e-02 5.073395e-03
## 78 51 3 DC temp wind 1.085429e-02 5.069813e-03
## 48 52 3 FFMC ISI temp 1.084184e-02 5.057285e-03
## 85 53 3 ISI temp rain 1.082494e-02 5.040295e-03
## 69 54 3 DMC temp rain 1.075796e-02 4.972922e-03
## 73 55 3 DC ISI temp 1.066757e-02 4.882002e-03
## 39 56 3 FFMC DMC temp 1.060218e-02 4.816231e-03
## 77 57 3 DC temp RH 1.046410e-02 4.677340e-03
## 90 58 3 temp RH rain 1.046185e-02 4.675073e-03
## 52 59 3 FFMC temp RH 1.039135e-02 4.604167e-03
## 54 60 3 FFMC temp rain 9.778731e-03 3.987963e-03
## 79 61 3 DC temp rain 9.776052e-03 3.985269e-03
## 44 62 3 FFMC DC temp 9.580633e-03 3.788707e-03
## 80 63 3 DC RH wind 8.618948e-03 2.821398e-03
## 74 64 3 DC ISI RH 8.020207e-03 2.219155e-03
## 45 65 3 FFMC DC RH 7.869707e-03 2.067776e-03
## 81 66 3 DC RH rain 7.864374e-03 2.062411e-03
## 55 67 3 FFMC RH wind 6.350618e-03 5.398033e-04
## 49 68 3 FFMC ISI RH 6.209415e-03 3.977744e-04
## 38 69 3 FFMC DMC ISI 6.066455e-03 2.539780e-04
## 65 70 3 DMC ISI wind 6.051990e-03 2.394286e-04
## 56 71 3 FFMC RH rain 6.037906e-03 2.252624e-04
## 86 72 3 ISI RH wind 6.027745e-03 2.150415e-04
## 92 73 3 RH wind rain 6.013496e-03 2.007093e-04
## 72 74 3 DMC wind rain 5.937285e-03 1.240531e-04
## 41 75 3 FFMC DMC wind 5.900355e-03 8.690676e-05
## 61 76 3 DMC DC wind 5.742712e-03 -7.165815e-05
## 87 77 3 ISI RH rain 5.706269e-03 -1.083146e-04
## 66 78 3 DMC ISI rain 5.693091e-03 -1.215691e-04
## 42 79 3 FFMC DMC rain 5.678413e-03 -1.363330e-04
## 58 80 3 DMC DC ISI 5.544764e-03 -2.707638e-04
## 37 81 3 FFMC DMC DC 5.506069e-03 -3.096849e-04
## 62 82 3 DMC DC rain 5.494265e-03 -3.215580e-04
## 46 83 3 FFMC DC wind 3.550048e-03 -2.277145e-03
## 43 84 3 FFMC DC ISI 3.400105e-03 -2.427964e-03
## 47 85 3 FFMC DC rain 3.181814e-03 -2.647532e-03
## 82 86 3 DC wind rain 3.076410e-03 -2.753553e-03
## 75 87 3 DC ISI wind 3.008256e-03 -2.822105e-03
## 76 88 3 DC ISI rain 2.528989e-03 -3.304175e-03
## 50 89 3 FFMC ISI wind 2.099733e-03 -3.735941e-03
## 51 90 3 FFMC ISI rain 1.928944e-03 -3.907729e-03
## 57 91 3 FFMC wind rain 1.901842e-03 -3.934989e-03
## 88 92 3 ISI wind rain 2.740807e-04 -5.572270e-03
## 139 93 4 DMC ISI temp wind 1.397165e-02 6.268307e-03
## 138 94 4 DMC ISI temp RH 1.391444e-02 6.210644e-03
## 141 95 4 DMC ISI RH wind 1.370659e-02 6.001170e-03
## 144 96 4 DMC temp RH wind 1.364785e-02 5.941971e-03
## 158 97 4 ISI temp RH wind 1.303848e-02 5.327844e-03
## 102 98 4 FFMC DMC temp RH 1.299834e-02 5.287386e-03
## 105 99 4 FFMC DMC RH wind 1.293957e-02 5.228157e-03
## 132 100 4 DMC DC temp RH 1.291819e-02 5.206609e-03
## 160 101 4 ISI temp wind rain 1.283168e-02 5.119433e-03
## 129 102 4 DMC DC ISI RH 1.281920e-02 5.106850e-03
## 119 103 4 FFMC ISI temp wind 1.278078e-02 5.068132e-03
## 99 104 4 FFMC DMC ISI RH 1.273483e-02 5.021816e-03
## 142 105 4 DMC ISI RH rain 1.272435e-02 5.011256e-03
## 145 106 4 DMC temp RH rain 1.267452e-02 4.961035e-03
## 147 107 4 DMC RH wind rain 1.265982e-02 4.946225e-03
## 135 108 4 DMC DC RH wind 1.264986e-02 4.936183e-03
## 149 109 4 DC ISI temp wind 1.263638e-02 4.922604e-03
## 128 110 4 DMC DC ISI temp 1.248610e-02 4.771145e-03
## 95 111 4 FFMC DMC DC RH 1.228670e-02 4.570186e-03
## 106 112 4 FFMC DMC RH rain 1.221180e-02 4.494705e-03
## 140 113 4 DMC ISI temp rain 1.215537e-02 4.437836e-03
## 146 114 4 DMC temp wind rain 1.211048e-02 4.392596e-03
## 136 115 4 DMC DC RH rain 1.205019e-02 4.331834e-03
## 133 116 4 DMC DC temp wind 1.203505e-02 4.316572e-03
## 98 117 4 FFMC DMC ISI temp 1.200063e-02 4.281881e-03
## 103 118 4 FFMC DMC temp wind 1.192035e-02 4.200978e-03
## 154 119 4 DC temp RH wind 1.168175e-02 3.960519e-03
## 162 120 4 temp RH wind rain 1.167582e-02 3.954537e-03
## 124 121 4 FFMC temp RH wind 1.156655e-02 3.844410e-03
## 148 122 4 DC ISI temp RH 1.139764e-02 3.674186e-03
## 118 123 4 FFMC ISI temp RH 1.138439e-02 3.660826e-03
## 159 124 4 ISI temp RH rain 1.137065e-02 3.646986e-03
## 134 125 4 DMC DC temp rain 1.122002e-02 3.495177e-03
## 156 126 4 DC temp wind rain 1.114704e-02 3.421624e-03
## 126 127 4 FFMC temp wind rain 1.114493e-02 3.419503e-03
## 94 128 4 FFMC DMC DC temp 1.103404e-02 3.307740e-03
## 120 129 4 FFMC ISI temp rain 1.100877e-02 3.282273e-03
## 113 130 4 FFMC DC temp wind 1.089014e-02 3.162716e-03
## 104 131 4 FFMC DMC temp rain 1.084251e-02 3.114715e-03
## 108 132 4 FFMC DC ISI temp 1.084200e-02 3.114205e-03
## 150 133 4 DC ISI temp rain 1.083043e-02 3.102547e-03
## 155 134 4 DC temp RH rain 1.055085e-02 2.820778e-03
## 112 135 4 FFMC DC temp RH 1.051346e-02 2.783098e-03
## 125 136 4 FFMC temp RH rain 1.048304e-02 2.752436e-03
## 114 137 4 FFMC DC temp rain 9.780366e-03 2.044275e-03
## 151 138 4 DC ISI RH wind 8.927061e-03 1.184303e-03
## 157 139 4 DC RH wind rain 8.630923e-03 8.858523e-04
## 115 140 4 FFMC DC RH wind 8.620146e-03 8.749913e-04
## 109 141 4 FFMC DC ISI RH 8.125268e-03 3.762468e-04
## 152 142 4 DC ISI RH rain 8.020768e-03 2.709303e-04
## 116 143 4 FFMC DC RH rain 7.873453e-03 1.224643e-04
## 100 144 4 FFMC DMC ISI wind 6.644770e-03 -1.115818e-03
## 121 145 4 FFMC ISI RH wind 6.602443e-03 -1.158475e-03
## 127 146 4 FFMC RH wind rain 6.356843e-03 -1.405994e-03
## 143 147 4 DMC ISI wind rain 6.237903e-03 -1.525863e-03
## 101 148 4 FFMC DMC ISI rain 6.220039e-03 -1.543867e-03
## 122 149 4 FFMC ISI RH rain 6.210360e-03 -1.553622e-03
## 107 150 4 FFMC DMC wind rain 6.116026e-03 -1.648693e-03
## 93 151 4 FFMC DMC DC ISI 6.072362e-03 -1.692697e-03
## 130 152 4 DMC DC ISI wind 6.069436e-03 -1.695646e-03
## 161 153 4 ISI RH wind rain 6.027996e-03 -1.737410e-03
## 137 154 4 DMC DC wind rain 5.946339e-03 -1.819705e-03
## 96 155 4 FFMC DMC DC wind 5.903432e-03 -1.862947e-03
## 131 156 4 DMC DC ISI rain 5.693245e-03 -2.074777e-03
## 97 157 4 FFMC DMC DC rain 5.683487e-03 -2.084611e-03
## 110 158 4 FFMC DC ISI wind 4.027596e-03 -3.753439e-03
## 117 159 4 FFMC DC wind rain 3.690824e-03 -4.092841e-03
## 111 160 4 FFMC DC ISI rain 3.491917e-03 -4.293302e-03
## 153 161 4 DC ISI wind rain 3.117031e-03 -4.671117e-03
## 123 162 4 FFMC ISI wind rain 2.197777e-03 -5.597553e-03
## 208 163 5 DMC ISI temp RH wind 1.564525e-02 6.013600e-03
## 198 164 5 DMC DC ISI temp RH 1.431508e-02 4.670415e-03
## 199 165 5 DMC DC ISI temp wind 1.428360e-02 4.638629e-03
## 210 166 5 DMC ISI temp wind rain 1.428126e-02 4.636262e-03
## 179 167 5 FFMC DMC temp RH wind 1.414182e-02 4.495461e-03
## 174 168 5 FFMC DMC ISI temp wind 1.402953e-02 4.382071e-03
## 209 169 5 DMC ISI temp RH rain 1.397110e-02 4.323064e-03
## 173 170 5 FFMC DMC ISI temp RH 1.393547e-02 4.287094e-03
## 204 171 5 DMC DC temp RH wind 1.383785e-02 4.188511e-03
## 212 172 5 DMC temp RH wind rain 1.378426e-02 4.134396e-03
## 211 173 5 DMC ISI RH wind rain 1.373237e-02 4.081999e-03
## 201 174 5 DMC DC ISI RH wind 1.372964e-02 4.079241e-03
## 176 175 5 FFMC DMC ISI RH wind 1.371994e-02 4.069454e-03
## 167 176 5 FFMC DMC DC temp RH 1.329219e-02 3.637520e-03
## 213 177 5 DC ISI temp RH wind 1.324994e-02 3.594853e-03
## 218 178 5 ISI temp RH wind rain 1.319634e-02 3.540729e-03
## 193 179 5 FFMC ISI temp RH wind 1.315995e-02 3.503983e-03
## 180 180 5 FFMC DMC temp RH rain 1.305587e-02 3.398882e-03
## 195 181 5 FFMC ISI temp wind rain 1.304040e-02 3.383260e-03
## 205 182 5 DMC DC temp RH rain 1.300801e-02 3.350551e-03
## 182 183 5 FFMC DMC RH wind rain 1.297183e-02 3.314016e-03
## 170 184 5 FFMC DMC DC RH wind 1.296269e-02 3.304788e-03
## 215 185 5 DC ISI temp wind rain 1.289204e-02 3.233448e-03
## 164 186 5 FFMC DMC DC ISI RH 1.283535e-02 3.176204e-03
## 202 187 5 DMC DC ISI RH rain 1.283144e-02 3.172252e-03
## 184 188 5 FFMC DC ISI temp wind 1.281268e-02 3.153316e-03
## 177 189 5 FFMC DMC ISI RH rain 1.274497e-02 3.084940e-03
## 200 190 5 DMC DC ISI temp rain 1.271094e-02 3.050578e-03
## 207 191 5 DMC DC RH wind rain 1.269695e-02 3.036451e-03
## 163 192 5 FFMC DMC DC ISI temp 1.255228e-02 2.890361e-03
## 206 193 5 DMC DC temp wind rain 1.239293e-02 2.729451e-03
## 171 194 5 FFMC DMC DC RH rain 1.230407e-02 2.639729e-03
## 181 195 5 FFMC DMC temp wind rain 1.225838e-02 2.593591e-03
## 175 196 5 FFMC DMC ISI temp rain 1.220534e-02 2.540031e-03
## 168 197 5 FFMC DMC DC temp wind 1.217641e-02 2.510813e-03
## 217 198 5 DC temp RH wind rain 1.183464e-02 2.165706e-03
## 189 199 5 FFMC DC temp RH wind 1.178841e-02 2.119016e-03
## 197 200 5 FFMC temp RH wind rain 1.172566e-02 2.055653e-03
## 194 201 5 FFMC ISI temp RH rain 1.147058e-02 1.798085e-03
## 214 202 5 DC ISI temp RH rain 1.146842e-02 1.795902e-03
## 183 203 5 FFMC DC ISI temp RH 1.145739e-02 1.784761e-03
## 169 204 5 FFMC DMC DC temp rain 1.129645e-02 1.622243e-03
## 191 205 5 FFMC DC temp wind rain 1.117849e-02 1.503132e-03
## 185 206 5 FFMC DC ISI temp rain 1.100891e-02 1.331896e-03
## 190 207 5 FFMC DC temp RH rain 1.059325e-02 9.121687e-04
## 186 208 5 FFMC DC ISI RH wind 9.045760e-03 -6.504657e-04
## 216 209 5 DC ISI RH wind rain 8.932453e-03 -7.648811e-04
## 192 210 5 FFMC DC RH wind rain 8.632807e-03 -1.067459e-03
## 187 211 5 FFMC DC ISI RH rain 8.126952e-03 -1.578263e-03
## 178 212 5 FFMC DMC ISI wind rain 6.839769e-03 -2.878042e-03
## 165 213 5 FFMC DMC DC ISI wind 6.648721e-03 -3.070959e-03
## 196 214 5 FFMC ISI RH wind rain 6.606333e-03 -3.113761e-03
## 203 215 5 DMC DC ISI wind rain 6.254168e-03 -3.469372e-03
## 166 216 5 FFMC DMC DC ISI rain 6.227438e-03 -3.496364e-03
## 172 217 5 FFMC DMC DC wind rain 6.118535e-03 -3.606333e-03
## 188 218 5 FFMC DC ISI wind rain 4.152029e-03 -5.592081e-03
## 240 219 6 DMC DC ISI temp RH wind 1.587473e-02 4.296790e-03
## 245 220 6 DMC ISI temp RH wind rain 1.576964e-02 4.190464e-03
## 229 221 6 FFMC DMC ISI temp RH wind 1.565511e-02 4.074583e-03
## 242 222 6 DMC DC ISI temp wind rain 1.460709e-02 3.014232e-03
## 241 223 6 DMC DC ISI temp RH rain 1.438533e-02 2.789860e-03
## 220 224 6 FFMC DMC DC ISI temp wind 1.435496e-02 2.759135e-03
## 231 225 6 FFMC DMC ISI temp wind rain 1.434053e-02 2.744536e-03
## 219 226 6 FFMC DMC DC ISI temp RH 1.432538e-02 2.729210e-03
## 225 227 6 FFMC DMC DC temp RH wind 1.430512e-02 2.708708e-03
## 233 228 6 FFMC DMC temp RH wind rain 1.425398e-02 2.656965e-03
## 230 229 6 FFMC DMC ISI temp RH rain 1.398911e-02 2.388978e-03
## 244 230 6 DMC DC temp RH wind rain 1.398514e-02 2.384964e-03
## 243 231 6 DMC DC ISI RH wind rain 1.375544e-02 2.152565e-03
## 232 232 6 FFMC DMC ISI RH wind rain 1.374405e-02 2.141040e-03
## 222 233 6 FFMC DMC DC ISI RH wind 1.374097e-02 2.137926e-03
## 246 234 6 DC ISI temp RH wind rain 1.339303e-02 1.785892e-03
## 226 235 6 FFMC DMC DC temp RH rain 1.336252e-02 1.755018e-03
## 239 236 6 FFMC ISI temp RH wind rain 1.332930e-02 1.721412e-03
## 234 237 6 FFMC DC ISI temp RH wind 1.331841e-02 1.710388e-03
## 236 238 6 FFMC DC ISI temp wind rain 1.307350e-02 1.462604e-03
## 228 239 6 FFMC DMC DC RH wind rain 1.299512e-02 1.383301e-03
## 223 240 6 FFMC DMC DC ISI RH rain 1.284634e-02 1.232770e-03
## 221 241 6 FFMC DMC DC ISI temp rain 1.277851e-02 1.164142e-03
## 227 242 6 FFMC DMC DC temp wind rain 1.252817e-02 9.108581e-04
## 238 243 6 FFMC DC temp RH wind rain 1.192945e-02 3.050945e-04
## 235 244 6 FFMC DC ISI temp RH rain 1.153475e-02 -9.425756e-05
## 237 245 6 FFMC DC ISI RH wind rain 9.054290e-03 -2.603895e-03
## 224 246 6 FFMC DMC DC ISI wind rain 6.843090e-03 -4.841108e-03
## 254 247 7 DMC DC ISI temp RH wind rain 1.601044e-02 2.478163e-03
## 247 248 7 FFMC DMC DC ISI temp RH wind 1.587936e-02 2.345289e-03
## 252 249 7 FFMC DMC ISI temp RH wind rain 1.577637e-02 2.240874e-03
## 249 250 7 FFMC DMC DC ISI temp wind rain 1.468034e-02 1.129779e-03
## 251 251 7 FFMC DMC DC temp RH wind rain 1.442710e-02 8.730566e-04
## 248 252 7 FFMC DMC DC ISI temp RH rain 1.439317e-02 8.386524e-04
## 250 253 7 FFMC DMC DC ISI RH wind rain 1.376524e-02 2.020865e-04
## 253 254 7 FFMC DC ISI temp RH wind rain 1.347180e-02 -9.538669e-05
## 255 255 8 FFMC DMC DC ISI temp RH wind rain 1.601285e-02 5.169855e-04
## Mallow's Cp
## 5 -1.67556286
## 6 0.32260478
## 2 0.51614608
## 3 2.00788089
## 1 2.43582884
## 7 3.18857691
## 4 3.23169857
## 8 3.23889298
## 19 -0.88165825
## 32 -0.32494519
## 27 -0.23756992
## 18 -0.16008812
## 31 -0.08465192
## 33 0.22034742
## 12 0.32163705
## 23 0.32396282
## 24 1.20826365
## 13 2.15090065
## 34 2.16265911
## 20 2.30718289
## 28 2.32099578
## 35 2.32259017
## 17 2.40433199
## 9 2.42622934
## 21 2.43075291
## 16 2.51598147
## 10 3.67957684
## 25 3.73849393
## 26 3.96472824
## 22 4.00278325
## 11 4.31268319
## 14 4.34221798
## 15 4.38769054
## 36 5.15442175
## 29 5.16341095
## 30 5.19912896
## 64 0.70369405
## 70 0.75544001
## 67 0.76237663
## 84 0.77325486
## 40 0.97076741
## 60 1.06026608
## 63 1.09673876
## 71 1.10439672
## 68 1.19223634
## 89 1.32501378
## 83 1.43770541
## 91 1.52479536
## 59 1.61285847
## 53 1.66135307
## 78 1.66319162
## 48 1.66962160
## 85 1.67834171
## 69 1.71292218
## 73 1.75958835
## 39 1.79334603
## 77 1.86463410
## 90 1.86579757
## 52 1.90219112
## 54 2.21846753
## 79 2.21985045
## 44 2.32073855
## 80 2.81722475
## 74 3.12633525
## 45 3.20403316
## 81 3.20678642
## 55 3.98828840
## 49 4.06118693
## 38 4.13499263
## 65 4.14246032
## 56 4.14973134
## 86 4.15497738
## 92 4.16233362
## 72 4.20167857
## 41 4.22074452
## 61 4.30213039
## 87 4.32094487
## 66 4.32774794
## 42 4.33532577
## 58 4.40432444
## 37 4.42430126
## 62 4.43039531
## 46 5.43413046
## 43 5.51154074
## 47 5.62423734
## 82 5.67865393
## 75 5.71383967
## 76 5.96126936
## 50 6.18287990
## 51 6.27105275
## 57 6.28504435
## 88 7.12540369
## 139 2.05380026
## 138 2.08333917
## 141 2.19064496
## 144 2.22097075
## 158 2.53556641
## 102 2.55629158
## 105 2.58663263
## 132 2.59767062
## 160 2.64232826
## 129 2.64877388
## 119 2.66860763
## 99 2.69233381
## 142 2.69774316
## 145 2.72346955
## 147 2.73105647
## 135 2.73620059
## 149 2.74315661
## 128 2.82074359
## 95 2.92368776
## 106 2.96235394
## 140 2.99148596
## 146 3.01466094
## 136 3.04578725
## 133 3.05360570
## 98 3.07137624
## 103 3.11282010
## 154 3.23599913
## 162 3.23906302
## 124 3.29547767
## 148 3.38267700
## 118 3.38952120
## 159 3.39661059
## 134 3.47437737
## 156 3.51205563
## 126 3.51314250
## 94 3.57039472
## 120 3.58344054
## 113 3.64468527
## 104 3.66927460
## 108 3.66953585
## 150 3.67550780
## 155 3.81984819
## 112 3.83915026
## 125 3.85485735
## 114 4.21762310
## 151 4.65815655
## 157 4.81104253
## 115 4.81660620
## 109 5.07209551
## 152 5.12604544
## 116 5.20209935
## 100 5.83642782
## 121 5.85827972
## 127 5.98507482
## 143 6.04647940
## 101 6.05570214
## 122 6.06069944
## 107 6.10940071
## 93 6.13194276
## 130 6.13345350
## 161 6.15484761
## 137 6.19700427
## 96 6.21915580
## 131 6.32766860
## 97 6.33270628
## 110 7.18758823
## 117 7.36145201
## 111 7.46414114
## 153 7.65768255
## 123 8.13226310
## 208 3.18977714
## 198 3.87649946
## 199 3.89275096
## 210 3.89396106
## 179 3.96594731
## 174 4.02391981
## 209 4.05408794
## 173 4.07247818
## 204 4.12288000
## 212 4.15054716
## 211 4.17733575
## 201 4.17874577
## 176 4.18374967
## 167 4.40458231
## 213 4.42639599
## 218 4.45406809
## 193 4.47285498
## 180 4.52658923
## 195 4.53457602
## 205 4.55129898
## 182 4.56997818
## 170 4.57469600
## 215 4.61116940
## 164 4.64043668
## 202 4.64245720
## 184 4.65213834
## 177 4.68709647
## 200 4.70466445
## 207 4.71188703
## 163 4.78657782
## 206 4.86884521
## 171 4.91471702
## 181 4.93830597
## 175 4.96568903
## 168 4.98062709
## 217 5.15706808
## 189 5.18093895
## 197 5.21333420
## 194 5.34501939
## 214 5.34613545
## 183 5.35183143
## 169 5.43492108
## 191 5.49581861
## 185 5.58336517
## 190 5.79795696
## 186 6.59687615
## 216 6.65537263
## 192 6.81007004
## 187 7.07122595
## 178 7.73575631
## 165 7.83438807
## 196 7.85627117
## 203 8.03808244
## 166 8.05188221
## 172 8.10810544
## 188 9.12334748
## 240 5.07130272
## 245 5.12555710
## 229 5.18468690
## 242 5.72574568
## 241 5.84023428
## 220 5.85591245
## 231 5.86336176
## 219 5.87118217
## 225 5.88164322
## 233 5.90804591
## 230 6.04479016
## 244 6.04683842
## 243 6.16542304
## 232 6.17130382
## 222 6.17289267
## 246 6.35252302
## 226 6.36827706
## 239 6.38542466
## 234 6.39105008
## 236 6.51748524
## 228 6.55795040
## 223 6.63476116
## 221 6.66977937
## 227 6.79902108
## 238 7.10812029
## 235 7.31189521
## 237 8.59247215
## 224 9.73404139
## 254 7.00124421
## 247 7.06891241
## 252 7.12208706
## 249 7.68792681
## 251 7.81866604
## 248 7.83618686
## 250 8.16036648
## 253 8.31185867
## 255 9.00000000# forward
ols_step_forward_p(reg)##
## Selection Summary
## ---------------------------------------------------------------------------
## Variable Adj.
## Step Entered R-Square R-Square C(p) AIC RMSE
## ---------------------------------------------------------------------------
## 1 temp 0.0096 0.0077 -1.6756 5761.9176 63.4119
## ---------------------------------------------------------------------------# backward
ols_step_backward_p(reg)##
##
## Elimination Summary
## ---------------------------------------------------------------------------
## Variable Adj.
## Step Removed R-Square R-Square C(p) AIC RMSE
## ---------------------------------------------------------------------------
## 1 FFMC 0.016 0.0025 7.0012 5770.5465 63.5769
## 2 rain 0.0159 0.0043 5.0713 5768.6178 63.5189
## 3 DC 0.0156 0.006 3.1898 5766.7384 63.4641
## 4 RH 0.014 0.0063 2.0538 5765.6166 63.4560
## 5 DMC 0.0126 0.0068 0.7733 5764.3468 63.4389
## 6 ISI 0.0108 0.007 -0.3249 5763.2606 63.4332
## 7 wind 0.0096 0.0077 -1.6756 5761.9176 63.4119
## ---------------------------------------------------------------------------# uji simultan
kucing <- anova(reg)
print(kucing)## Analysis of Variance Table
##
## Response: area
## Df Sum Sq Mean Sq F value Pr(>F)
## FFMC 1 3366 3365.8 0.8311 0.36239
## DMC 1 8139 8138.8 2.0096 0.15692
## DC 1 8 7.8 0.0019 0.96499
## ISI 1 1184 1184.0 0.2924 0.58895
## temp 1 13549 13548.6 3.3454 0.06798 .
## RH 1 3707 3707.3 0.9154 0.33914
## wind 1 3249 3249.2 0.8023 0.37084
## rain 1 279 279.1 0.0689 0.79303
## Residuals 508 2057384 4050.0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1#anova untuk variabel
badak <- aov(area ~ FFMC + DMC + DC + ISI + temp + RH + wind + rain, data = Datamakalah)
summary(badak)## Df Sum Sq Mean Sq F value Pr(>F)
## FFMC 1 3366 3366 0.831 0.362
## DMC 1 8139 8139 2.010 0.157
## DC 1 8 8 0.002 0.965
## ISI 1 1184 1184 0.292 0.589
## temp 1 13549 13549 3.345 0.068 .
## RH 1 3707 3707 0.915 0.339
## wind 1 3249 3249 0.802 0.371
## rain 1 279 279 0.069 0.793
## Residuals 508 2057384 4050
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1reg1 <- lm(area ~ temp , data=Datamakalah)
summary(reg1)##
## Call:
## lm(formula = area ~ temp, data = Datamakalah)
##
## Residuals:
## Min 1Q Median 3Q Max
## -27.34 -14.68 -10.39 -3.42 1071.33
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -7.4138 9.4996 -0.780 0.4355
## temp 1.0726 0.4808 2.231 0.0261 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 63.41 on 515 degrees of freedom
## Multiple R-squared: 0.009573, Adjusted R-squared: 0.00765
## F-statistic: 4.978 on 1 and 515 DF, p-value: 0.0261# uji normalitas
kolmo <- ks.test(residuals(reg1),"pnorm")## Warning in ks.test.default(residuals(reg1), "pnorm"): ties should not be
## present for the Kolmogorov-Smirnov testprint(kolmo)##
## Asymptotic one-sample Kolmogorov-Smirnov test
##
## data: residuals(reg1)
## D = 0.75814, p-value < 2.2e-16
## alternative hypothesis: two-sided# uji auto korelasi
durbin <- dwtest(reg1)
print(durbin)##
## Durbin-Watson test
##
## data: reg1
## DW = 1.65, p-value = 3.069e-05
## alternative hypothesis: true autocorrelation is greater than 0# uji hetero
glejser_w <- glejser(reg1)
print(glejser_w)## # A tibble: 1 × 4
## statistic p.value parameter alternative
## <dbl> <dbl> <dbl> <chr>
## 1 28.6 0.0000000889 1 greaterIncluding Plots
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