Question
In a study of potential effects of both climate and pollution on disease specific mortality between the years 2010-2020 a team of researchers studied the
In a study of potential effects of both climate and pollution on disease specific mortality between the years 2010-2020 a team of researchers studied the disease specific averaged weekly mortality in Paris, France and the city's local climate (temperature degrees Fahrenheit), size of pollutants and levels of noxious chemical emissions from cars and industry in the air - all measured at the same points between 2010-2020.
All 5 series i.e. mortality, temperature, pollutants particle size and two chemical emissions (chem1, chem2) between 2010-2020 (508 time points) are given here inmort .csvDownload mort .csv
You will use this data for the calculation of 4 weeks ahead forecasts for mortality.
Your task is to give best 4 weeks ahead forecasts in terms of R squared, AIC, BIC, MASE etc (as is appropriate) for the mortality series. Provide the point forecasts and confidence intervals and corresponding plot for the most optimal model for each method used (DLM, ARDL, polyck, koyck, dynamic, exponential smoothing and state-space model).
Multiplepredictors are to be modelled i.e., use more than 1 predictor in regression type models, (i.e. multivariate). Point forecasts and confidence intervals should be reported along with appropriate graphs. Percentiles method for relevant covariates for the forecasts can be used.
Hint: Use MASE () function from the dLagM package to compute MASE for time series regression methods for model comparisons.
I JUST NEED THE R CODE FOR THIS IN RMD FORMAT.
THE FIRST PART IN THE BELOW LINK CAN HELP YOU SOLVE THIS QUESTION
https://rpubs.com/AnnaKrinochkina/537658
BELOW IS THE CSV FILE OR THE INPUT DATA.
MORT.csv
mortality | temp | chem1 | chem2 | particle size | |
1 | 97.85 | 72.38 | 11.51 | 3.37 | 72.72 |
2 | 104.64 | 67.19 | 8.92 | 2.59 | 49.6 |
3 | 94.36 | 62.94 | 9.48 | 3.29 | 55.68 |
4 | 98.05 | 72.49 | 10.28 | 3.04 | 55.16 |
5 | 95.85 | 74.25 | 10.57 | 3.39 | 66.02 |
6 | 95.98 | 67.88 | 7.99 | 2.57 | 44.01 |
7 | 88.63 | 74.2 | 10.51 | 2.35 | 47.83 |
8 | 90.85 | 74.88 | 9.84 | 3.38 | 43.6 |
9 | 92.06 | 64.17 | 6.61 | 1.5 | 24.99 |
10 | 88.75 | 67.09 | 7.9 | 2.56 | 40.41 |
11 | 94.6 | 78.29 | 10.74 | 3.04 | 51.93 |
12 | 92.86 | 68.07 | 5.89 | 2.64 | 32.26 |
13 | 98.02 | 86.7 | 12.7 | 5.14 | 73.65 |
14 | 87.64 | 69.43 | 4.82 | 2.87 | 30.15 |
15 | 97.4 | 75.22 | 7.1 | 3.54 | 41.1 |
16 | 83.24 | 77.29 | 6.29 | 2.67 | 41.53 |
17 | 86.6 | 69.96 | 5.03 | 1.55 | 29.46 |
18 | 90.69 | 79.35 | 7.81 | 2.93 | 51.13 |
19 | 82.86 | 82.94 | 7.97 | 3.64 | 41.37 |
20 | 99.06 | 89.79 | 9.53 | 5.91 | 59.49 |
21 | 81 | 80.19 | 7.55 | 3.69 | 48.25 |
22 | 93.18 | 87.58 | 8.61 | 4.3 | 51.73 |
23 | 86.86 | 81.76 | 6.73 | 3.97 | 44.21 |
24 | 89.35 | 86.79 | 9.78 | 4.98 | 59.59 |
25 | 87.13 | 87.46 | 9.28 | 5.64 | 60.82 |
26 | 88.39 | 88.21 | 9.08 | 3.99 | 55.01 |
27 | 85.38 | 83.4 | 7.5 | 4.2 | 50.59 |
28 | 83.96 | 86.1 | 9.8 | 4.48 | 55.05 |
29 | 84.95 | 82.16 | 8.93 | 3.96 | 48 |
30 | 86.81 | 81.31 | 9.81 | 3.65 | 55.37 |
31 | 85.25 | 78.99 | 12.34 | 4.91 | 64.44 |
32 | 94.72 | 92.56 | 16.32 | 4.26 | 75 |
33 | 90.96 | 84.5 | 13.61 | 4.02 | 61.46 |
34 | 87.73 | 76.44 | 11.64 | 2.95 | 50.04 |
35 | 92.58 | 73.97 | 10.19 | 3.73 | 49.9 |
36 | 87.02 | 69.63 | 9.76 | 2.02 | 51.14 |
37 | 92.68 | 81.05 | 22.19 | 4.98 | 77.88 |
38 | 97.95 | 69.57 | 11.02 | 3.05 | 46.71 |
39 | 94.19 | 78.05 | 19.36 | 3.73 | 73.86 |
40 | 93.95 | 70.61 | 20.55 | 3.53 | 76.87 |
41 | 92.29 | 60.95 | 10.82 | 2.24 | 39.85 |
42 | 93.48 | 67.74 | 20.05 | 3.03 | 71.52 |
43 | 97.41 | 68.5 | 18.6 | 2.81 | 63.87 |
44 | 96.98 | 54.84 | 11.9 | 2 | 48.81 |
45 | 106.6 | 60.58 | 16.83 | 2.27 | 68.82 |
46 | 112.41 | 62.14 | 14.66 | 2.9 | 64.39 |
47 | 118.59 | 51.26 | 13.6 | 3.31 | 81.76 |
48 | 107.9 | 72.55 | 20.29 | 3.44 | 73.55 |
49 | 111.82 | 64.42 | 14.13 | 3.13 | 67.99 |
50 | 102.78 | 78.25 | 22.39 | 4.42 | 75.37 |
51 | 100.63 | 59.17 | 11.15 | 3.6 | 65.23 |
52 | 106.54 | 80.89 | 19.96 | 4.86 | 69.91 |
53 | 105.39 | 58.63 | 8.41 | 1.79 | 44.34 |
54 | 104.99 | 62.5 | 7.36 | 2.95 | 40.8 |
55 | 102.72 | 67.52 | 11.45 | 3.64 | 55.09 |
56 | 104.67 | 63.56 | 6.63 | 2.79 | 38.44 |
57 | 103.3 | 74.87 | 10.11 | 3.77 | 53.54 |
58 | 98.46 | 64.98 | 6.23 | 3.25 | 42.46 |
59 | 100.78 | 82.7 | 11.15 | 4.78 | 53.22 |
60 | 94.43 | 72.63 | 7.92 | 3.37 | 44.41 |
61 | 92.16 | 65.36 | 5.38 | 2.24 | 31.29 |
62 | 92.13 | 63.33 | 5.63 | 2 | 31.1 |
63 | 95.04 | 66.1 | 5.72 | 2.78 | 35.92 |
64 | 86.88 | 64.85 | 6.41 | 2.38 | 37.73 |
65 | 95.29 | 76.37 | 6.27 | 3.27 | 35 |
66 | 85.39 | 75.27 | 6.35 | 2.82 | 36.25 |
67 | 92.63 | 65.15 | 3.4 | 2.23 | 22.75 |
68 | 88.72 | 69.62 | 4.7 | 1.95 | 32.26 |
69 | 87.09 | 72.81 | 5.09 | 2.57 | 34.77 |
70 | 83.92 | 85.57 | 7.92 | 4.94 | 52.73 |
71 | 89.01 | 78.58 | 5.1 | 3.45 | 36.59 |
72 | 78.14 | 77.32 | 4.73 | 2.83 | 30.04 |
73 | 92.84 | 87.27 | 7.96 | 4.75 | 49.91 |
74 | 88.65 | 86.29 | 6.28 | 3.49 | 42.6 |
75 | 86.66 | 83.55 | 5.46 | 3.84 | 35.89 |
76 | 82.04 | 88.57 | 6.88 | 4.08 | 41.76 |
77 | 105.15 | 95.34 | 8.86 | 6.49 | 47.03 |
78 | 94.19 | 88.18 | 6.37 | 4.05 | 36.62 |
79 | 83.99 | 82.71 | 4.64 | 3.12 | 31.4 |
80 | 88.22 | 89.8 | 9.06 | 4.83 | 46.76 |
81 | 85.59 | 81.63 | 4.92 | 3.35 | 30.6 |
82 | 99.21 | 98.95 | 12.41 | 6.53 | 60.58 |
83 | 87.77 | 82.58 | 5.63 | 3.1 | 33.3 |
84 | 90.39 | 79.74 | 9.57 | 3.53 | 50.08 |
85 | 82.25 | 77.31 | 9.21 | 2.34 | 46.99 |
86 | 102.92 | 99.88 | 17.13 | 6.57 | 73.07 |
87 | 86.84 | 69.19 | 7.22 | 4.07 | 50.28 |
88 | 97.22 | 76.29 | 13.53 | 3.62 | 71.6 |
89 | 94.97 | 64.28 | 8.43 | 1.92 | 50.09 |
90 | 104.86 | 78.61 | 16.81 | 6.04 | 82.85 |
91 | 80.53 | 65.87 | 9.9 | 3.92 | 58.36 |
92 | 102.47 | 68.18 | 14.13 | 3.11 | 62.63 |
93 | 97.8 | 65.98 | 13.42 | 3.77 | 71.27 |
94 | 95.28 | 63.95 | 9.76 | 3.05 | 50.85 |
95 | 105.64 | 57.65 | 11.27 | 2.84 | 65.13 |
96 | 106.44 | 64.27 | 15.63 | 4.19 | 74.74 |
97 | 110.65 | 55.18 | 7.79 | 1.93 | 39.59 |
98 | 114.41 | 63.52 | 12.95 | 3.36 | 69.67 |
99 | 115.98 | 63.95 | 16.95 | 5.92 | 84.23 |
100 | 112.72 | 69.91 | 19.75 | 5.49 | 84.96 |
101 | 115.99 | 58.9 | 10.55 | 4.97 | 67.68 |
102 | 104.14 | 65.25 | 13.33 | 2.53 | 58.62 |
103 | 109.3 | 62.79 | 11.42 | 3.98 | 57.02 |
104 | 111.47 | 71.43 | 13.62 | 3.15 | 64.58 |
105 | 102.67 | 68.72 | 12.02 | 5.44 | 63.25 |
106 | 101.34 | 66.96 | 10.46 | 4.92 | 56.92 |
107 | 94.97 | 75.68 | 7.81 | 4.9 | 46.59 |
108 | 90.48 | 68.57 | 8.25 | 4.82 | 49.2 |
109 | 93.7 | 68.62 | 6.46 | 4.48 | 48.55 |
110 | 81.87 | 69.61 | 7.51 | 3.89 | 39.16 |
111 | 91.12 | 71.89 | 7.85 | 3.75 | 43.59 |
112 | 90.55 | 73.66 | 8.41 | 4.02 | 43.26 |
113 | 89.62 | 70.67 | 6.53 | 2.78 | 35.86 |
114 | 91.63 | 69.9 | 7.49 | 2.64 | 40.4 |
115 | 89.22 | 80.23 | 7.42 | 4.97 | 44.84 |
116 | 84.81 | 67.16 | 3.89 | 2.46 | 28.72 |
117 | 95 | 81.71 | 7.99 | 4.57 | 44.4 |
118 | 83.77 | 66.2 | 3.68 | 1.97 | 24.24 |
119 | 98.26 | 80.79 | 6.98 | 2.49 | 37.13 |
120 | 82.87 | 84.12 | 5.23 | 3.49 | 38.01 |
121 | 85.51 | 75.52 | 5.53 | 2.53 | 32.22 |
122 | 84.67 | 81.55 | 5.22 | 3.32 | 32.86 |
123 | 84.45 | 75.88 | 4.69 | 2.26 | 25.83 |
124 | 93.96 | 82.45 | 5.42 | 4.78 | 37.95 |
125 | 82.47 | 84.86 | 6.44 | 5.33 | 36.93 |
126 | 89.18 | 84.93 | 5.47 | 3.46 | 34.03 |
127 | 87.33 | 79.73 | 4.92 | 2.85 | 27.68 |
128 | 92.67 | 97.2 | 10.07 | 5.08 | 52.62 |
129 | 93.83 | 85.97 | 5.57 | 3.65 | 36.51 |
130 | 86.65 | 82 | 4.74 | 2.86 | 33.53 |
131 | 89.35 | 81.95 | 6.59 | 2.75 | 39.94 |
132 | 77.97 | 83.56 | 6.22 | 3.05 | 36.85 |
133 | 86.06 | 86.14 | 6.53 | 3.15 | 38.93 |
134 | 83.34 | 77.63 | 4.4 | 2.44 | 24.55 |
135 | 87.35 | 77.19 | 7.67 | 3.87 | 48.89 |
136 | 90.58 | 82.16 | 8.39 | 2.59 | 48.69 |
137 | 84.72 | 78.57 | 7.42 | 3.72 | 42.71 |
138 | 88.32 | 78.92 | 8.1 | 2.67 | 42.34 |
139 | 82.62 | 74.47 | 9.12 | 1.98 | 50.98 |
140 | 92.52 | 71.01 | 10.04 | 4.3 | 56.67 |
141 | 86.73 | 72.2 | 10.56 | 2.95 | 61.51 |
142 | 99.54 | 72.59 | 14.36 | 3.96 | 73.11 |
143 | 95.5 | 65.8 | 9.08 | 2.82 | 57.48 |
144 | 92.34 | 64.16 | 10.55 | 2.66 | 56.63 |
145 | 97.49 | 73.18 | 13.84 | 3.22 | 67.47 |
146 | 97.9 | 74.71 | 16.64 | 3.6 | 71.64 |
147 | 97.54 | 50.91 | 8.04 | 1.92 | 54.52 |
148 | 103.78 | 66.46 | 12.8 | 3.05 | 74.98 |
149 | 110.17 | 75.48 | 17.6 | 3.32 | 74.95 |
150 | 116.04 | 67.78 | 10.18 | 3.42 | 57.3 |
151 | 132.04 | 56.68 | 11.13 | 2.24 | 71.59 |
152 | 126.95 | 70.08 | 14.21 | 3.51 | 69.8 |
153 | 121.11 | 58.58 | 8.14 | 1.93 | 47.92 |
154 | 119.3 | 67.7 | 11.7 | 2.97 | 63.78 |
155 | 118.2 | 63.88 | 10.32 | 2.02 | 59.76 |
156 | 102.36 | 59.07 | 6.63 | 2.2 | 40.04 |
157 | 98.44 | 68.55 | 9.27 | 2.73 | 47.44 |
158 | 97.87 | 68.35 | 7.46 | 2.14 | 42.77 |
159 | 92.98 | 65.6 | 7.64 | 2.11 | 41.51 |
160 | 96.16 | 58.75 | 5.41 | 1.79 | 31.86 |
161 | 86.83 | 65.67 | 7.08 | 2.43 | 41.68 |
162 | 91.09 | 59.85 | 5.21 | 2.08 | 29.07 |
163 | 92.5 | 63.95 | 5.18 | 2.25 | 30.83 |
164 | 90.64 | 77.14 | 7.57 | 2.16 | 44.48 |
165 | 80.69 | 66.59 | 5.26 | 3.28 | 38.35 |
166 | 99.91 | 72.86 | 5.67 | 2.22 | 30.98 |
167 | 89.09 | 67.87 | 4.71 | 3.06 | 37.46 |
168 | 94.25 | 73.61 | 5.75 | 2.41 | 39.57 |
169 | 93.33 | 71.45 | 5.41 | 3.41 | 40.28 |
170 | 84.08 | 69.97 | 4 | 2.43 | 31.64 |
171 | 86.37 | 78.49 | 5.65 | 3.76 | 36.16 |
172 | 86.61 | 72.52 | 3.69 | 2.48 | 26.97 |
173 | 82.47 | 84.84 | 6.96 | 4.27 | 45.76 |
174 | 82.73 | 72.97 | 4.33 | 1.7 | 28.17 |
175 | 98.29 | 96.23 | 8.23 | 4.72 | 47.48 |
176 | 87.02 | 81.68 | 4.89 | 4.93 | 37.47 |
177 | 91.13 | 83.17 | 5.33 | 4.57 | 38.23 |
178 | 80.23 | 79.42 | 3.46 | 3.2 | 30.47 |
179 | 81.36 | 78.64 | 5.14 | 4.24 | 32.5 |
180 | 82.8 | 86.44 | 6.21 | 4.73 | 42.1 |
181 | 87.24 | 82.08 | 4.78 | 4.1 | 33.92 |
182 | 79.37 | 80.73 | 4.28 | 3.75 | 30.54 |
183 | 86.83 | 87.68 | 7.36 | 5.91 | 45.7 |
184 | 82 | 81.44 | 5.76 | 3.85 | 37.03 |
185 | 77.96 | 77.34 | 3.88 | 2.78 | 30.5 |
186 | 79.69 | 75.18 | 4.2 | 2.6 | 33.47 |
187 | 87.32 | 75.85 | 4.9 | 3.23 | 36.95 |
188 | 85.33 | 74.24 | 6.1 | 4.05 | 41.08 |
189 | 92.02 | 87.78 | 11.14 | 3.95 | 56.16 |
190 | 84.03 | 69.09 | 5.59 | 3.46 | 41.31 |
191 | 83.45 | 82.08 | 13.21 | 4.43 | 66.01 |
192 | 82.35 | 79.84 | 10.39 | 3.85 | 56.46 |
193 | 89.17 | 82.8 | 13.33 | 4.01 | 62.06 |
194 | 82.24 | 73.56 | 10.34 | 2.93 | 54.2 |
195 | 93.35 | 73.74 | 13.51 | 5.65 | 73.04 |
196 | 89.16 | 63.94 | 7.89 | 1.86 | 45.54 |
197 | 95.13 | 63.08 | 8.88 | 2.92 | 53.33 |
198 | 89.1 | 64.79 | 12.47 | 3.44 | 67.77 |
199 | 100.32 | 75.45 | 16.17 | 3.3 | 75.61 |
200 | 95.61 | 67.12 | 13.99 | 3.64 | 71.46 |
201 | 99.61 | 69.12 | 11.82 | 3.1 | 63.29 |
202 | 105.82 | 61.56 | 8.9 | 2.25 | 62.04 |
203 | 104.2 | 51.22 | 5.07 | 1.1 | 38.94 |
204 | 95.45 | 64.28 | 11.93 | 2.39 | 63.31 |
205 | 90.48 | 65.41 | 11.94 | 2.76 | 67.74 |
206 | 93.58 | 65.45 | 13.15 | 3.26 | 73.76 |
207 | 91.71 | 65.68 | 12.8 | 3.26 | 70.13 |
208 | 95.29 | 72.25 | 11.26 | 2.79 | 65.87 |
209 | 94.69 | 63.18 | 9.4 | 3.2 | 53.98 |
210 | 102.5 | 71.55 | 8.58 | 2.15 | 52.55 |
211 | 98.58 | 67.3 | 8.16 | 2.71 | 47.86 |
212 | 107.12 | 59.64 | 7.12 | 2 | 46.35 |
213 | 99.29 | 73.43 | 11 | 3.7 | 63.72 |
214 | 96.85 | 61.91 | 3.95 | 1.51 | 30.78 |
215 | 89.02 | 64.85 | 4.66 | 2.24 | 30.02 |
216 | 96.27 | 74.43 | 5.81 | 1.94 | 38.49 |
217 | 97.55 | 74.39 | 5.96 | 2.3 | 42.06 |
218 | 85.16 | 70.8 | 5.46 | 2.49 | 37.61 |
219 | 94.77 | 72.49 | 4.53 | 2.48 | 40.2 |
220 | 85.45 | 70.06 | 3.69 | 2.2 | 29.69 |
221 | 97.46 | 70.25 | 3.64 | 2.26 | 29.53 |
222 | 83.31 | 66.51 | 3.26 | 1.85 | 25.86 |
223 | 91.41 | 83.11 | 5.48 | 2.76 | 38.95 |
224 | 88.84 | 71.29 | 3.38 | 2.26 | 25.7 |
225 | 86.44 | 75.49 | 3.46 | 2.57 | 27.84 |
226 | 82.08 | 80.98 | 4.77 | 2.55 | 35.82 |
227 | 83.63 | 83.52 | 5.28 | 4.26 | 35.45 |
228 | 95.22 | 88.27 | 6.79 | 3.84 | 42.62 |
229 | 80.28 | 77.88 | 2.9 | 1.79 | 25.63 |
230 | 85.59 | 82.23 | 5.08 | 2.55 | 33.96 |
231 | 84.68 | 90.75 | 6.1 | 3.02 | 42.15 |
232 | 81.53 | 86.58 | 4.88 | 2.53 | 37.38 |
233 | 89.2 | 84.8 | 4.55 | 2.49 | 30.58 |
234 | 74.51 | 80.32 | 3.04 | 1.86 | 23.68 |
235 | 81.85 | 80.23 | 4.88 | 2.22 | 33.1 |
236 | 81.97 | 82.88 | 4.71 | 2.9 | 36.67 |
237 | 85.01 | 85 | 6.54 | 3.39 | 38.6 |
238 | 86.98 | 88.96 | 7.71 | 3.83 | 45.79 |
239 | 81.67 | 78.11 | 5.41 | 2.7 | 33.46 |
240 | 91.11 | 85.06 | 9.29 | 4.59 | 50.93 |
241 | 83.38 | 76.39 | 6.08 | 2.49 | 41.47 |
242 | 86.18 | 74.23 | 6.38 | 2.33 | 28.15 |
243 | 89.93 | 76.42 | 9.17 | 2.46 | 54.62 |
244 | 91.82 | 83.68 | 12.72 | 3.9 | 59.46 |
245 | 92.27 | 67.62 | 6.84 | 1.97 | 35.47 |
246 | 89.29 | 64.36 | 9.72 | 2.44 | 52.77 |
247 | 85.41 | 81.7 | 12.82 | 2.47 | 65.32 |
248 | 96.78 | 72.67 | 14 | 3.75 | 66.49 |
249 | 83.6 | 73.59 | 10.95 | 3.46 | 62.46 |
250 | 98.63 | 69.09 | 15.21 | 4.54 | 60.38 |
251 | 90.86 | 66.75 | 13.18 | 2.89 | 72.83 |
252 | 94.36 | 70.03 | 13.7 | 3.68 | 53.78 |
253 | 97.52 | 69.53 | 19.4 | 4.21 | 81.09 |
254 | 108.68 | 55.33 | 5.92 | 1.81 | 44.05 |
255 | 107.23 | 63.17 | 13 | 3.18 | 65.68 |
256 | 107.08 | 66 | 10.2 | 2.76 | 45.98 |
257 | 113.39 | 80.86 | 19.76 | 4.66 | 77.13 |
258 | 105.51 | 69.57 | 15.12 | 4.65 | 69.77 |
259 | 111.9 | 54.85 | 8.72 | 1.85 | 51.34 |
260 | 110.44 | 64.21 | 10.06 | 3.22 | 43.97 |
261 | 95.42 | 62.12 | 9.13 | 2.8 | 45.11 |
262 | 97.78 | 66.21 | 9 | 2.43 | 49.49 |
263 | 90.38 | 69.77 | 13.78 | 6.06 | 68.46 |
264 | 86.89 | 60.84 | 6.19 | 1.85 | 32.69 |
265 | 91.59 | 59.44 | 8 | 2.16 | 35.97 |
266 | 85.51 | 65.65 | 7.33 | 2.7 | 40.71 |
267 | 88.16 | 64.09 | 5.23 | 2.05 | 27.56 |
268 | 87.03 | 60.63 | 7.59 | 2 | 38.52 |
269 | 88.61 | 60.19 | 4.46 | 1.5 | 24.95 |
270 | 96.96 | 63.92 | 5.71 | 2.72 | 28.94 |
271 | 80.03 | 66.83 | 4.82 | 2.19 | 27.64 |
272 | 80.53 | 69.48 | 5.09 | 2.51 | 34.4 |
273 | 76.46 | 74.17 | 6.37 | 3.09 | 38.51 |
274 | 78.85 | 69.29 | 4.07 | 2.15 | 27.59 |
275 | 87.03 | 70.86 | 5.14 | 2.45 | 27.26 |
276 | 82.27 | 75.34 | 4 | 2.68 | 30.53 |
277 | 78.92 | 72.66 | 4.7 | 2.28 | 28.93 |
278 | 72.75 | 74.91 | 4.27 | 2.35 | 31.07 |
279 | 77.75 | 70.17 | 4.34 | 1.73 | 21.8 |
280 | 83.79 | 81.41 | 6.47 | 3.27 | 39.47 |
281 | 82.13 | 82.03 | 5.44 | 2.39 | 32.09 |
282 | 76.42 | 85.76 | 5 | 3.43 | 38.39 |
283 | 74.58 | 78.54 | 3.02 | 1.88 | 24.72 |
284 | 79.61 | 84.44 | 4.64 | 3.34 | 36.54 |
285 | 76.52 | 82.87 | 4.35 | 2.76 | 33.27 |
286 | 79.27 | 86.52 | 6.5 | 4.28 | 42.32 |
287 | 74.7 | 77.5 | 2.84 | 2.41 | 24.6 |
288 | 75.49 | 81.72 | 5.43 | 2.88 | 34.57 |
289 | 82.82 | 82.61 | 6.4 | 3.06 | 42.28 |
290 | 80.29 | 83.09 | 5.99 | 4.01 | 42.04 |
291 | 80.05 | 75.74 | 5.01 | 2.23 | 32.93 |
292 | 78.64 | 92.27 | 9.58 | 3.52 | 55.42 |
293 | 79.4 | 86.41 | 7.11 | 3.13 | 47.8 |
294 | 71.02 | 83.03 | 7.47 | 3.86 | 49.69 |
295 | 73.55 | 73.16 | 5.38 | 1.72 | 32.25 |
296 | 79.6 | 78.82 | 10.7 | 2.76 | 62.39 |
297 | 85.08 | 70.51 | 6.12 | 1.77 | 39.47 |
298 | 90.14 | 76.06 | 13.51 | 3.88 | 71.81 |
299 | 82.26 | 71.35 | 11.26 | 3.65 | 66.09 |
300 | 86.75 | 76.99 | 13.05 | 3.64 | 66.65 |
301 | 90.11 | 72.96 | 12.92 | 3.18 | 87.02 |
302 | 94.86 | 66.78 | 9.77 | 2.3 | 70.08 |
303 | 89.68 | 74.69 | 14.1 | 4.12 | 75.04 |
304 | 90.16 | 64.15 | 9.17 | 2.75 | 57.53 |
305 | 85.73 | 67.28 | 16.03 | 4.6 | 86.54 |
306 | 96.82 | 70.73 | 12.35 | 3.13 | 74.91 |
307 | 100.37 | 63.84 | 9.87 | 2.48 | 65.11 |
308 | 93.43 | 68.01 | 13.86 | 3.62 | 77.79 |
309 | 94.12 | 84.19 | 14.4 | 3.5 | 68.15 |
310 | 89.26 | 71.08 | 9.67 | 2.76 | 56.86 |
311 | 91.81 | 81.45 | 14.67 | 4.33 | 72.82 |
312 | 97.4 | 56.52 | 4.61 | 1.2 | 28.88 |
313 | 102.71 | 66.95 | 8.59 | 1.9 | 46.97 |
314 | 101.94 | 68.92 | 7.8 | 1.74 | 46.06 |
315 | 97.4 | 68.9 | 7.69 | 2.81 | 45.68 |
316 | 96.12 | 58.7 | 5.55 | 1.4 | 34.93 |
317 | 105.45 | 68.56 | 7.4 | 2.91 | 42.69 |
318 | 94.34 | 77.03 | 8.3 | 3.77 | 49.61 |
319 | 92.51 | 74.53 | 6.15 | 1.86 | 34.81 |
320 | 88.47 | 65.47 | 5.37 | 1.78 | 32.69 |
321 | 85.47 | 63.42 | 4.86 | 1.39 | 37.25 |
322 | 85.7 | 65.54 | 4.96 | 1.51 | 30.87 |
323 | 84.48 | 72.34 | 4.84 | 1.52 | 33.85 |
324 | 85.63 | 75.18 | 5.14 | 2.89 | 37.26 |
325 | 79.67 | 69.01 | 3.99 | 1.54 | 30.77 |
326 | 80.78 | 81.77 | 5.87 | 3.55 | 41.64 |
327 | 74.58 | 72.28 | 3.63 | 1.19 | 24.47 |
328 | 76.32 | 71.28 | 3.52 | 1.74 | 27.11 |
329 | 80.37 | 75.07 | 4.66 | 1.57 | 26.35 |
330 | 83.3 | 75.16 | 4.86 | 1.63 | 31.02 |
331 | 82.98 | 81.58 | 4.86 | 2.29 | 31.12 |
332 | 91.34 | 97.05 | 7.93 | 3.61 | 51.07 |
333 | 78.57 | 82.14 | 4.06 | 2.35 | 31.41 |
334 | 76.68 | 86.48 | 5.54 | 3.1 | 38.8 |
335 | 76.47 | 76.96 | 2.91 | 1.27 | 20.25 |
336 | 73.66 | 82.26 | 5.43 | 3.02 | 39.55 |
337 | 78.61 | 79.43 | 3.75 | 1.95 | 24.78 |
338 | 83.4 | 81.49 | 5.45 | 2.16 | 34.29 |
339 | 71.96 | 79.63 | 5.11 | 2.04 | 28.97 |
340 | 77.17 | 79.22 | 4.4 | 1.69 | 23.49 |
341 | 72.38 | 89.34 | 7.67 | 3.61 | 43.61 |
342 | 79.52 | 88.24 | 5.69 | 2.85 | 35.53 |
343 | 72.05 | 80.14 | 6.78 | 1.68 | 37.07 |
344 | 75.86 | 73.39 | 4.72 | 1.73 | 26.8 |
345 | 74.32 | 76.39 | 5.14 | 1.56 | 32.85 |
346 | 77.7 | 76.47 | 5.01 | 1.49 | 32.26 |
347 | 82.99 | 91.3 | 10.36 | 2.92 | 62.64 |
348 | 77.79 | 77.99 | 6.65 | 2.43 | 46.12 |
349 | 77.42 | 76.1 | 6.31 | 1.45 | 39.81 |
350 | 85.55 | 78.61 | 10.15 | 2.75 | 58.6 |
351 | 85.33 | 92.59 | 14.91 | 3 | 62.88 |
352 | 82.16 | 68.47 | 8.7 | 2.51 | 55.21 |
353 | 83.74 | 81.56 | 14.29 | 3.6 | 70.06 |
354 | 84.4 | 67.83 | 10.36 | 2.78 | 68.84 |
355 | 90.32 | 76.99 | 13.92 | 3 | 72.52 |
356 | 82.74 | 73.07 | 14.02 | 3.13 | 76.28 |
357 | 91.5 | 74.46 | 13.48 | 2.91 | 70.51 |
358 | 96.23 | 70.52 | 12.89 | 2.72 | 82.92 |
359 | 92.9 | 61.91 | 9.29 | 2.42 | 59.98 |
360 | 92.3 | 57.1 | 7.3 | 1.67 | 49.06 |
361 | 91.76 | 71.27 | 12.41 | 2.81 | 73.6 |
362 | 92.34 | 71.62 | 10.19 | 3.52 | 66.53 |
363 | 78.91 | 67.98 | 8.98 | 2.63 | 58.9 |
364 | 88.06 | 71.32 | 11.19 | 3.33 | 73.23 |
365 | 81.91 | 79.33 | 11.16 | 3.73 | 63.09 |
366 | 79.68 | 77.07 | 10.06 | 4.07 | 59.88 |
367 | 83.2 | 64.14 | 5.25 | 1.07 | 38.2 |
368 | 84.05 | 70.01 | 7.39 | 1.85 | 50.47 |
369 | 85.8 | 67.66 | 6.24 | 2.12 | 42.62 |
370 | 84.39 | 64.96 | 6.11 | 2.03 | 43.78 |
371 | 91.74 | 64.32 | 4.61 | 1.6 | 32.37 |
372 | 90.65 | 64.39 | 5.49 | 1.69 | 38.38 |
373 | 89.67 | 72.46 | 5.12 | 2.77 | 38.56 |
374 | 86.24 | 69.26 | 3.7 | 2.43 | 29.4 |
375 | 91.46 | 79.96 | 6.82 | 3.78 | 42.67 |
376 | 83.3 | 72.32 | 3.36 | 2.33 | 26.34 |
377 | 83.05 | 65.33 | 3.61 | 1.46 | 25.97 |
378 | 74.14 | 63.72 | 3.84 | 1.26 | 25.43 |
379 | 90.12 | 72.99 | 4.21 | 2.43 | 31.87 |
380 | 83.84 | 70.59 | 3.77 | 1.92 | 24.29 |
381 | 79.94 | 82.12 | 4.63 | 4.19 | 39.16 |
382 | 74.65 | 71.94 | 3.3 | 1.69 | 25.12 |
383 | 77.89 | 77.99 | 4.04 | 2.21 | 29.09 |
384 | 78.06 | 79.02 | 3.81 | 3.24 | 44.28 |
385 | 74.96 | 83.07 | 3.91 | 2.75 | 30.82 |
386 | 77.9 | 81.49 | 4.25 | 3.03 | 35.48 |
387 | 73.65 | 82.91 | 3.79 | 3.18 | 32 |
388 | 79.32 | 87.11 | 4.66 | 3.13 | 42.21 |
389 | 82.91 | 92.02 | 6.78 | 3.56 | 50.72 |
390 | 79.48 | 85.54 | 4.18 | 2.78 | 35.68 |
391 | 73.21 | 84.15 | 5.39 | 3.27 | 42.33 |
392 | 76.46 | 82.93 | 5.74 | 2.76 | 38.64 |
393 | 73.76 | 81.01 | 4.1 | 2.27 | 31.34 |
394 | 68.11 | 82.98 | 4.89 | 2.18 | 35.67 |
395 | 76.53 | 86.47 | 6.11 | 3.48 | 46.25 |
396 | 68.46 | 73.07 | 4.54 | 1.36 | 28.99 |
397 | 72.84 | 78.81 | 5.64 | 2.29 | 40.95 |
398 | 79.92 | 78.61 | 6.85 | 2.35 | 43.52 |
399 | 73.26 | 83.8 | 8.85 | 2.92 | 55.96 |
400 | 79.55 | 80.63 | 7.74 | 3.24 | 62.68 |
401 | 77.02 | 75.79 | 8.04 | 2.24 | 55.11 |
402 | 78.39 | 76.87 | 10.01 | 2.94 | 58.2 |
403 | 81.86 | 75.78 | 8.65 | 1.91 | 46.54 |
404 | 88.2 | 78.31 | 12.47 | 3.14 | 70.18 |
405 | 75.69 | 70.57 | 10.97 | 2.94 | 63.47 |
406 | 88.85 | 83.35 | 10.48 | 2.19 | 54.2 |
407 | 82.52 | 79.17 | 14.92 | 4.51 | 79.33 |
408 | 87.44 | 69.94 | 13.49 | 4.16 | 84.63 |
409 | 82.91 | 66.75 | 10.22 | 2.87 | 61.3 |
410 | 92.84 | 66.62 | 6.3 | 1.12 | 45.23 |
411 | 91.85 | 62.94 | 8.14 | 1.67 | 49.39 |
412 | 89.82 | 64.65 | 9.58 | 1.29 | 55.44 |
413 | 96.84 | 63.45 | 8.65 | 1.54 | 52.89 |
414 | 99.56 | 63.91 | 8.19 | 1.76 | 49.81 |
415 | 105.1 | 69.26 | 11.06 | 3.03 | 70.13 |
416 | 95.7 | 68.55 | 8.57 | 2.29 | 51.2 |
417 | 93.46 | 59.6 | 5.77 | 1.17 | 33.42 |
418 | 99.27 | 68.71 | 7.66 | 1.75 | 51.38 |
419 | 90.39 | 68.35 | 7.32 | 2.36 | 44.75 |
420 | 85.85 | 63.91 | 4.99 | 1.12 | 29.73 |
421 | 86.69 | 64.59 | 6.03 | 1.86 | 40.61 |
422 | 92.94 | 78.16 | 6.54 | 2 | 38.54 |
423 | 86.63 | 71.89 | 5.82 | 2.22 | 33.52 |
424 | 89.78 | 68.35 | 4.22 | 1.84 | 27.99 |
425 | 83.22 | 65.57 | 4.94 | 2.09 | 33.03 |
426 | 86.04 | 65.92 | 3.56 | 1.91 | 28.45 |
427 | 81.53 | 71.91 | 4.97 | 2.51 | 34.62 |
428 | 77.46 | 68.16 | 3.89 | 2.09 | 28.5 |
429 | 76.63 | 73.9 | 4.47 | 2.1 | 36.68 |
430 | 82.09 | 83.73 | 5.26 | 3.28 | 38.51 |
431 | 81.22 | 79.38 | 4.39 | 2.53 | 36.46 |
432 | 70.96 | 78.17 | 4.39 | 2.38 | 31.67 |
433 | 80.17 | 77.3 | 3.65 | 1.79 | 29.37 |
434 | 78.48 | 83.43 | 4.48 | 2.69 | 45.1 |
435 | 76.8 | 83.93 | 4.84 | 2.21 | 37.34 |
436 | 77.63 | 87.74 | 5.1 | 2.64 | 40.83 |
437 | 74.31 | 77.66 | 3.28 | 1.85 | 26.23 |
438 | 76.3 | 80.67 | 3.88 | 2.07 | 41.39 |
439 | 85.97 | 91.38 | 5.49 | 3.34 | 54.79 |
440 | 73.07 | 83.42 | 5.03 | 2.83 | 48.53 |
441 | 76.29 | 86.22 | 4.84 | 2.43 | 49.52 |
442 | 75.21 | 86.73 | 4.15 | 2.44 | 48.24 |
443 | 79.18 | 83.13 | 3.56 | 1.42 | 38.98 |
444 | 78.25 | 82.4 | 4.69 | 2.47 | 48.3 |
445 | 77.24 | 81.07 | 5.21 | 2.09 | 50.38 |
446 | 81.55 | 86.72 | 4.51 | 2.99 | 46.98 |
447 | 75.46 | 79.65 | 4.99 | 1.58 | 37.37 |
448 | 76.86 | 73.96 | 3.88 | 1.52 | 33.96 |
449 | 88.43 | 97.15 | 8.84 | 1.78 | 42 |
450 | 92.93 | 91.51 | 8.61 | 3.19 | 83.31 |
451 | 77.65 | 80.58 | 5.52 | 1.76 | 56.31 |
452 | 78.74 | 86.14 | 10.58 | 3.22 | 80.37 |
453 | 73.63 | 77.45 | 7 | 1.66 | 44.22 |
454 | 82.11 | 74.57 | 7.42 | 2.26 | 56.81 |
455 | 80.81 | 77.18 | 11.23 | 2.43 | 65.55 |
456 | 84.34 | 65.59 | 7.58 | 1.86 | 54.19 |
457 | 83.48 | 67.1 | 11.33 | 2.39 | 59 |
458 | 76.4 | 62.08 | 6.25 | 1.25 | 34.21 |
459 | 92.77 | 67.25 | 12.28 | 2.53 | 70.47 |
460 | 88.09 | 61.28 | 8.23 | 1.74 | 45.77 |
461 | 96.2 | 68.06 | 12.34 | 2.36 | 58.69 |
462 | 100.28 | 61.26 | 11.95 | 3.13 | 68.59 |
463 | 107.58 | 62.92 | 10.19 | 2.39 | 69.01 |
464 | 93.73 | 64.12 | 8.85 | 1.89 | 41.98 |
465 | 87.33 | 62.73 | 7.62 | 1.59 | 57.91 |
466 | 88.11 | 60.33 | 8.52 | 1.42 | 40.87 |
467 | 88.07 | 58.26 | 7.85 | 1.65 | 49.12 |
468 | 100.81 | 56.32 | 5.12 | 1.12 | 36.65 |
469 | 95.52 | 70.43 | 12.87 | 4.03 | 97.94 |
470 | 91.14 | 61.93 | 6.76 | 1.53 | 40.38 |
471 | 85.67 | 62.81 | 5.89 | 1.41 | 41.46 |
472 | 88.24 | 66.1 | 6.69 | 1.48 | 52.88 |
473 | 88.61 | 76.3 | 7.13 | 2.31 | 66.78 |
474 | 85.64 | 58.65 | 4.22 | 1.24 | 33.82 |
475 | 87.29 | 64.99 | 4.96 | 1.38 | 36.4 |
476 | 83.92 | 66.89 | 4.23 | 1.33 | 35.32 |
477 | 89.15 | 72.41 | 4.27 | 1.42 | 41.24 |
478 | 87.61 | 72.35 | 4.88 | 1.56 | 37.87 |
479 | 81.99 | 71.47 | 4.83 | 1.93 | 45.54 |
480 | 84.86 | 74.14 | 4.23 | 1.51 | 37.26 |
481 | 81.17 | 65.76 | 3.08 | 1.16 | 35.95 |
482 | 87.33 | 83.13 | 4.91 | 1.39 | 42.48 |
483 | 86.4 | 73.7 | 3.17 | 1.62 | 42.84 |
484 | 85.9 | 76.09 | 3.75 | 1.29 | 34.24 |
485 | 79.01 | 69.63 | 2.8 | 0.86 | 37.36 |
486 | 83.49 | 86.79 | 4.83 | 1.59 | 39.51 |
487 | 87.88 | 86.49 | 4.32 | 1.9 | 54.25 |
488 | 74.94 | 78.49 | 3.63 | 1.6 | 37.89 |
489 | 80.32 | 84.7 | 4.97 | 2.01 | 48.03 |
490 | 81.75 | 80.75 | 3.82 | 1.79 | 43.51 |
491 | 78.68 | 84.53 | 4.12 | 1.9 | 48.69 |
492 | 74.62 | 85.34 | 4.47 | 2.08 | 54.48 |
493 | 74.16 | 83.88 | 4.02 | 2.28 | 49.22 |
494 | 71.5 | 84.91 | 4.26 | 2.23 | 50.34 |
495 | 75.89 | 84.63 | 4.94 | 2.31 | 55.97 |
496 | 74.89 | 78.23 | 2.52 | 1.5 | 35.5 |
497 | 77.36 | 86.6 | 6.06 | 2.31 | 62.81 |
498 | 73.63 | 79.98 | 3.5 | 1.65 | 38.61 |
499 | 81.17 | 90.93 | 5.8 | 2.55 | 63.6 |
500 | 83.91 | 93.43 | 8.37 | 2.83 | 57.53 |
501 | 82.36 | 90.16 | 6.6 | 2.05 | 54.97 |
502 | 79.74 | 80.38 | 4.34 | 1.57 | 47.22 |
503 | 73.46 | 82.37 | 7.75 | 2.28 | 69.14 |
504 | 79.03 | 75.35 | 4.74 | 1.72 | 42.17 |
505 | 76.56 | 72.29 | 5.76 | 1.49 | 45.59 |
506 | 78.52 | 75.68 | 8.45 | 1.89 | 70.72 |
507 | 89.43 | 73.33 | 8.24 | 1.63 | 57.58 |
508 | 85.49 | 70.52 | 8.01 | 1.58 | 62.61 |
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