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add penguins

This commit is contained in:
Cornelius Specht 2024-09-27 08:50:26 +02:00
parent d21ef6414d
commit 3739f183cb
5 changed files with 1164 additions and 0 deletions
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penguins/05a - Deep Neural Networks (PyTorch)-2.ipynb Normal file
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CulmenLength,CulmenDepth,FlipperLength,BodyMass,Species
39.1,18.7,181,3750,0
39.5,17.4,186,3800,0
40.3,18,195,3250,0
,,,,0
36.7,19.3,193,3450,0
39.3,20.6,190,3650,0
38.9,17.8,181,3625,0
39.2,19.6,195,4675,0
34.1,18.1,193,3475,0
42,20.2,190,4250,0
37.8,17.1,186,3300,0
37.8,17.3,180,3700,0
41.1,17.6,182,3200,0
38.6,21.2,191,3800,0
34.6,21.1,198,4400,0
36.6,17.8,185,3700,0
38.7,19,195,3450,0
42.5,20.7,197,4500,0
34.4,18.4,184,3325,0
46,21.5,194,4200,0
37.8,18.3,174,3400,0
37.7,18.7,180,3600,0
35.9,19.2,189,3800,0
38.2,18.1,185,3950,0
38.8,17.2,180,3800,0
35.3,18.9,187,3800,0
40.6,18.6,183,3550,0
40.5,17.9,187,3200,0
37.9,18.6,172,3150,0
40.5,18.9,180,3950,0
39.5,16.7,178,3250,0
37.2,18.1,178,3900,0
39.5,17.8,188,3300,0
40.9,18.9,184,3900,0
36.4,17,195,3325,0
39.2,21.1,196,4150,0
38.8,20,190,3950,0
42.2,18.5,180,3550,0
37.6,19.3,181,3300,0
39.8,19.1,184,4650,0
36.5,18,182,3150,0
40.8,18.4,195,3900,0
36,18.5,186,3100,0
44.1,19.7,196,4400,0
37,16.9,185,3000,0
39.6,18.8,190,4600,0
41.1,19,182,3425,0
37.5,18.9,179,2975,0
36,17.9,190,3450,0
42.3,21.2,191,4150,0
39.6,17.7,186,3500,0
40.1,18.9,188,4300,0
35,17.9,190,3450,0
42,19.5,200,4050,0
34.5,18.1,187,2900,0
41.4,18.6,191,3700,0
39,17.5,186,3550,0
40.6,18.8,193,3800,0
36.5,16.6,181,2850,0
37.6,19.1,194,3750,0
35.7,16.9,185,3150,0
41.3,21.1,195,4400,0
37.6,17,185,3600,0
41.1,18.2,192,4050,0
36.4,17.1,184,2850,0
41.6,18,192,3950,0
35.5,16.2,195,3350,0
41.1,19.1,188,4100,0
35.9,16.6,190,3050,0
41.8,19.4,198,4450,0
33.5,19,190,3600,0
39.7,18.4,190,3900,0
39.6,17.2,196,3550,0
45.8,18.9,197,4150,0
35.5,17.5,190,3700,0
42.8,18.5,195,4250,0
40.9,16.8,191,3700,0
37.2,19.4,184,3900,0
36.2,16.1,187,3550,0
42.1,19.1,195,4000,0
34.6,17.2,189,3200,0
42.9,17.6,196,4700,0
36.7,18.8,187,3800,0
35.1,19.4,193,4200,0
37.3,17.8,191,3350,0
41.3,20.3,194,3550,0
36.3,19.5,190,3800,0
36.9,18.6,189,3500,0
38.3,19.2,189,3950,0
38.9,18.8,190,3600,0
35.7,18,202,3550,0
41.1,18.1,205,4300,0
34,17.1,185,3400,0
39.6,18.1,186,4450,0
36.2,17.3,187,3300,0
40.8,18.9,208,4300,0
38.1,18.6,190,3700,0
40.3,18.5,196,4350,0
33.1,16.1,178,2900,0
43.2,18.5,192,4100,0
35,17.9,192,3725,0
41,20,203,4725,0
37.7,16,183,3075,0
37.8,20,190,4250,0
37.9,18.6,193,2925,0
39.7,18.9,184,3550,0
38.6,17.2,199,3750,0
38.2,20,190,3900,0
38.1,17,181,3175,0
43.2,19,197,4775,0
38.1,16.5,198,3825,0
45.6,20.3,191,4600,0
39.7,17.7,193,3200,0
42.2,19.5,197,4275,0
39.6,20.7,191,3900,0
42.7,18.3,196,4075,0
38.6,17,188,2900,0
37.3,20.5,199,3775,0
35.7,17,189,3350,0
41.1,18.6,189,3325,0
36.2,17.2,187,3150,0
37.7,19.8,198,3500,0
40.2,17,176,3450,0
41.4,18.5,202,3875,0
35.2,15.9,186,3050,0
40.6,19,199,4000,0
38.8,17.6,191,3275,0
41.5,18.3,195,4300,0
39,17.1,191,3050,0
44.1,18,210,4000,0
38.5,17.9,190,3325,0
43.1,19.2,197,3500,0
36.8,18.5,193,3500,0
37.5,18.5,199,4475,0
38.1,17.6,187,3425,0
41.1,17.5,190,3900,0
35.6,17.5,191,3175,0
40.2,20.1,200,3975,0
37,16.5,185,3400,0
39.7,17.9,193,4250,0
40.2,17.1,193,3400,0
40.6,17.2,187,3475,0
32.1,15.5,188,3050,0
40.7,17,190,3725,0
37.3,16.8,192,3000,0
39,18.7,185,3650,0
39.2,18.6,190,4250,0
36.6,18.4,184,3475,0
36,17.8,195,3450,0
37.8,18.1,193,3750,0
36,17.1,187,3700,0
41.5,18.5,201,4000,0
46.1,13.2,211,4500,1
50,16.3,230,5700,1
48.7,14.1,210,4450,1
50,15.2,218,5700,1
47.6,14.5,215,5400,1
46.5,13.5,210,4550,1
45.4,14.6,211,4800,1
46.7,15.3,219,5200,1
43.3,13.4,209,4400,1
46.8,15.4,215,5150,1
40.9,13.7,214,4650,1
49,16.1,216,5550,1
45.5,13.7,214,4650,1
48.4,14.6,213,5850,1
45.8,14.6,210,4200,1
49.3,15.7,217,5850,1
42,13.5,210,4150,1
49.2,15.2,221,6300,1
46.2,14.5,209,4800,1
48.7,15.1,222,5350,1
50.2,14.3,218,5700,1
45.1,14.5,215,5000,1
46.5,14.5,213,4400,1
46.3,15.8,215,5050,1
42.9,13.1,215,5000,1
46.1,15.1,215,5100,1
44.5,14.3,216,4100,1
47.8,15,215,5650,1
48.2,14.3,210,4600,1
50,15.3,220,5550,1
47.3,15.3,222,5250,1
42.8,14.2,209,4700,1
45.1,14.5,207,5050,1
59.6,17,230,6050,1
49.1,14.8,220,5150,1
48.4,16.3,220,5400,1
42.6,13.7,213,4950,1
44.4,17.3,219,5250,1
44,13.6,208,4350,1
48.7,15.7,208,5350,1
42.7,13.7,208,3950,1
49.6,16,225,5700,1
45.3,13.7,210,4300,1
49.6,15,216,4750,1
50.5,15.9,222,5550,1
43.6,13.9,217,4900,1
45.5,13.9,210,4200,1
50.5,15.9,225,5400,1
44.9,13.3,213,5100,1
45.2,15.8,215,5300,1
46.6,14.2,210,4850,1
48.5,14.1,220,5300,1
45.1,14.4,210,4400,1
50.1,15,225,5000,1
46.5,14.4,217,4900,1
45,15.4,220,5050,1
43.8,13.9,208,4300,1
45.5,15,220,5000,1
43.2,14.5,208,4450,1
50.4,15.3,224,5550,1
45.3,13.8,208,4200,1
46.2,14.9,221,5300,1
45.7,13.9,214,4400,1
54.3,15.7,231,5650,1
45.8,14.2,219,4700,1
49.8,16.8,230,5700,1
46.2,14.4,214,4650,1
49.5,16.2,229,5800,1
43.5,14.2,220,4700,1
50.7,15,223,5550,1
47.7,15,216,4750,1
46.4,15.6,221,5000,1
48.2,15.6,221,5100,1
46.5,14.8,217,5200,1
46.4,15,216,4700,1
48.6,16,230,5800,1
47.5,14.2,209,4600,1
51.1,16.3,220,6000,1
45.2,13.8,215,4750,1
45.2,16.4,223,5950,1
49.1,14.5,212,4625,1
52.5,15.6,221,5450,1
47.4,14.6,212,4725,1
50,15.9,224,5350,1
44.9,13.8,212,4750,1
50.8,17.3,228,5600,1
43.4,14.4,218,4600,1
51.3,14.2,218,5300,1
47.5,14,212,4875,1
52.1,17,230,5550,1
47.5,15,218,4950,1
52.2,17.1,228,5400,1
45.5,14.5,212,4750,1
49.5,16.1,224,5650,1
44.5,14.7,214,4850,1
50.8,15.7,226,5200,1
49.4,15.8,216,4925,1
46.9,14.6,222,4875,1
48.4,14.4,203,4625,1
51.1,16.5,225,5250,1
48.5,15,219,4850,1
55.9,17,228,5600,1
47.2,15.5,215,4975,1
49.1,15,228,5500,1
47.3,13.8,216,4725,1
46.8,16.1,215,5500,1
41.7,14.7,210,4700,1
53.4,15.8,219,5500,1
43.3,14,208,4575,1
48.1,15.1,209,5500,1
50.5,15.2,216,5000,1
49.8,15.9,229,5950,1
43.5,15.2,213,4650,1
51.5,16.3,230,5500,1
46.2,14.1,217,4375,1
55.1,16,230,5850,1
44.5,15.7,217,4875,1
48.8,16.2,222,6000,1
47.2,13.7,214,4925,1
,,,,1
46.8,14.3,215,4850,1
50.4,15.7,222,5750,1
45.2,14.8,212,5200,1
49.9,16.1,213,5400,1
46.5,17.9,192,3500,2
50,19.5,196,3900,2
51.3,19.2,193,3650,2
45.4,18.7,188,3525,2
52.7,19.8,197,3725,2
45.2,17.8,198,3950,2
46.1,18.2,178,3250,2
51.3,18.2,197,3750,2
46,18.9,195,4150,2
51.3,19.9,198,3700,2
46.6,17.8,193,3800,2
51.7,20.3,194,3775,2
47,17.3,185,3700,2
52,18.1,201,4050,2
45.9,17.1,190,3575,2
50.5,19.6,201,4050,2
50.3,20,197,3300,2
58,17.8,181,3700,2
46.4,18.6,190,3450,2
49.2,18.2,195,4400,2
42.4,17.3,181,3600,2
48.5,17.5,191,3400,2
43.2,16.6,187,2900,2
50.6,19.4,193,3800,2
46.7,17.9,195,3300,2
52,19,197,4150,2
50.5,18.4,200,3400,2
49.5,19,200,3800,2
46.4,17.8,191,3700,2
52.8,20,205,4550,2
40.9,16.6,187,3200,2
54.2,20.8,201,4300,2
42.5,16.7,187,3350,2
51,18.8,203,4100,2
49.7,18.6,195,3600,2
47.5,16.8,199,3900,2
47.6,18.3,195,3850,2
52,20.7,210,4800,2
46.9,16.6,192,2700,2
53.5,19.9,205,4500,2
49,19.5,210,3950,2
46.2,17.5,187,3650,2
50.9,19.1,196,3550,2
45.5,17,196,3500,2
50.9,17.9,196,3675,2
50.8,18.5,201,4450,2
50.1,17.9,190,3400,2
49,19.6,212,4300,2
51.5,18.7,187,3250,2
49.8,17.3,198,3675,2
48.1,16.4,199,3325,2
51.4,19,201,3950,2
45.7,17.3,193,3600,2
50.7,19.7,203,4050,2
42.5,17.3,187,3350,2
52.2,18.8,197,3450,2
45.2,16.6,191,3250,2
49.3,19.9,203,4050,2
50.2,18.8,202,3800,2
45.6,19.4,194,3525,2
51.9,19.5,206,3950,2
46.8,16.5,189,3650,2
45.7,17,195,3650,2
55.8,19.8,207,4000,2
43.5,18.1,202,3400,2
49.6,18.2,193,3775,2
50.8,19,210,4100,2
50.2,18.7,198,3775,2
1 CulmenLength CulmenDepth FlipperLength BodyMass Species
2 39.1 18.7 181 3750 0
3 39.5 17.4 186 3800 0
4 40.3 18 195 3250 0
5 0
6 36.7 19.3 193 3450 0
7 39.3 20.6 190 3650 0
8 38.9 17.8 181 3625 0
9 39.2 19.6 195 4675 0
10 34.1 18.1 193 3475 0
11 42 20.2 190 4250 0
12 37.8 17.1 186 3300 0
13 37.8 17.3 180 3700 0
14 41.1 17.6 182 3200 0
15 38.6 21.2 191 3800 0
16 34.6 21.1 198 4400 0
17 36.6 17.8 185 3700 0
18 38.7 19 195 3450 0
19 42.5 20.7 197 4500 0
20 34.4 18.4 184 3325 0
21 46 21.5 194 4200 0
22 37.8 18.3 174 3400 0
23 37.7 18.7 180 3600 0
24 35.9 19.2 189 3800 0
25 38.2 18.1 185 3950 0
26 38.8 17.2 180 3800 0
27 35.3 18.9 187 3800 0
28 40.6 18.6 183 3550 0
29 40.5 17.9 187 3200 0
30 37.9 18.6 172 3150 0
31 40.5 18.9 180 3950 0
32 39.5 16.7 178 3250 0
33 37.2 18.1 178 3900 0
34 39.5 17.8 188 3300 0
35 40.9 18.9 184 3900 0
36 36.4 17 195 3325 0
37 39.2 21.1 196 4150 0
38 38.8 20 190 3950 0
39 42.2 18.5 180 3550 0
40 37.6 19.3 181 3300 0
41 39.8 19.1 184 4650 0
42 36.5 18 182 3150 0
43 40.8 18.4 195 3900 0
44 36 18.5 186 3100 0
45 44.1 19.7 196 4400 0
46 37 16.9 185 3000 0
47 39.6 18.8 190 4600 0
48 41.1 19 182 3425 0
49 37.5 18.9 179 2975 0
50 36 17.9 190 3450 0
51 42.3 21.2 191 4150 0
52 39.6 17.7 186 3500 0
53 40.1 18.9 188 4300 0
54 35 17.9 190 3450 0
55 42 19.5 200 4050 0
56 34.5 18.1 187 2900 0
57 41.4 18.6 191 3700 0
58 39 17.5 186 3550 0
59 40.6 18.8 193 3800 0
60 36.5 16.6 181 2850 0
61 37.6 19.1 194 3750 0
62 35.7 16.9 185 3150 0
63 41.3 21.1 195 4400 0
64 37.6 17 185 3600 0
65 41.1 18.2 192 4050 0
66 36.4 17.1 184 2850 0
67 41.6 18 192 3950 0
68 35.5 16.2 195 3350 0
69 41.1 19.1 188 4100 0
70 35.9 16.6 190 3050 0
71 41.8 19.4 198 4450 0
72 33.5 19 190 3600 0
73 39.7 18.4 190 3900 0
74 39.6 17.2 196 3550 0
75 45.8 18.9 197 4150 0
76 35.5 17.5 190 3700 0
77 42.8 18.5 195 4250 0
78 40.9 16.8 191 3700 0
79 37.2 19.4 184 3900 0
80 36.2 16.1 187 3550 0
81 42.1 19.1 195 4000 0
82 34.6 17.2 189 3200 0
83 42.9 17.6 196 4700 0
84 36.7 18.8 187 3800 0
85 35.1 19.4 193 4200 0
86 37.3 17.8 191 3350 0
87 41.3 20.3 194 3550 0
88 36.3 19.5 190 3800 0
89 36.9 18.6 189 3500 0
90 38.3 19.2 189 3950 0
91 38.9 18.8 190 3600 0
92 35.7 18 202 3550 0
93 41.1 18.1 205 4300 0
94 34 17.1 185 3400 0
95 39.6 18.1 186 4450 0
96 36.2 17.3 187 3300 0
97 40.8 18.9 208 4300 0
98 38.1 18.6 190 3700 0
99 40.3 18.5 196 4350 0
100 33.1 16.1 178 2900 0
101 43.2 18.5 192 4100 0
102 35 17.9 192 3725 0
103 41 20 203 4725 0
104 37.7 16 183 3075 0
105 37.8 20 190 4250 0
106 37.9 18.6 193 2925 0
107 39.7 18.9 184 3550 0
108 38.6 17.2 199 3750 0
109 38.2 20 190 3900 0
110 38.1 17 181 3175 0
111 43.2 19 197 4775 0
112 38.1 16.5 198 3825 0
113 45.6 20.3 191 4600 0
114 39.7 17.7 193 3200 0
115 42.2 19.5 197 4275 0
116 39.6 20.7 191 3900 0
117 42.7 18.3 196 4075 0
118 38.6 17 188 2900 0
119 37.3 20.5 199 3775 0
120 35.7 17 189 3350 0
121 41.1 18.6 189 3325 0
122 36.2 17.2 187 3150 0
123 37.7 19.8 198 3500 0
124 40.2 17 176 3450 0
125 41.4 18.5 202 3875 0
126 35.2 15.9 186 3050 0
127 40.6 19 199 4000 0
128 38.8 17.6 191 3275 0
129 41.5 18.3 195 4300 0
130 39 17.1 191 3050 0
131 44.1 18 210 4000 0
132 38.5 17.9 190 3325 0
133 43.1 19.2 197 3500 0
134 36.8 18.5 193 3500 0
135 37.5 18.5 199 4475 0
136 38.1 17.6 187 3425 0
137 41.1 17.5 190 3900 0
138 35.6 17.5 191 3175 0
139 40.2 20.1 200 3975 0
140 37 16.5 185 3400 0
141 39.7 17.9 193 4250 0
142 40.2 17.1 193 3400 0
143 40.6 17.2 187 3475 0
144 32.1 15.5 188 3050 0
145 40.7 17 190 3725 0
146 37.3 16.8 192 3000 0
147 39 18.7 185 3650 0
148 39.2 18.6 190 4250 0
149 36.6 18.4 184 3475 0
150 36 17.8 195 3450 0
151 37.8 18.1 193 3750 0
152 36 17.1 187 3700 0
153 41.5 18.5 201 4000 0
154 46.1 13.2 211 4500 1
155 50 16.3 230 5700 1
156 48.7 14.1 210 4450 1
157 50 15.2 218 5700 1
158 47.6 14.5 215 5400 1
159 46.5 13.5 210 4550 1
160 45.4 14.6 211 4800 1
161 46.7 15.3 219 5200 1
162 43.3 13.4 209 4400 1
163 46.8 15.4 215 5150 1
164 40.9 13.7 214 4650 1
165 49 16.1 216 5550 1
166 45.5 13.7 214 4650 1
167 48.4 14.6 213 5850 1
168 45.8 14.6 210 4200 1
169 49.3 15.7 217 5850 1
170 42 13.5 210 4150 1
171 49.2 15.2 221 6300 1
172 46.2 14.5 209 4800 1
173 48.7 15.1 222 5350 1
174 50.2 14.3 218 5700 1
175 45.1 14.5 215 5000 1
176 46.5 14.5 213 4400 1
177 46.3 15.8 215 5050 1
178 42.9 13.1 215 5000 1
179 46.1 15.1 215 5100 1
180 44.5 14.3 216 4100 1
181 47.8 15 215 5650 1
182 48.2 14.3 210 4600 1
183 50 15.3 220 5550 1
184 47.3 15.3 222 5250 1
185 42.8 14.2 209 4700 1
186 45.1 14.5 207 5050 1
187 59.6 17 230 6050 1
188 49.1 14.8 220 5150 1
189 48.4 16.3 220 5400 1
190 42.6 13.7 213 4950 1
191 44.4 17.3 219 5250 1
192 44 13.6 208 4350 1
193 48.7 15.7 208 5350 1
194 42.7 13.7 208 3950 1
195 49.6 16 225 5700 1
196 45.3 13.7 210 4300 1
197 49.6 15 216 4750 1
198 50.5 15.9 222 5550 1
199 43.6 13.9 217 4900 1
200 45.5 13.9 210 4200 1
201 50.5 15.9 225 5400 1
202 44.9 13.3 213 5100 1
203 45.2 15.8 215 5300 1
204 46.6 14.2 210 4850 1
205 48.5 14.1 220 5300 1
206 45.1 14.4 210 4400 1
207 50.1 15 225 5000 1
208 46.5 14.4 217 4900 1
209 45 15.4 220 5050 1
210 43.8 13.9 208 4300 1
211 45.5 15 220 5000 1
212 43.2 14.5 208 4450 1
213 50.4 15.3 224 5550 1
214 45.3 13.8 208 4200 1
215 46.2 14.9 221 5300 1
216 45.7 13.9 214 4400 1
217 54.3 15.7 231 5650 1
218 45.8 14.2 219 4700 1
219 49.8 16.8 230 5700 1
220 46.2 14.4 214 4650 1
221 49.5 16.2 229 5800 1
222 43.5 14.2 220 4700 1
223 50.7 15 223 5550 1
224 47.7 15 216 4750 1
225 46.4 15.6 221 5000 1
226 48.2 15.6 221 5100 1
227 46.5 14.8 217 5200 1
228 46.4 15 216 4700 1
229 48.6 16 230 5800 1
230 47.5 14.2 209 4600 1
231 51.1 16.3 220 6000 1
232 45.2 13.8 215 4750 1
233 45.2 16.4 223 5950 1
234 49.1 14.5 212 4625 1
235 52.5 15.6 221 5450 1
236 47.4 14.6 212 4725 1
237 50 15.9 224 5350 1
238 44.9 13.8 212 4750 1
239 50.8 17.3 228 5600 1
240 43.4 14.4 218 4600 1
241 51.3 14.2 218 5300 1
242 47.5 14 212 4875 1
243 52.1 17 230 5550 1
244 47.5 15 218 4950 1
245 52.2 17.1 228 5400 1
246 45.5 14.5 212 4750 1
247 49.5 16.1 224 5650 1
248 44.5 14.7 214 4850 1
249 50.8 15.7 226 5200 1
250 49.4 15.8 216 4925 1
251 46.9 14.6 222 4875 1
252 48.4 14.4 203 4625 1
253 51.1 16.5 225 5250 1
254 48.5 15 219 4850 1
255 55.9 17 228 5600 1
256 47.2 15.5 215 4975 1
257 49.1 15 228 5500 1
258 47.3 13.8 216 4725 1
259 46.8 16.1 215 5500 1
260 41.7 14.7 210 4700 1
261 53.4 15.8 219 5500 1
262 43.3 14 208 4575 1
263 48.1 15.1 209 5500 1
264 50.5 15.2 216 5000 1
265 49.8 15.9 229 5950 1
266 43.5 15.2 213 4650 1
267 51.5 16.3 230 5500 1
268 46.2 14.1 217 4375 1
269 55.1 16 230 5850 1
270 44.5 15.7 217 4875 1
271 48.8 16.2 222 6000 1
272 47.2 13.7 214 4925 1
273 1
274 46.8 14.3 215 4850 1
275 50.4 15.7 222 5750 1
276 45.2 14.8 212 5200 1
277 49.9 16.1 213 5400 1
278 46.5 17.9 192 3500 2
279 50 19.5 196 3900 2
280 51.3 19.2 193 3650 2
281 45.4 18.7 188 3525 2
282 52.7 19.8 197 3725 2
283 45.2 17.8 198 3950 2
284 46.1 18.2 178 3250 2
285 51.3 18.2 197 3750 2
286 46 18.9 195 4150 2
287 51.3 19.9 198 3700 2
288 46.6 17.8 193 3800 2
289 51.7 20.3 194 3775 2
290 47 17.3 185 3700 2
291 52 18.1 201 4050 2
292 45.9 17.1 190 3575 2
293 50.5 19.6 201 4050 2
294 50.3 20 197 3300 2
295 58 17.8 181 3700 2
296 46.4 18.6 190 3450 2
297 49.2 18.2 195 4400 2
298 42.4 17.3 181 3600 2
299 48.5 17.5 191 3400 2
300 43.2 16.6 187 2900 2
301 50.6 19.4 193 3800 2
302 46.7 17.9 195 3300 2
303 52 19 197 4150 2
304 50.5 18.4 200 3400 2
305 49.5 19 200 3800 2
306 46.4 17.8 191 3700 2
307 52.8 20 205 4550 2
308 40.9 16.6 187 3200 2
309 54.2 20.8 201 4300 2
310 42.5 16.7 187 3350 2
311 51 18.8 203 4100 2
312 49.7 18.6 195 3600 2
313 47.5 16.8 199 3900 2
314 47.6 18.3 195 3850 2
315 52 20.7 210 4800 2
316 46.9 16.6 192 2700 2
317 53.5 19.9 205 4500 2
318 49 19.5 210 3950 2
319 46.2 17.5 187 3650 2
320 50.9 19.1 196 3550 2
321 45.5 17 196 3500 2
322 50.9 17.9 196 3675 2
323 50.8 18.5 201 4450 2
324 50.1 17.9 190 3400 2
325 49 19.6 212 4300 2
326 51.5 18.7 187 3250 2
327 49.8 17.3 198 3675 2
328 48.1 16.4 199 3325 2
329 51.4 19 201 3950 2
330 45.7 17.3 193 3600 2
331 50.7 19.7 203 4050 2
332 42.5 17.3 187 3350 2
333 52.2 18.8 197 3450 2
334 45.2 16.6 191 3250 2
335 49.3 19.9 203 4050 2
336 50.2 18.8 202 3800 2
337 45.6 19.4 194 3525 2
338 51.9 19.5 206 3950 2
339 46.8 16.5 189 3650 2
340 45.7 17 195 3650 2
341 55.8 19.8 207 4000 2
342 43.5 18.1 202 3400 2
343 49.6 18.2 193 3775 2
344 50.8 19 210 4100 2
345 50.2 18.7 198 3775 2