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saving models; added first attempt for hyperparameter tuning

master
mahehsma 2024-06-29 15:22:18 +02:00
parent d82224bea6
commit 12ef02f4b8
12 changed files with 1670 additions and 137 deletions
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1509
Experiments.ipynb
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298
data/dataset_cleaned.csv 100644
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age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,goal
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37,1,3,130,250,0,0,187,0,3.5,3,0.0,3.0,0
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63,1,4,130,254,0,2,147,0,1.4,2,1.0,7.0,1
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54,1,4,110,206,0,2,108,1,0.0,2,1.0,3.0,1
66,1,4,112,212,0,2,132,1,0.1,1,1.0,3.0,1
52,0,3,136,196,0,2,169,0,0.1,2,0.0,3.0,0
55,0,4,180,327,0,1,117,1,3.4,2,0.0,3.0,1
49,1,3,118,149,0,2,126,0,0.8,1,3.0,3.0,1
74,0,2,120,269,0,2,121,1,0.2,1,1.0,3.0,0
54,0,3,160,201,0,0,163,0,0.0,1,1.0,3.0,0
54,1,4,122,286,0,2,116,1,3.2,2,2.0,3.0,1
56,1,4,130,283,1,2,103,1,1.6,3,0.0,7.0,1
46,1,4,120,249,0,2,144,0,0.8,1,0.0,7.0,1
49,0,2,134,271,0,0,162,0,0.0,2,0.0,3.0,0
42,1,2,120,295,0,0,162,0,0.0,1,0.0,3.0,0
41,1,2,110,235,0,0,153,0,0.0,1,0.0,3.0,0
41,0,2,126,306,0,0,163,0,0.0,1,0.0,3.0,0
49,0,4,130,269,0,0,163,0,0.0,1,0.0,3.0,0
61,1,1,134,234,0,0,145,0,2.6,2,2.0,3.0,1
60,0,3,120,178,1,0,96,0,0.0,1,0.0,3.0,0
67,1,4,120,237,0,0,71,0,1.0,2,0.0,3.0,1
58,1,4,100,234,0,0,156,0,0.1,1,1.0,7.0,1
47,1,4,110,275,0,2,118,1,1.0,2,1.0,3.0,1
52,1,4,125,212,0,0,168,0,1.0,1,2.0,7.0,1
62,1,2,128,208,1,2,140,0,0.0,1,0.0,3.0,0
57,1,4,110,201,0,0,126,1,1.5,2,0.0,6.0,0
58,1,4,146,218,0,0,105,0,2.0,2,1.0,7.0,1
64,1,4,128,263,0,0,105,1,0.2,2,1.0,7.0,0
51,0,3,120,295,0,2,157,0,0.6,1,0.0,3.0,0
43,1,4,115,303,0,0,181,0,1.2,2,0.0,3.0,0
42,0,3,120,209,0,0,173,0,0.0,2,0.0,3.0,0
67,0,4,106,223,0,0,142,0,0.3,1,2.0,3.0,0
76,0,3,140,197,0,1,116,0,1.1,2,0.0,3.0,0
70,1,2,156,245,0,2,143,0,0.0,1,0.0,3.0,0
57,1,2,124,261,0,0,141,0,0.3,1,0.0,7.0,1
44,0,3,118,242,0,0,149,0,0.3,2,1.0,3.0,0
58,0,2,136,319,1,2,152,0,0.0,1,2.0,3.0,1
60,0,1,150,240,0,0,171,0,0.9,1,0.0,3.0,0
44,1,3,120,226,0,0,169,0,0.0,1,0.0,3.0,0
61,1,4,138,166,0,2,125,1,3.6,2,1.0,3.0,1
42,1,4,136,315,0,0,125,1,1.8,2,0.0,6.0,1
59,1,3,126,218,1,0,134,0,2.2,2,1.0,6.0,1
40,1,4,152,223,0,0,181,0,0.0,1,0.0,7.0,1
42,1,3,130,180,0,0,150,0,0.0,1,0.0,3.0,0
61,1,4,140,207,0,2,138,1,1.9,1,1.0,7.0,1
66,1,4,160,228,0,2,138,0,2.3,1,0.0,6.0,0
46,1,4,140,311,0,0,120,1,1.8,2,2.0,7.0,1
71,0,4,112,149,0,0,125,0,1.6,2,0.0,3.0,0
59,1,1,134,204,0,0,162,0,0.8,1,2.0,3.0,1
64,1,1,170,227,0,2,155,0,0.6,2,0.0,7.0,0
66,0,3,146,278,0,2,152,0,0.0,2,1.0,3.0,0
39,0,3,138,220,0,0,152,0,0.0,2,0.0,3.0,0
57,1,2,154,232,0,2,164,0,0.0,1,1.0,3.0,1
58,0,4,130,197,0,0,131,0,0.6,2,0.0,3.0,0
57,1,4,110,335,0,0,143,1,3.0,2,1.0,7.0,1
47,1,3,130,253,0,0,179,0,0.0,1,0.0,3.0,0
55,0,4,128,205,0,1,130,1,2.0,2,1.0,7.0,1
35,1,2,122,192,0,0,174,0,0.0,1,0.0,3.0,0
61,1,4,148,203,0,0,161,0,0.0,1,1.0,7.0,1
58,1,4,114,318,0,1,140,0,4.4,3,3.0,6.0,1
58,0,4,170,225,1,2,146,1,2.8,2,2.0,6.0,1
56,1,2,130,221,0,2,163,0,0.0,1,0.0,7.0,0
56,1,2,120,240,0,0,169,0,0.0,3,0.0,3.0,0
67,1,3,152,212,0,2,150,0,0.8,2,0.0,7.0,1
55,0,2,132,342,0,0,166,0,1.2,1,0.0,3.0,0
44,1,4,120,169,0,0,144,1,2.8,3,0.0,6.0,1
63,1,4,140,187,0,2,144,1,4.0,1,2.0,7.0,1
63,0,4,124,197,0,0,136,1,0.0,2,0.0,3.0,1
41,1,2,120,157,0,0,182,0,0.0,1,0.0,3.0,0
59,1,4,164,176,1,2,90,0,1.0,2,2.0,6.0,1
57,0,4,140,241,0,0,123,1,0.2,2,0.0,7.0,1
45,1,1,110,264,0,0,132,0,1.2,2,0.0,7.0,1
68,1,4,144,193,1,0,141,0,3.4,2,2.0,7.0,1
57,1,4,130,131,0,0,115,1,1.2,2,1.0,7.0,1
57,0,2,130,236,0,2,174,0,0.0,2,1.0,3.0,1
1 age sex cp trestbps chol fbs restecg thalach exang oldpeak slope ca thal goal
2 63 1 1 145 233 1 2 150 0 2.3 3 0.0 6.0 0
3 67 1 4 160 286 0 2 108 1 1.5 2 3.0 3.0 1
4 67 1 4 120 229 0 2 129 1 2.6 2 2.0 7.0 1
5 37 1 3 130 250 0 0 187 0 3.5 3 0.0 3.0 0
6 41 0 2 130 204 0 2 172 0 1.4 1 0.0 3.0 0
7 56 1 2 120 236 0 0 178 0 0.8 1 0.0 3.0 0
8 62 0 4 140 268 0 2 160 0 3.6 3 2.0 3.0 1
9 57 0 4 120 354 0 0 163 1 0.6 1 0.0 3.0 0
10 63 1 4 130 254 0 2 147 0 1.4 2 1.0 7.0 1
11 53 1 4 140 203 1 2 155 1 3.1 3 0.0 7.0 1
12 57 1 4 140 192 0 0 148 0 0.4 2 0.0 6.0 0
13 56 0 2 140 294 0 2 153 0 1.3 2 0.0 3.0 0
14 56 1 3 130 256 1 2 142 1 0.6 2 1.0 6.0 1
15 44 1 2 120 263 0 0 173 0 0.0 1 0.0 7.0 0
16 52 1 3 172 199 1 0 162 0 0.5 1 0.0 7.0 0
17 57 1 3 150 168 0 0 174 0 1.6 1 0.0 3.0 0
18 48 1 2 110 229 0 0 168 0 1.0 3 0.0 7.0 1
19 54 1 4 140 239 0 0 160 0 1.2 1 0.0 3.0 0
20 48 0 3 130 275 0 0 139 0 0.2 1 0.0 3.0 0
21 49 1 2 130 266 0 0 171 0 0.6 1 0.0 3.0 0
22 64 1 1 110 211 0 2 144 1 1.8 2 0.0 3.0 0
23 58 0 1 150 283 1 2 162 0 1.0 1 0.0 3.0 0
24 58 1 2 120 284 0 2 160 0 1.8 2 0.0 3.0 1
25 58 1 3 132 224 0 2 173 0 3.2 1 2.0 7.0 1
26 60 1 4 130 206 0 2 132 1 2.4 2 2.0 7.0 1
27 50 0 3 120 219 0 0 158 0 1.6 2 0.0 3.0 0
28 58 0 3 120 340 0 0 172 0 0.0 1 0.0 3.0 0
29 66 0 1 150 226 0 0 114 0 2.6 3 0.0 3.0 0
30 43 1 4 150 247 0 0 171 0 1.5 1 0.0 3.0 0
31 40 1 4 110 167 0 2 114 1 2.0 2 0.0 7.0 1
32 69 0 1 140 239 0 0 151 0 1.8 1 2.0 3.0 0
33 60 1 4 117 230 1 0 160 1 1.4 1 2.0 7.0 1
34 64 1 3 140 335 0 0 158 0 0.0 1 0.0 3.0 1
35 59 1 4 135 234 0 0 161 0 0.5 2 0.0 7.0 0
36 44 1 3 130 233 0 0 179 1 0.4 1 0.0 3.0 0
37 42 1 4 140 226 0 0 178 0 0.0 1 0.0 3.0 0
38 43 1 4 120 177 0 2 120 1 2.5 2 0.0 7.0 1
39 57 1 4 150 276 0 2 112 1 0.6 2 1.0 6.0 1
40 55 1 4 132 353 0 0 132 1 1.2 2 1.0 7.0 1
41 61 1 3 150 243 1 0 137 1 1.0 2 0.0 3.0 0
42 65 0 4 150 225 0 2 114 0 1.0 2 3.0 7.0 1
43 40 1 1 140 199 0 0 178 1 1.4 1 0.0 7.0 0
44 71 0 2 160 302 0 0 162 0 0.4 1 2.0 3.0 0
45 59 1 3 150 212 1 0 157 0 1.6 1 0.0 3.0 0
46 61 0 4 130 330 0 2 169 0 0.0 1 0.0 3.0 1
47 58 1 3 112 230 0 2 165 0 2.5 2 1.0 7.0 1
48 51 1 3 110 175 0 0 123 0 0.6 1 0.0 3.0 0
49 50 1 4 150 243 0 2 128 0 2.6 2 0.0 7.0 1
50 65 0 3 140 417 1 2 157 0 0.8 1 1.0 3.0 0
51 53 1 3 130 197 1 2 152 0 1.2 3 0.0 3.0 0
52 41 0 2 105 198 0 0 168 0 0.0 1 1.0 3.0 0
53 65 1 4 120 177 0 0 140 0 0.4 1 0.0 7.0 0
54 44 1 4 112 290 0 2 153 0 0.0 1 1.0 3.0 1
55 44 1 2 130 219 0 2 188 0 0.0 1 0.0 3.0 0
56 60 1 4 130 253 0 0 144 1 1.4 1 1.0 7.0 1
57 54 1 4 124 266 0 2 109 1 2.2 2 1.0 7.0 1
58 50 1 3 140 233 0 0 163 0 0.6 2 1.0 7.0 1
59 41 1 4 110 172 0 2 158 0 0.0 1 0.0 7.0 1
60 54 1 3 125 273 0 2 152 0 0.5 3 1.0 3.0 0
61 51 1 1 125 213 0 2 125 1 1.4 1 1.0 3.0 0
62 51 0 4 130 305 0 0 142 1 1.2 2 0.0 7.0 1
63 46 0 3 142 177 0 2 160 1 1.4 3 0.0 3.0 0
64 58 1 4 128 216 0 2 131 1 2.2 2 3.0 7.0 1
65 54 0 3 135 304 1 0 170 0 0.0 1 0.0 3.0 0
66 54 1 4 120 188 0 0 113 0 1.4 2 1.0 7.0 1
67 60 1 4 145 282 0 2 142 1 2.8 2 2.0 7.0 1
68 60 1 3 140 185 0 2 155 0 3.0 2 0.0 3.0 1
69 54 1 3 150 232 0 2 165 0 1.6 1 0.0 7.0 0
70 59 1 4 170 326 0 2 140 1 3.4 3 0.0 7.0 1
71 46 1 3 150 231 0 0 147 0 3.6 2 0.0 3.0 1
72 65 0 3 155 269 0 0 148 0 0.8 1 0.0 3.0 0
73 67 1 4 125 254 1 0 163 0 0.2 2 2.0 7.0 1
74 62 1 4 120 267 0 0 99 1 1.8 2 2.0 7.0 1
75 65 1 4 110 248 0 2 158 0 0.6 1 2.0 6.0 1
76 44 1 4 110 197 0 2 177 0 0.0 1 1.0 3.0 1
77 65 0 3 160 360 0 2 151 0 0.8 1 0.0 3.0 0
78 60 1 4 125 258 0 2 141 1 2.8 2 1.0 7.0 1
79 51 0 3 140 308 0 2 142 0 1.5 1 1.0 3.0 0
80 48 1 2 130 245 0 2 180 0 0.2 2 0.0 3.0 0
81 58 1 4 150 270 0 2 111 1 0.8 1 0.0 7.0 1
82 45 1 4 104 208 0 2 148 1 3.0 2 0.0 3.0 0
83 53 0 4 130 264 0 2 143 0 0.4 2 0.0 3.0 0
84 39 1 3 140 321 0 2 182 0 0.0 1 0.0 3.0 0
85 68 1 3 180 274 1 2 150 1 1.6 2 0.0 7.0 1
86 52 1 2 120 325 0 0 172 0 0.2 1 0.0 3.0 0
87 44 1 3 140 235 0 2 180 0 0.0 1 0.0 3.0 0
88 47 1 3 138 257 0 2 156 0 0.0 1 0.0 3.0 0
89 53 0 4 138 234 0 2 160 0 0.0 1 0.0 3.0 0
90 51 0 3 130 256 0 2 149 0 0.5 1 0.0 3.0 0
91 66 1 4 120 302 0 2 151 0 0.4 2 0.0 3.0 0
92 62 0 4 160 164 0 2 145 0 6.2 3 3.0 7.0 1
93 62 1 3 130 231 0 0 146 0 1.8 2 3.0 7.0 0
94 44 0 3 108 141 0 0 175 0 0.6 2 0.0 3.0 0
95 63 0 3 135 252 0 2 172 0 0.0 1 0.0 3.0 0
96 52 1 4 128 255 0 0 161 1 0.0 1 1.0 7.0 1
97 59 1 4 110 239 0 2 142 1 1.2 2 1.0 7.0 1
98 60 0 4 150 258 0 2 157 0 2.6 2 2.0 7.0 1
99 52 1 2 134 201 0 0 158 0 0.8 1 1.0 3.0 0
100 48 1 4 122 222 0 2 186 0 0.0 1 0.0 3.0 0
101 45 1 4 115 260 0 2 185 0 0.0 1 0.0 3.0 0
102 34 1 1 118 182 0 2 174 0 0.0 1 0.0 3.0 0
103 57 0 4 128 303 0 2 159 0 0.0 1 1.0 3.0 0
104 71 0 3 110 265 1 2 130 0 0.0 1 1.0 3.0 0
105 49 1 3 120 188 0 0 139 0 2.0 2 3.0 7.0 1
106 54 1 2 108 309 0 0 156 0 0.0 1 0.0 7.0 0
107 59 1 4 140 177 0 0 162 1 0.0 1 1.0 7.0 1
108 57 1 3 128 229 0 2 150 0 0.4 2 1.0 7.0 1
109 61 1 4 120 260 0 0 140 1 3.6 2 1.0 7.0 1
110 39 1 4 118 219 0 0 140 0 1.2 2 0.0 7.0 1
111 61 0 4 145 307 0 2 146 1 1.0 2 0.0 7.0 1
112 56 1 4 125 249 1 2 144 1 1.2 2 1.0 3.0 1
113 52 1 1 118 186 0 2 190 0 0.0 2 0.0 6.0 0
114 43 0 4 132 341 1 2 136 1 3.0 2 0.0 7.0 1
115 62 0 3 130 263 0 0 97 0 1.2 2 1.0 7.0 1
116 41 1 2 135 203 0 0 132 0 0.0 2 0.0 6.0 0
117 58 1 3 140 211 1 2 165 0 0.0 1 0.0 3.0 0
118 35 0 4 138 183 0 0 182 0 1.4 1 0.0 3.0 0
119 63 1 4 130 330 1 2 132 1 1.8 1 3.0 7.0 1
120 65 1 4 135 254 0 2 127 0 2.8 2 1.0 7.0 1
121 48 1 4 130 256 1 2 150 1 0.0 1 2.0 7.0 1
122 63 0 4 150 407 0 2 154 0 4.0 2 3.0 7.0 1
123 51 1 3 100 222 0 0 143 1 1.2 2 0.0 3.0 0
124 55 1 4 140 217 0 0 111 1 5.6 3 0.0 7.0 1
125 65 1 1 138 282 1 2 174 0 1.4 2 1.0 3.0 1
126 45 0 2 130 234 0 2 175 0 0.6 2 0.0 3.0 0
127 56 0 4 200 288 1 2 133 1 4.0 3 2.0 7.0 1
128 54 1 4 110 239 0 0 126 1 2.8 2 1.0 7.0 1
129 44 1 2 120 220 0 0 170 0 0.0 1 0.0 3.0 0
130 62 0 4 124 209 0 0 163 0 0.0 1 0.0 3.0 0
131 54 1 3 120 258 0 2 147 0 0.4 2 0.0 7.0 0
132 51 1 3 94 227 0 0 154 1 0.0 1 1.0 7.0 0
133 29 1 2 130 204 0 2 202 0 0.0 1 0.0 3.0 0
134 51 1 4 140 261 0 2 186 1 0.0 1 0.0 3.0 0
135 43 0 3 122 213 0 0 165 0 0.2 2 0.0 3.0 0
136 55 0 2 135 250 0 2 161 0 1.4 2 0.0 3.0 0
137 70 1 4 145 174 0 0 125 1 2.6 3 0.0 7.0 1
138 62 1 2 120 281 0 2 103 0 1.4 2 1.0 7.0 1
139 35 1 4 120 198 0 0 130 1 1.6 2 0.0 7.0 1
140 51 1 3 125 245 1 2 166 0 2.4 2 0.0 3.0 0
141 59 1 2 140 221 0 0 164 1 0.0 1 0.0 3.0 0
142 59 1 1 170 288 0 2 159 0 0.2 2 0.0 7.0 1
143 52 1 2 128 205 1 0 184 0 0.0 1 0.0 3.0 0
144 64 1 3 125 309 0 0 131 1 1.8 2 0.0 7.0 1
145 58 1 3 105 240 0 2 154 1 0.6 2 0.0 7.0 0
146 47 1 3 108 243 0 0 152 0 0.0 1 0.0 3.0 1
147 57 1 4 165 289 1 2 124 0 1.0 2 3.0 7.0 1
148 41 1 3 112 250 0 0 179 0 0.0 1 0.0 3.0 0
149 45 1 2 128 308 0 2 170 0 0.0 1 0.0 3.0 0
150 60 0 3 102 318 0 0 160 0 0.0 1 1.0 3.0 0
151 52 1 1 152 298 1 0 178 0 1.2 2 0.0 7.0 0
152 42 0 4 102 265 0 2 122 0 0.6 2 0.0 3.0 0
153 67 0 3 115 564 0 2 160 0 1.6 2 0.0 7.0 0
154 55 1 4 160 289 0 2 145 1 0.8 2 1.0 7.0 1
155 64 1 4 120 246 0 2 96 1 2.2 3 1.0 3.0 1
156 70 1 4 130 322 0 2 109 0 2.4 2 3.0 3.0 1
157 51 1 4 140 299 0 0 173 1 1.6 1 0.0 7.0 1
158 58 1 4 125 300 0 2 171 0 0.0 1 2.0 7.0 1
159 60 1 4 140 293 0 2 170 0 1.2 2 2.0 7.0 1
160 68 1 3 118 277 0 0 151 0 1.0 1 1.0 7.0 0
161 46 1 2 101 197 1 0 156 0 0.0 1 0.0 7.0 0
162 77 1 4 125 304 0 2 162 1 0.0 1 3.0 3.0 1
163 54 0 3 110 214 0 0 158 0 1.6 2 0.0 3.0 0
164 58 0 4 100 248 0 2 122 0 1.0 2 0.0 3.0 0
165 48 1 3 124 255 1 0 175 0 0.0 1 2.0 3.0 0
166 57 1 4 132 207 0 0 168 1 0.0 1 0.0 7.0 0
167 54 0 2 132 288 1 2 159 1 0.0 1 1.0 3.0 0
168 35 1 4 126 282 0 2 156 1 0.0 1 0.0 7.0 1
169 45 0 2 112 160 0 0 138 0 0.0 2 0.0 3.0 0
170 70 1 3 160 269 0 0 112 1 2.9 2 1.0 7.0 1
171 53 1 4 142 226 0 2 111 1 0.0 1 0.0 7.0 0
172 59 0 4 174 249 0 0 143 1 0.0 2 0.0 3.0 1
173 62 0 4 140 394 0 2 157 0 1.2 2 0.0 3.0 0
174 64 1 4 145 212 0 2 132 0 2.0 2 2.0 6.0 1
175 57 1 4 152 274 0 0 88 1 1.2 2 1.0 7.0 1
176 52 1 4 108 233 1 0 147 0 0.1 1 3.0 7.0 0
177 56 1 4 132 184 0 2 105 1 2.1 2 1.0 6.0 1
178 43 1 3 130 315 0 0 162 0 1.9 1 1.0 3.0 0
179 53 1 3 130 246 1 2 173 0 0.0 1 3.0 3.0 0
180 48 1 4 124 274 0 2 166 0 0.5 2 0.0 7.0 1
181 56 0 4 134 409 0 2 150 1 1.9 2 2.0 7.0 1
182 42 1 1 148 244 0 2 178 0 0.8 1 2.0 3.0 0
183 59 1 1 178 270 0 2 145 0 4.2 3 0.0 7.0 0
184 60 0 4 158 305 0 2 161 0 0.0 1 0.0 3.0 1
185 63 0 2 140 195 0 0 179 0 0.0 1 2.0 3.0 0
186 42 1 3 120 240 1 0 194 0 0.8 3 0.0 7.0 0
187 66 1 2 160 246 0 0 120 1 0.0 2 3.0 6.0 1
188 54 1 2 192 283 0 2 195 0 0.0 1 1.0 7.0 1
189 69 1 3 140 254 0 2 146 0 2.0 2 3.0 7.0 1
190 50 1 3 129 196 0 0 163 0 0.0 1 0.0 3.0 0
191 51 1 4 140 298 0 0 122 1 4.2 2 3.0 7.0 1
192 62 0 4 138 294 1 0 106 0 1.9 2 3.0 3.0 1
193 68 0 3 120 211 0 2 115 0 1.5 2 0.0 3.0 0
194 67 1 4 100 299 0 2 125 1 0.9 2 2.0 3.0 1
195 69 1 1 160 234 1 2 131 0 0.1 2 1.0 3.0 0
196 45 0 4 138 236 0 2 152 1 0.2 2 0.0 3.0 0
197 50 0 2 120 244 0 0 162 0 1.1 1 0.0 3.0 0
198 59 1 1 160 273 0 2 125 0 0.0 1 0.0 3.0 1
199 50 0 4 110 254 0 2 159 0 0.0 1 0.0 3.0 0
200 64 0 4 180 325 0 0 154 1 0.0 1 0.0 3.0 0
201 57 1 3 150 126 1 0 173 0 0.2 1 1.0 7.0 0
202 64 0 3 140 313 0 0 133 0 0.2 1 0.0 7.0 0
203 43 1 4 110 211 0 0 161 0 0.0 1 0.0 7.0 0
204 45 1 4 142 309 0 2 147 1 0.0 2 3.0 7.0 1
205 58 1 4 128 259 0 2 130 1 3.0 2 2.0 7.0 1
206 50 1 4 144 200 0 2 126 1 0.9 2 0.0 7.0 1
207 55 1 2 130 262 0 0 155 0 0.0 1 0.0 3.0 0
208 62 0 4 150 244 0 0 154 1 1.4 2 0.0 3.0 1
209 37 0 3 120 215 0 0 170 0 0.0 1 0.0 3.0 0
210 38 1 1 120 231 0 0 182 1 3.8 2 0.0 7.0 1
211 41 1 3 130 214 0 2 168 0 2.0 2 0.0 3.0 0
212 66 0 4 178 228 1 0 165 1 1.0 2 2.0 7.0 1
213 52 1 4 112 230 0 0 160 0 0.0 1 1.0 3.0 1
214 56 1 1 120 193 0 2 162 0 1.9 2 0.0 7.0 0
215 46 0 2 105 204 0 0 172 0 0.0 1 0.0 3.0 0
216 46 0 4 138 243 0 2 152 1 0.0 2 0.0 3.0 0
217 64 0 4 130 303 0 0 122 0 2.0 2 2.0 3.0 0
218 59 1 4 138 271 0 2 182 0 0.0 1 0.0 3.0 0
219 41 0 3 112 268 0 2 172 1 0.0 1 0.0 3.0 0
220 54 0 3 108 267 0 2 167 0 0.0 1 0.0 3.0 0
221 39 0 3 94 199 0 0 179 0 0.0 1 0.0 3.0 0
222 53 1 4 123 282 0 0 95 1 2.0 2 2.0 7.0 1
223 63 0 4 108 269 0 0 169 1 1.8 2 2.0 3.0 1
224 34 0 2 118 210 0 0 192 0 0.7 1 0.0 3.0 0
225 47 1 4 112 204 0 0 143 0 0.1 1 0.0 3.0 0
226 67 0 3 152 277 0 0 172 0 0.0 1 1.0 3.0 0
227 54 1 4 110 206 0 2 108 1 0.0 2 1.0 3.0 1
228 66 1 4 112 212 0 2 132 1 0.1 1 1.0 3.0 1
229 52 0 3 136 196 0 2 169 0 0.1 2 0.0 3.0 0
230 55 0 4 180 327 0 1 117 1 3.4 2 0.0 3.0 1
231 49 1 3 118 149 0 2 126 0 0.8 1 3.0 3.0 1
232 74 0 2 120 269 0 2 121 1 0.2 1 1.0 3.0 0
233 54 0 3 160 201 0 0 163 0 0.0 1 1.0 3.0 0
234 54 1 4 122 286 0 2 116 1 3.2 2 2.0 3.0 1
235 56 1 4 130 283 1 2 103 1 1.6 3 0.0 7.0 1
236 46 1 4 120 249 0 2 144 0 0.8 1 0.0 7.0 1
237 49 0 2 134 271 0 0 162 0 0.0 2 0.0 3.0 0
238 42 1 2 120 295 0 0 162 0 0.0 1 0.0 3.0 0
239 41 1 2 110 235 0 0 153 0 0.0 1 0.0 3.0 0
240 41 0 2 126 306 0 0 163 0 0.0 1 0.0 3.0 0
241 49 0 4 130 269 0 0 163 0 0.0 1 0.0 3.0 0
242 61 1 1 134 234 0 0 145 0 2.6 2 2.0 3.0 1
243 60 0 3 120 178 1 0 96 0 0.0 1 0.0 3.0 0
244 67 1 4 120 237 0 0 71 0 1.0 2 0.0 3.0 1
245 58 1 4 100 234 0 0 156 0 0.1 1 1.0 7.0 1
246 47 1 4 110 275 0 2 118 1 1.0 2 1.0 3.0 1
247 52 1 4 125 212 0 0 168 0 1.0 1 2.0 7.0 1
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257 70 1 2 156 245 0 2 143 0 0.0 1 0.0 3.0 0
258 57 1 2 124 261 0 0 141 0 0.3 1 0.0 7.0 1
259 44 0 3 118 242 0 0 149 0 0.3 2 1.0 3.0 0
260 58 0 2 136 319 1 2 152 0 0.0 1 2.0 3.0 1
261 60 0 1 150 240 0 0 171 0 0.9 1 0.0 3.0 0
262 44 1 3 120 226 0 0 169 0 0.0 1 0.0 3.0 0
263 61 1 4 138 166 0 2 125 1 3.6 2 1.0 3.0 1
264 42 1 4 136 315 0 0 125 1 1.8 2 0.0 6.0 1
265 59 1 3 126 218 1 0 134 0 2.2 2 1.0 6.0 1
266 40 1 4 152 223 0 0 181 0 0.0 1 0.0 7.0 1
267 42 1 3 130 180 0 0 150 0 0.0 1 0.0 3.0 0
268 61 1 4 140 207 0 2 138 1 1.9 1 1.0 7.0 1
269 66 1 4 160 228 0 2 138 0 2.3 1 0.0 6.0 0
270 46 1 4 140 311 0 0 120 1 1.8 2 2.0 7.0 1
271 71 0 4 112 149 0 0 125 0 1.6 2 0.0 3.0 0
272 59 1 1 134 204 0 0 162 0 0.8 1 2.0 3.0 1
273 64 1 1 170 227 0 2 155 0 0.6 2 0.0 7.0 0
274 66 0 3 146 278 0 2 152 0 0.0 2 1.0 3.0 0
275 39 0 3 138 220 0 0 152 0 0.0 2 0.0 3.0 0
276 57 1 2 154 232 0 2 164 0 0.0 1 1.0 3.0 1
277 58 0 4 130 197 0 0 131 0 0.6 2 0.0 3.0 0
278 57 1 4 110 335 0 0 143 1 3.0 2 1.0 7.0 1
279 47 1 3 130 253 0 0 179 0 0.0 1 0.0 3.0 0
280 55 0 4 128 205 0 1 130 1 2.0 2 1.0 7.0 1
281 35 1 2 122 192 0 0 174 0 0.0 1 0.0 3.0 0
282 61 1 4 148 203 0 0 161 0 0.0 1 1.0 7.0 1
283 58 1 4 114 318 0 1 140 0 4.4 3 3.0 6.0 1
284 58 0 4 170 225 1 2 146 1 2.8 2 2.0 6.0 1
285 56 1 2 130 221 0 2 163 0 0.0 1 0.0 7.0 0
286 56 1 2 120 240 0 0 169 0 0.0 3 0.0 3.0 0
287 67 1 3 152 212 0 2 150 0 0.8 2 0.0 7.0 1
288 55 0 2 132 342 0 0 166 0 1.2 1 0.0 3.0 0
289 44 1 4 120 169 0 0 144 1 2.8 3 0.0 6.0 1
290 63 1 4 140 187 0 2 144 1 4.0 1 2.0 7.0 1
291 63 0 4 124 197 0 0 136 1 0.0 2 0.0 3.0 1
292 41 1 2 120 157 0 0 182 0 0.0 1 0.0 3.0 0
293 59 1 4 164 176 1 2 90 0 1.0 2 2.0 6.0 1
294 57 0 4 140 241 0 0 123 1 0.2 2 0.0 7.0 1
295 45 1 1 110 264 0 0 132 0 1.2 2 0.0 7.0 1
296 68 1 4 144 193 1 0 141 0 3.4 2 2.0 7.0 1
297 57 1 4 130 131 0 0 115 1 1.2 2 1.0 7.0 1
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