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mmerce/bigmler.ipynb

Last active November 25, 2015 18:21
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PyConES - BIGML command line tool, BigMLer
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bigmler.ipynb
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diabetes.csv
pregnancies plasma glucose blood pressure triceps skin thickness insulin bmi diabetes pedigree age diabetes
6 148 72 35 0 33.6 0.627 50 true
1 85 66 29 0 26.6 0.351 31 false
8 183 64 0 0 23.3 0.672 32 true
1 89 66 23 94 28.1 0.167 21 false
0 137 40 35 168 43.1 2.288 33 true
5 116 74 0 0 25.6 0.201 30 false
3 78 50 32 88 31.0 0.248 26 true
10 115 0 0 0 35.3 0.134 29 false
2 197 70 45 543 30.5 0.158 53 true
8 125 96 0 0 0.0 0.232 54 true
4 110 92 0 0 37.6 0.191 30 false
10 168 74 0 0 38.0 0.537 34 true
10 139 80 0 0 27.1 1.441 57 false
1 189 60 23 846 30.1 0.398 59 true
5 166 72 19 175 25.8 0.587 51 true
7 100 0 0 0 30.0 0.484 32 true
0 118 84 47 230 45.8 0.551 31 true
7 107 74 0 0 29.6 0.254 31 true
1 103 30 38 83 43.3 0.183 33 false
1 115 70 30 96 34.6 0.529 32 true
3 126 88 41 235 39.3 0.704 27 false
8 99 84 0 0 35.4 0.388 50 false
7 196 90 0 0 39.8 0.451 41 true
9 119 80 35 0 29.0 0.263 29 true
11 143 94 33 146 36.6 0.254 51 true
10 125 70 26 115 31.1 0.205 41 true
7 147 76 0 0 39.4 0.257 43 true
1 97 66 15 140 23.2 0.487 22 false
13 145 82 19 110 22.2 0.245 57 false
5 117 92 0 0 34.1 0.337 38 false
5 109 75 26 0 36.0 0.546 60 false
3 158 76 36 245 31.6 0.851 28 true
3 88 58 11 54 24.8 0.267 22 false
6 92 92 0 0 19.9 0.188 28 false
10 122 78 31 0 27.6 0.512 45 false
4 103 60 33 192 24.0 0.966 33 false
11 138 76 0 0 33.2 0.420 35 false
9 102 76 37 0 32.9 0.665 46 true
2 90 68 42 0 38.2 0.503 27 true
4 111 72 47 207 37.1 1.390 56 true
3 180 64 25 70 34.0 0.271 26 false
7 133 84 0 0 40.2 0.696 37 false
7 106 92 18 0 22.7 0.235 48 false
9 171 110 24 240 45.4 0.721 54 true
7 159 64 0 0 27.4 0.294 40 false
0 180 66 39 0 42.0 1.893 25 true
1 146 56 0 0 29.7 0.564 29 false
2 71 70 27 0 28.0 0.586 22 false
7 103 66 32 0 39.1 0.344 31 true
7 105 0 0 0 0.0 0.305 24 false
1 103 80 11 82 19.4 0.491 22 false
1 101 50 15 36 24.2 0.526 26 false
5 88 66 21 23 24.4 0.342 30 false
8 176 90 34 300 33.7 0.467 58 true
7 150 66 42 342 34.7 0.718 42 false
1 73 50 10 0 23.0 0.248 21 false
7 187 68 39 304 37.7 0.254 41 true
0 100 88 60 110 46.8 0.962 31 false
0 146 82 0 0 40.5 1.781 44 false
0 105 64 41 142 41.5 0.173 22 false
2 84 0 0 0 0.0 0.304 21 false
8 133 72 0 0 32.9 0.270 39 true
5 44 62 0 0 25.0 0.587 36 false
2 141 58 34 128 25.4 0.699 24 false
7 114 66 0 0 32.8 0.258 42 true
5 99 74 27 0 29.0 0.203 32 false
0 109 88 30 0 32.5 0.855 38 true
2 109 92 0 0 42.7 0.845 54 false
1 95 66 13 38 19.6 0.334 25 false
4 146 85 27 100 28.9 0.189 27 false
2 100 66 20 90 32.9 0.867 28 true
5 139 64 35 140 28.6 0.411 26 false
13 126 90 0 0 43.4 0.583 42 true
4 129 86 20 270 35.1 0.231 23 false
1 79 75 30 0 32.0 0.396 22 false
1 0 48 20 0 24.7 0.140 22 false
7 62 78 0 0 32.6 0.391 41 false
5 95 72 33 0 37.7 0.370 27 false
0 131 0 0 0 43.2 0.270 26 true
2 112 66 22 0 25.0 0.307 24 false
11 127 106 0 0 39.0 0.190 51 false
3 80 82 31 70 34.2 1.292 27 true
10 162 84 0 0 27.7 0.182 54 false
1 199 76 43 0 42.9 1.394 22 true
8 167 106 46 231 37.6 0.165 43 true
9 145 80 46 130 37.9 0.637 40 true
6 115 60 39 0 33.7 0.245 40 true
1 112 80 45 132 34.8 0.217 24 false
4 145 82 18 0 32.5 0.235 70 true
10 111 70 27 0 27.5 0.141 40 true
6 98 58 33 190 34.0 0.430 43 false
9 154 78 30 100 30.9 0.164 45 false
6 165 68 26 168 33.6 0.631 49 false
1 99 58 10 0 25.4 0.551 21 false
10 68 106 23 49 35.5 0.285 47 false
3 123 100 35 240 57.3 0.880 22 false
8 91 82 0 0 35.6 0.587 68 false
6 195 70 0 0 30.9 0.328 31 true
9 156 86 0 0 24.8 0.230 53 true
0 93 60 0 0 35.3 0.263 25 false
3 121 52 0 0 36.0 0.127 25 true
2 101 58 17 265 24.2 0.614 23 false
2 56 56 28 45 24.2 0.332 22 false
0 162 76 36 0 49.6 0.364 26 true
0 95 64 39 105 44.6 0.366 22 false
4 125 80 0 0 32.3 0.536 27 true
5 136 82 0 0 0.0 0.640 69 false
2 129 74 26 205 33.2 0.591 25 false
3 130 64 0 0 23.1 0.314 22 false
1 107 50 19 0 28.3 0.181 29 false
1 140 74 26 180 24.1 0.828 23 false
1 144 82 46 180 46.1 0.335 46 true
8 107 80 0 0 24.6 0.856 34 false
13 158 114 0 0 42.3 0.257 44 true
2 121 70 32 95 39.1 0.886 23 false
7 129 68 49 125 38.5 0.439 43 true
2 90 60 0 0 23.5 0.191 25 false
7 142 90 24 480 30.4 0.128 43 true
3 169 74 19 125 29.9 0.268 31 true
0 99 0 0 0 25.0 0.253 22 false
4 127 88 11 155 34.5 0.598 28 false
4 118 70 0 0 44.5 0.904 26 false
2 122 76 27 200 35.9 0.483 26 false
6 125 78 31 0 27.6 0.565 49 true
1 168 88 29 0 35.0 0.905 52 true
2 129 0 0 0 38.5 0.304 41 false
4 110 76 20 100 28.4 0.118 27 false
6 80 80 36 0 39.8 0.177 28 false
10 115 0 0 0 0.0 0.261 30 true
2 127 46 21 335 34.4 0.176 22 false
9 164 78 0 0 32.8 0.148 45 true
2 93 64 32 160 38.0 0.674 23 true
3 158 64 13 387 31.2 0.295 24 false
5 126 78 27 22 29.6 0.439 40 false
10 129 62 36 0 41.2 0.441 38 true
0 134 58 20 291 26.4 0.352 21 false
3 102 74 0 0 29.5 0.121 32 false
7 187 50 33 392 33.9 0.826 34 true
3 173 78 39 185 33.8 0.970 31 true
10 94 72 18 0 23.1 0.595 56 false
1 108 60 46 178 35.5 0.415 24 false
5 97 76 27 0 35.6 0.378 52 true
4 83 86 19 0 29.3 0.317 34 false
1 114 66 36 200 38.1 0.289 21 false
1 149 68 29 127 29.3 0.349 42 true
5 117 86 30 105 39.1 0.251 42 false
1 111 94 0 0 32.8 0.265 45 false
4 112 78 40 0 39.4 0.236 38 false
1 116 78 29 180 36.1 0.496 25 false
0 141 84 26 0 32.4 0.433 22 false
2 175 88 0 0 22.9 0.326 22 false
2 92 52 0 0 30.1 0.141 22 false
3 130 78 23 79 28.4 0.323 34 true
8 120 86 0 0 28.4 0.259 22 true
2 174 88 37 120 44.5 0.646 24 true
2 106 56 27 165 29.0 0.426 22 false
2 105 75 0 0 23.3 0.560 53 false
4 95 60 32 0 35.4 0.284 28 false
0 126 86 27 120 27.4 0.515 21 false
8 65 72 23 0 32.0 0.600 42 false
2 99 60 17 160 36.6 0.453 21 false
1 102 74 0 0 39.5 0.293 42 true
11 120 80 37 150 42.3 0.785 48 true
3 102 44 20 94 30.8 0.400 26 false
1 109 58 18 116 28.5 0.219 22 false
9 140 94 0 0 32.7 0.734 45 true
13 153 88 37 140 40.6 1.174 39 false
12 100 84 33 105 30.0 0.488 46 false
1 147 94 41 0 49.3 0.358 27 true
1 81 74 41 57 46.3 1.096 32 false
3 187 70 22 200 36.4 0.408 36 true
6 162 62 0 0 24.3 0.178 50 true
4 136 70 0 0 31.2 1.182 22 true
1 121 78 39 74 39.0 0.261 28 false
3 108 62 24 0 26.0 0.223 25 false
0 181 88 44 510 43.3 0.222 26 true
8 154 78 32 0 32.4 0.443 45 true
1 128 88 39 110 36.5 1.057 37 true
7 137 90 41 0 32.0 0.391 39 false
0 123 72 0 0 36.3 0.258 52 true
1 106 76 0 0 37.5 0.197 26 false
6 190 92 0 0 35.5 0.278 66 true
2 88 58 26 16 28.4 0.766 22 false
9 170 74 31 0 44.0 0.403 43 true
9 89 62 0 0 22.5 0.142 33 false
10 101 76 48 180 32.9 0.171 63 false
2 122 70 27 0 36.8 0.340 27 false
5 121 72 23 112 26.2 0.245 30 false
1 126 60 0 0 30.1 0.349 47 true
2 157 74 35 440 39.4 0.134 30 false
1 167 74 17 144 23.4 0.447 33 true
0 179 50 36 159 37.8 0.455 22 true
11 136 84 35 130 28.3 0.260 42 true
0 107 60 25 0 26.4 0.133 23 false
1 91 54 25 100 25.2 0.234 23 false
1 117 60 23 106 33.8 0.466 27 false
5 123 74 40 77 34.1 0.269 28 false
2 120 54 0 0 26.8 0.455 27 false
1 106 70 28 135 34.2 0.142 22 false
2 155 52 27 540 38.7 0.240 25 true
Raw
diabetes_test.csv
pregnancies plasma glucose blood pressure triceps skin thickness insulin bmi diabetes pedigree age
2 197 70 45 543 30.5 158 53
8 125 96 0 0.0 232 54
4 110 92 0 37.6 191 30
3 126 235 39.3 704 27
8 99 84 0 35.4 388 50
7 196 90 0 39.8 451 41
9 119 80 35 0 29.0 263 29
11 143 94 33 146 36.6 254 51
10 125 70 26 115 31.1 205 41
7 147 76 0 0 39.4 257 43
103 192 24.0 966 33
138 33.2 420 35
102 37 32.9 665 46
90 42 38.2 503 27
103 19.4 491 22
1 101 15 24.2 526 26
5 88 66 23 24.4 342 30
8 176 90 300 33.7 467 58
7 114 66 0 32.8 258 42
5 99 74 0 29.0 203 32
0 109 88 0 32.5 855 38
2 109 92 42.7 845 54
2 112 66 25.0 307 24
11 127 106 0 39.0 190 51
3 80 82 31 34.2 1292 27
10 162 84 0 0 27.7 182 54
1 199 76 43 0 42.9 1394 22
8 167 106 46 231 37.6 165 43
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