{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Results for random forest classifier\n", "\n", "## Multilabel classification with imbalanced data\n", "### Confusion matrices" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn import preprocessing\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.model_selection import TimeSeriesSplit" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# import data\n", "df = pd.read_csv(\"data/SCADA_downtime_merged.csv\", skip_blank_lines=True)\n", "\n", "list1 = list(df[\"turbine_id\"].unique()) # list of turbines to plot\n", "list1 = sorted(list1, key=int) # sort turbines in ascending order\n", "list2 = list(df[\"TurbineCategory_id\"].unique()) # list of categories\n", "list2 = [g for g in list2 if g >= 0] # remove NaN from list\n", "list2 = sorted(list2, key=int) # sort categories in ascending order\n", "# categories to remove\n", "list2 = [m for m in list2 if m not in (1, 12, 13, 14, 15, 17, 21, 22)]\n", "list4 = list(range(0, 14))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Confusion matrix for turbine 1, turbine category 0\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 5 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 15978 41]\n", " [ 0 0 0 0 0 0 0 0 0 251 792]]\n", "Confusion matrix for turbine 1, turbine category 2\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 3\n", "[[ 36 9 2 6 1 0 0 0 4 1 7]\n", " [ 0 15 7 3 10 3 3 1 3 60 2]\n", " [ 0 1 2 4 4 4 0 0 0 54 3]\n", " [ 0 4 4 1 12 5 1 1 1 30 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 60 1399 213 79 167 225 116 86 88 13595 42]\n", " [ 54 64 16 100 15 13 144 20 33 178 344]]\n", "Confusion matrix for turbine 1, turbine category 4\n", "[[ 216 17 6 1 1 1 4 0 0 36 34]\n", " [ 6 60 30 17 2 9 15 7 1 554 24]\n", " [ 4 31 34 11 5 10 9 4 2 547 17]\n", " [ 0 28 9 6 3 16 9 5 1 511 5]\n", " [ 0 30 16 4 4 4 3 3 1 494 13]\n", " [ 1 24 11 3 0 0 1 1 0 479 20]\n", " [ 0 13 11 2 7 4 5 1 0 458 10]\n", " [ 1 5 4 3 2 2 4 1 4 411 19]\n", " [ 0 5 7 0 2 0 5 0 1 397 15]\n", " [ 1 142 127 61 143 58 49 83 42 11271 29]\n", " [ 145 20 15 3 2 3 1 2 0 149 190]]\n", "Confusion matrix for turbine 1, turbine category 5\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 7 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 1 0 0 0 0 0 0 0 0 15 20]\n", " [ 1 3 0 0 0 0 0 0 0 15861 43]\n", " [ 5 2 0 0 0 0 0 1 0 239 762]]\n", "Confusion matrix for turbine 1, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 40 69 154 72 61 17 6 19 15822 50]\n", " [ 0 8 3 17 3 0 0 0 0 215 798]]\n", "Confusion matrix for turbine 1, turbine category 8\n", "[[ 219 185 84 138 37 10 1 0 1 29 6]\n", " [ 178 1489 437 314 139 65 25 19 26 227 0]\n", " [ 42 741 334 189 114 42 32 17 10 271 6]\n", " [ 45 495 216 134 103 47 21 27 16 251 9]\n", " [ 21 331 230 112 70 18 20 22 5 283 14]\n", " [ 11 223 184 104 68 35 17 35 14 244 2]\n", " [ 8 143 115 64 49 17 13 19 19 329 10]\n", " [ 10 135 123 73 37 27 21 22 17 274 2]\n", " [ 14 89 146 78 41 32 8 19 26 212 7]\n", " [ 180 903 889 465 297 142 184 183 164 2648 19]\n", " [ 44 22 18 45 14 5 9 5 6 33 27]]\n", "Confusion matrix for turbine 1, turbine category 9\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 10\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 25 7]\n", " [ 0 0 0 0 0 0 0 0 0 169 11]\n", " [ 0 0 0 0 0 0 0 0 0 212 4]\n", " [ 0 0 0 0 0 0 0 0 0 216 0]\n", " [ 0 0 0 0 0 0 0 0 0 207 9]\n", " [ 0 0 0 0 0 0 0 0 0 216 0]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 0 0 0 0 0 0 0 0 0 214 2]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 0 0 0 0 0 0 0 0 0 14612 21]\n", " [ 0 0 0 0 0 0 0 0 0 224 774]]\n", "Confusion matrix for turbine 1, turbine category 12\n", "[[16269 42]\n", " [ 252 792]]\n", "Confusion matrix for turbine 1, turbine category 13\n", "[[16269 42]\n", " [ 252 792]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 1, turbine category 0\n", "[[15056 16]\n", " [ 501 1782]]\n", "Confusion matrix for turbine 1, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 106 143]\n", " [ 0 0 0 0 0 0 0 0 0 123 69]\n", " [ 0 0 0 0 0 0 0 0 0 145 35]\n", " [ 0 0 0 0 0 0 0 0 0 140 40]\n", " [ 0 0 0 0 0 0 0 0 0 123 57]\n", " [ 0 0 0 2 0 0 0 0 0 92 61]\n", " [ 0 0 0 0 0 0 0 0 0 93 51]\n", " [ 0 0 0 0 0 0 0 0 0 89 55]\n", " [ 0 0 0 0 0 0 0 0 0 93 51]\n", " [ 0 13 2 21 13 8 13 11 12 14150 17]\n", " [ 0 0 0 0 0 0 0 0 0 305 1222]]\n", "Confusion matrix for turbine 1, turbine category 2\n", "[[15056 16]\n", " [ 501 1782]]\n", "Confusion matrix for turbine 1, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 6 26 7 9 11 2 7 7 18 14961 18]\n", " [ 64 1 3 17 1 10 56 4 0 483 1644]]\n", "Confusion matrix for turbine 1, turbine category 4\n", "[[ 99 1 0 0 0 0 0 0 0 5 4]\n", " [ 0 5 2 2 1 0 1 0 0 77 0]\n", " [ 0 1 1 0 1 0 0 0 0 69 0]\n", " [ 0 0 5 0 0 0 1 1 0 65 0]\n", " [ 0 2 1 2 1 0 2 0 0 64 0]\n", " [ 0 0 0 0 0 0 0 1 0 71 0]\n", " [ 0 1 2 0 1 0 0 1 1 66 0]\n", " [ 0 3 0 0 6 2 0 0 1 60 0]\n", " [ 0 1 1 3 0 0 0 0 0 67 0]\n", " [ 0 89 116 75 45 71 35 90 34 13902 19]\n", " [ 387 4 6 1 3 0 79 76 3 399 1220]]\n", "Confusion matrix for turbine 1, turbine category 5\n", "[[15056 16]\n", " [ 501 1782]]\n", "Confusion matrix for turbine 1, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 74 150]\n", " [ 0 0 0 0 0 0 0 0 0 256 4]\n", " [ 0 0 0 0 0 0 0 0 0 225 1]\n", " [ 0 0 0 0 0 0 0 0 0 208 3]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 174 6]\n", " [ 0 0 0 0 0 0 0 0 0 145 35]\n", " [ 0 0 0 0 0 0 0 0 0 158 22]\n", " [ 0 0 0 0 1 0 0 0 0 179 0]\n", " [ 2 0 4 0 0 0 0 0 3 13493 12]\n", " [ 2 14 0 0 0 0 0 0 2 457 1545]]\n", "Confusion matrix for turbine 1, turbine category 7\n", "[[ 2 0 0 0 0 0 0 0 0 11 67]\n", " [ 2 0 0 0 0 0 0 0 0 41 66]\n", " [ 1 0 0 0 0 0 0 0 0 42 43]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 63 9]\n", " [ 0 0 0 0 0 0 0 0 0 39 33]\n", " [ 0 0 0 0 0 0 0 0 0 37 35]\n", " [ 0 6 13 21 3 12 17 16 14 14626 25]\n", " [ 21 1 2 3 0 0 0 0 1 432 1435]]\n", "Confusion matrix for turbine 1, turbine category 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 43 41 11 4 0 5 4 1 0 14 0]\n", " [ 34 383 176 77 25 10 17 15 3 141 24]\n", " [ 23 222 113 55 42 18 16 22 11 188 24]\n", " [ 31 175 91 22 44 18 30 13 7 245 10]\n", " [ 14 160 79 44 30 11 27 11 5 234 7]\n", " [ 7 103 79 49 41 19 9 23 4 275 3]\n", " [ 16 64 80 43 44 20 17 8 21 274 1]\n", " [ 14 86 83 37 34 12 12 13 14 269 2]\n", " [ 10 103 60 49 24 20 6 10 8 228 9]\n", " [ 35 1131 761 692 405 286 247 242 190 6193 14]\n", " [ 605 148 173 155 46 43 9 44 14 252 297]]\n", "Confusion matrix for turbine 1, turbine category 9\n", "[[ 0 0 0 0 0 0 0 0 0 85 579]\n", " [ 0 0 0 0 0 0 0 0 0 386 33]\n", " [ 0 0 0 0 0 0 0 0 0 351 9]\n", " [ 0 0 0 0 0 0 0 0 0 318 42]\n", " [ 0 0 0 0 0 0 0 0 0 224 35]\n", " [ 0 0 0 0 0 0 0 0 0 157 59]\n", " [ 0 0 0 0 0 0 0 0 0 150 66]\n", " [ 0 0 0 0 0 0 0 0 0 159 49]\n", " [ 0 0 0 0 0 0 0 0 0 142 38]\n", " [ 0 0 0 0 0 0 0 0 0 13274 16]\n", " [ 0 0 0 0 0 0 0 0 0 311 872]]\n", "Confusion matrix for turbine 1, turbine category 10\n", "[[15056 16]\n", " [ 501 1782]]\n", "Confusion matrix for turbine 1, turbine category 11\n", "[[ 0 2 0 0 0 0 0 0 0 6 4]\n", " [ 0 10 0 0 1 1 0 0 2 45 13]\n", " [ 0 1 0 2 3 0 2 0 1 58 5]\n", " [ 0 1 0 0 0 0 0 1 0 64 6]\n", " [ 0 0 0 2 0 0 0 0 0 34 36]\n", " [ 0 1 0 1 0 0 0 0 1 67 2]\n", " [ 0 2 0 0 2 2 0 0 0 65 1]\n", " [ 0 4 0 0 0 0 1 0 1 66 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 5 56 39 46 58 28 62 86 36 14120 34]\n", " [ 2 3 18 1 1 0 0 1 0 332 1839]]\n", "Confusion matrix for turbine 1, turbine category 12\n", "[[ 0 0 0 0 0 0 0 0 0 330 380]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 14606 16]\n", " [ 0 0 0 0 0 0 0 0 0 335 1400]]\n", "Confusion matrix for turbine 1, turbine category 13\n", "[[15056 16]\n", " [ 501 1782]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 1, turbine category 0\n", "[[9094 751]\n", " [1098 6412]]\n", "Confusion matrix for turbine 1, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 32 4 9 19 8 5 41 9 2 8990 726]\n", " [ 48 24 15 2 0 1 66 40 4 1064 6246]]\n", "Confusion matrix for turbine 1, turbine category 2\n", "[[9094 751]\n", " [1098 6412]]\n", "Confusion matrix for turbine 1, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 5 2 122 2 0 0 9085 629]\n", " [ 11 33 20 63 1 13 1 1113 6255]]\n", "Confusion matrix for turbine 1, turbine category 4\n", "[[ 32 0 0 0 0 0 0 0 0 1 18]\n", " [ 0 1 0 0 0 0 0 0 0 22 30]\n", " [ 0 0 0 0 0 0 0 1 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 137 1 8 1 0 2 1 1 1 8813 626]\n", " [ 244 9 6 0 0 0 6 0 0 1052 6091]]\n", "Confusion matrix for turbine 1, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 14 51]\n", " [ 0 0 0 0 0 0 0 0 0 88 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 46 26]\n", " [ 0 0 0 0 0 0 0 0 0 50 22]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 32 40]\n", " [ 0 0 0 0 0 0 0 0 0 8788 737]\n", " [ 0 0 0 0 0 0 0 0 0 900 6273]]\n", "Confusion matrix for turbine 1, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 771 142]\n", " [ 0 0 0 0 0 0 0 0 0 62 18]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 55 17]\n", " [ 0 0 0 0 0 0 0 0 0 42 30]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 0 0 0 0 0 0 0 0 0 39 33]\n", " [ 0 0 0 0 0 0 0 0 0 56 16]\n", " [ 0 0 0 0 0 0 0 0 0 61 11]\n", " [ 136 4 11 3 2 1 2 0 7 7895 612]\n", " [1353 1 0 0 0 0 0 0 0 1148 4683]]\n", "Confusion matrix for turbine 1, turbine category 7\n", "[[ 0 1 0 0 0 0 0 0 0 99 17]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 125 19]\n", " [ 0 0 0 0 0 0 0 0 0 129 15]\n", " [ 0 0 0 0 0 0 0 0 0 120 6]\n", " [ 0 0 0 0 0 0 0 0 0 88 20]\n", " [ 0 0 0 0 0 0 0 0 0 98 10]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 1 0 0 1 0 36 0 0 8088 733]\n", " [ 29 16 15 6 1 0 132 3 0 1053 6134]]\n", "Confusion matrix for turbine 1, turbine category 8\n", "[[ 31 5 3 0 0 0 0 0 1 90 20]\n", " [ 109 30 14 1 2 2 1 2 7 173 35]\n", " [ 68 6 7 1 0 0 1 5 5 239 19]\n", " [ 56 1 20 4 4 2 0 4 4 213 16]\n", " [ 53 11 5 4 2 0 1 0 9 214 25]\n", " [ 51 5 11 2 1 3 1 1 7 229 13]\n", " [ 37 7 2 2 0 1 3 0 8 217 32]\n", " [ 36 30 1 0 5 0 12 9 0 168 23]\n", " [ 26 0 2 0 1 5 0 0 0 187 31]\n", " [ 473 268 122 54 33 43 24 41 61 6276 576]\n", " [ 220 366 33 24 23 1 1 35 16 901 5070]]\n", "Confusion matrix for turbine 1, turbine category 9\n", "[[ 33 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 1 0 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 15 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 27 1 6 0 9 1 3 5 8828 735]\n", " [ 37 6 4 3 0 7 26 20 17 1098 6254]]\n", "Confusion matrix for turbine 1, turbine category 10\n", "[[9094 751]\n", " [1098 6412]]\n", "Confusion matrix for turbine 1, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 19 1]\n", " [ 0 0 1 1 0 0 0 0 0 105 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 1 0 1 0 0 0 0 0 106 0]\n", " [ 0 0 0 0 0 2 0 0 0 106 0]\n", " [ 0 0 0 0 0 0 2 0 1 104 1]\n", " [ 0 29 24 4 11 10 4 6 13 8105 771]\n", " [ 0 3 4 4 18 0 0 0 0 1044 6421]]\n", "Confusion matrix for turbine 1, turbine category 12\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 446 3 1 1 1 8807 586]\n", " [1488 1 0 0 0 709 5312]]\n", "Confusion matrix for turbine 1, turbine category 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 2624 6139]\n", " [ 0 7161 30]\n", " [ 0 407 994]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 1, turbine category 0\n", "[[13524 55]\n", " [ 199 3577]]\n", "Confusion matrix for turbine 1, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 5 79]\n", " [ 0 1 0 0 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 1 6 4 16 1 4 3 1 2 13207 48]\n", " [ 12 34 33 0 0 1 0 2 0 190 3418]]\n", "Confusion matrix for turbine 1, turbine category 2\n", "[[13524 55]\n", " [ 199 3577]]\n", "Confusion matrix for turbine 1, turbine category 3\n", "[[ 4 0 1 1 0 0 0 0 0 16 101]\n", " [ 0 0 1 0 0 0 0 0 0 164 142]\n", " [ 0 0 0 0 0 0 0 0 0 201 51]\n", " [ 0 0 0 0 0 0 1 0 0 235 16]\n", " [ 0 0 0 0 0 1 0 0 0 242 9]\n", " [ 0 0 4 0 0 0 0 0 0 227 2]\n", " [ 0 0 0 0 0 0 0 0 0 183 1]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 0 0 0 0 0 0 0 158 22]\n", " [ 0 2 6 1 6 2 0 2 0 11908 50]\n", " [ 219 0 30 47 0 6 25 19 0 189 2880]]\n", "Confusion matrix for turbine 1, turbine category 4\n", "[[ 96 1 1 0 0 1 4 0 0 0 6]\n", " [ 0 0 1 1 1 0 0 0 0 18 51]\n", " [ 0 3 0 4 1 1 0 0 0 24 39]\n", " [ 0 0 0 0 0 0 0 0 1 58 13]\n", " [ 0 0 1 1 0 0 0 0 0 22 48]\n", " [ 0 1 1 0 0 0 0 0 1 31 38]\n", " [ 0 1 1 0 0 0 0 0 0 35 30]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 37 30 27 15 17 14 14 9 13089 49]\n", " [ 237 104 15 7 9 2 1 1 3 203 2864]]\n", "Confusion matrix for turbine 1, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 16 11]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 84 24]\n", " [ 0 0 0 0 0 0 0 0 0 97 11]\n", " [ 0 0 0 0 0 0 0 0 3 78 27]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 1 0 0 0 0 106 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 4 0 0 0 0 1 0 1 0 12755 54]\n", " [ 57 0 0 0 0 5 4 0 2 180 3401]]\n", "Confusion matrix for turbine 1, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 3 129]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 3 7 7 9 6 1 0 1 7 13196 57]\n", " [ 20 15 0 1 0 0 1 8 0 192 3404]]\n", "Confusion matrix for turbine 1, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 6 5 2 7 7 7 2 13486 55]\n", " [ 9 12 30 0 1 0 0 0 161 3563]]\n", "Confusion matrix for turbine 1, turbine category 8\n", "[[ 155 52 23 16 4 9 1 1 4 210 70]\n", " [ 473 328 107 54 44 43 10 7 7 466 85]\n", " [ 122 227 77 34 36 16 18 5 11 455 62]\n", " [ 37 135 73 41 28 22 15 4 8 456 61]\n", " [ 41 70 38 33 21 11 13 6 5 387 33]\n", " [ 31 82 46 14 32 19 13 8 3 310 83]\n", " [ 22 47 36 40 27 27 13 4 1 343 16]\n", " [ 2 45 20 19 33 21 11 9 4 348 30]\n", " [ 8 32 21 21 16 20 9 1 4 300 55]\n", " [ 22 730 362 257 233 208 117 92 77 6468 36]\n", " [ 321 395 95 48 29 8 1 16 5 77 742]]\n", "Confusion matrix for turbine 1, turbine category 9\n", "[[ 150 0 0 0 0 0 0 0 31 31 354]\n", " [ 0 0 0 1 0 0 1 0 0 209 41]\n", " [ 0 0 0 0 0 0 0 1 2 223 26]\n", " [ 0 0 2 0 3 0 1 7 0 209 30]\n", " [ 0 0 1 0 1 3 0 0 0 238 9]\n", " [ 0 0 0 0 0 0 0 0 0 252 0]\n", " [ 0 0 0 0 1 0 1 1 0 249 0]\n", " [ 0 0 0 1 0 1 0 1 0 246 3]\n", " [ 0 0 1 1 0 0 0 0 0 235 15]\n", " [ 2 9 6 9 7 3 17 10 1 11559 58]\n", " [ 171 0 0 0 0 1 0 0 0 182 2738]]\n", "Confusion matrix for turbine 1, turbine category 10\n", "[[ 0 0 0 0 0 0 0 0 0 0 22]\n", " [ 0 0 0 0 0 0 0 0 0 1 35]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 12 24]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 13332 55]\n", " [ 0 0 0 0 0 0 0 0 0 198 3460]]\n", "Confusion matrix for turbine 1, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 12 13]\n", " [ 0 0 0 0 0 0 0 0 0 108 36]\n", " [ 0 3 0 0 0 0 1 1 1 101 37]\n", " [ 0 0 0 0 0 0 0 0 0 108 36]\n", " [ 0 0 0 0 0 0 0 0 0 124 20]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 1 0 0 0 0 0 141 2]\n", " [ 0 4 0 0 0 2 2 0 0 135 1]\n", " [ 1 2 1 1 0 0 0 1 0 134 4]\n", " [ 1 18 12 17 22 5 10 3 24 12384 60]\n", " [ 4 2 2 1 20 0 0 1 1 147 3444]]\n", "Confusion matrix for turbine 1, turbine category 12\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 14 1 3 1 3 1 13501 55]\n", " [ 32 0 0 0 0 0 198 3546]]\n", "Confusion matrix for turbine 1, turbine category 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 16 0 0 0 0 0 0 0 0 10 289]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 63 9]\n", " [ 0 0 0 0 0 0 0 0 0 47 25]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 37 35]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 0 0 0 0 0 0 0 0 0 61 11]\n", " [ 113 0 0 0 0 0 0 0 0 13069 42]\n", " [ 111 0 0 0 0 0 0 0 0 181 2948]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 1, turbine category 0\n", "[[13966 34]\n", " [ 270 3085]]\n", "Confusion matrix for turbine 1, turbine category 1\n", "[[ 0 0 2 0 0 0 0 0 0 1 14]\n", " [ 0 0 0 0 0 0 0 0 0 41 31]\n", " [ 0 0 0 0 0 0 0 0 0 49 23]\n", " [ 0 0 0 0 0 0 0 0 0 25 47]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 42 30]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 52 20]\n", " [ 8 3 7 3 0 2 3 0 0 13558 38]\n", " [ 16 0 7 0 2 4 0 1 0 249 2861]]\n", "Confusion matrix for turbine 1, turbine category 2\n", "[[13966 34]\n", " [ 270 3085]]\n", "Confusion matrix for turbine 1, turbine category 3\n", "[[ 10 0 0 0 0 0 0 0 0 8 75]\n", " [ 0 0 0 0 0 1 0 0 0 42 0]\n", " [ 0 0 1 0 0 0 0 0 0 34 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 9 98 35 4 5 8 5 11 4 13483 41]\n", " [ 29 24 1 12 3 2 4 12 13 260 2904]]\n", "Confusion matrix for turbine 1, turbine category 4\n", "[[ 16 0 0 0 0 0 0 0 0 2 27]\n", " [ 0 1 1 4 0 0 0 1 0 27 38]\n", " [ 7 5 3 0 0 1 0 0 0 20 36]\n", " [ 1 3 7 0 3 4 0 0 0 33 21]\n", " [ 0 0 0 0 0 1 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 2 1 1 0 0 0 1 0 0 61 6]\n", " [ 0 6 7 0 0 0 0 0 0 57 2]\n", " [ 1 7 9 2 0 3 0 0 0 49 1]\n", " [ 5 303 66 32 41 10 59 44 14 12938 36]\n", " [ 304 83 9 1 7 2 4 1 1 247 2527]]\n", "Confusion matrix for turbine 1, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 2 0 1 2 1 0 2 13953 39]\n", " [ 2 0 7 0 12 0 3 22 253 3056]]\n", "Confusion matrix for turbine 1, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 70 68]\n", " [ 0 0 0 1 0 0 0 0 0 310 13]\n", " [ 0 0 0 0 0 0 0 0 0 323 1]\n", " [ 0 0 0 0 0 1 0 0 0 320 3]\n", " [ 0 0 0 1 0 0 0 0 0 319 4]\n", " [ 0 0 0 1 0 0 0 0 0 315 8]\n", " [ 0 0 0 0 0 0 0 0 0 320 4]\n", " [ 0 0 0 0 0 0 0 0 0 319 5]\n", " [ 0 0 0 0 0 0 0 0 0 293 11]\n", " [ 4 20 3 0 13 0 1 2 2 11390 29]\n", " [ 36 0 2 0 3 10 23 21 2 203 2881]]\n", "Confusion matrix for turbine 1, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 3 4]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 16 20]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 10 26]\n", " [ 1 1 4 3 13 2 1 1 1 13700 48]\n", " [ 1 0 11 1 1 1 0 0 2 232 3036]]\n", "Confusion matrix for turbine 1, turbine category 8\n", "[[ 185 128 112 22 7 25 7 2 4 80 223]\n", " [ 60 827 197 92 23 23 19 13 11 560 251]\n", " [ 23 352 102 47 25 16 12 15 10 502 170]\n", " [ 13 238 78 47 16 21 8 11 3 523 61]\n", " [ 11 140 36 31 19 10 7 7 5 495 31]\n", " [ 11 43 39 21 13 12 6 7 2 463 17]\n", " [ 7 39 19 22 15 10 12 6 3 350 51]\n", " [ 11 47 23 37 8 10 8 1 8 300 34]\n", " [ 3 76 22 14 9 6 8 3 3 231 59]\n", " [ 93 1263 369 271 207 130 92 97 59 5605 17]\n", " [ 188 198 25 28 43 22 6 1 12 132 452]]\n", "Confusion matrix for turbine 1, turbine category 9\n", "[[ 175 0 1 0 1 0 0 1 13 175 407]\n", " [ 35 1 5 0 0 0 0 0 0 596 92]\n", " [ 31 1 0 0 0 1 0 0 0 404 45]\n", " [ 15 0 1 0 0 1 0 0 0 235 98]\n", " [ 4 1 0 0 0 0 0 0 0 222 76]\n", " [ 0 0 0 0 0 0 0 0 0 165 85]\n", " [ 0 0 0 0 0 0 0 0 0 170 46]\n", " [ 1 0 0 0 0 0 0 0 0 193 22]\n", " [ 0 0 2 0 0 0 0 2 0 196 16]\n", " [ 0 9 9 6 11 9 26 20 20 11572 22]\n", " [ 35 0 1 1 0 1 0 0 2 178 1898]]\n", "Confusion matrix for turbine 1, turbine category 10\n", "[[ 0 0 0 0 0 0 0 0 0 11 46]\n", " [ 0 0 0 0 0 0 0 0 0 127 5]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 81 27]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 13118 34]\n", " [ 3 14 2 3 0 0 0 0 0 265 2971]]\n", "Confusion matrix for turbine 1, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 7 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 1 0 0 34 1]\n", " [ 1 10 17 4 2 11 2 2 4 13609 45]\n", " [ 0 8 7 0 4 0 1 0 0 234 3099]]\n", "Confusion matrix for turbine 1, turbine category 12\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 2 1 1 2 1 13956 37]\n", " [ 6 0 0 0 0 271 3078]]\n", "Confusion matrix for turbine 1, turbine category 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 2 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 148 0 1 1 0 0 0 1 0 13529 35]\n", " [ 64 0 0 0 5 0 0 0 0 262 3017]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 2, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 2 2]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 7 16 7 13 13 32 3 2 16305 63]\n", " [ 90 7 0 0 3 0 0 35 25 399 3087]]\n", "Confusion matrix for turbine 2, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 5 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 16401 61]\n", " [ 0 0 0 0 0 0 0 0 0 374 3270]]\n", "Confusion matrix for turbine 2, turbine category 2\n", "[[16682 63]\n", " [ 383 3271]]\n", "Confusion matrix for turbine 2, turbine category 3\n", "[[ 229 2 10 1 0 0 0 0 6 18 14]\n", " [ 2 2 1 2 2 1 0 0 0 146 3]\n", " [ 0 1 2 1 0 0 0 0 0 139 1]\n", " [ 0 8 1 4 0 0 0 0 1 130 0]\n", " [ 0 6 0 1 3 2 0 0 0 132 0]\n", " [ 0 16 1 3 3 1 0 0 1 119 0]\n", " [ 1 8 12 0 1 0 0 0 0 121 1]\n", " [ 1 2 3 3 1 0 4 0 0 130 0]\n", " [ 3 5 2 4 1 1 4 0 0 124 0]\n", " [ 179 450 214 296 298 239 128 190 113 13428 38]\n", " [ 1327 404 194 34 48 12 7 0 17 249 1087]]\n", "Confusion matrix for turbine 2, turbine category 4\n", "[[ 9 0 0 0 0 0 0 0 0 129 2314]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 1 0 0 0 0 71 0]\n", " [ 0 0 0 0 7 0 0 0 0 65 0]\n", " [ 0 0 1 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 4 1 2 0 11 16012 63]\n", " [ 4 2 0 2 0 0 1 0 0 333 936]]\n", "Confusion matrix for turbine 2, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 62 268]\n", " [ 0 0 0 1 0 0 0 0 0 126 36]\n", " [ 0 0 0 1 0 0 0 0 0 35 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 32 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 3 0 5 1 0 10 0 0 16389 60]\n", " [ 0 0 1 0 0 0 0 0 0 362 2719]]\n", "Confusion matrix for turbine 2, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 54 192]\n", " [ 0 0 0 0 0 0 0 0 0 149 6]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 66 1]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 16206 60]\n", " [ 1 0 0 0 0 0 0 0 0 343 3069]]\n", "Confusion matrix for turbine 2, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 28 33]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 57 15]\n", " [ 2 0 0 0 0 0 0 0 0 32 38]\n", " [ 0 0 0 0 0 0 0 3 0 43 26]\n", " [ 0 0 0 0 0 0 0 0 0 49 23]\n", " [ 0 0 0 0 0 0 0 0 0 44 28]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 3 1 0 4 8 4 0 0 16242 61]\n", " [ 5 0 0 0 0 0 6 40 0 338 3050]]\n", "Confusion matrix for turbine 2, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 4 62 52 88 66 45 16 21 91 16230 70]\n", " [ 1297 11 1 0 2 0 2 0 1 380 1960]]\n", "Confusion matrix for turbine 2, turbine category 9\n", "[[16682 63]\n", " [ 383 3271]]\n", "Confusion matrix for turbine 2, turbine category 10\n", "[[16682 63]\n", " [ 383 3271]]\n", "Confusion matrix for turbine 2, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 36 17]\n", " [ 0 0 0 2 0 0 0 0 3 276 7]\n", " [ 0 0 0 0 0 0 0 0 0 276 12]\n", " [ 0 0 0 0 0 0 0 0 3 276 9]\n", " [ 0 0 0 0 0 1 0 0 0 283 4]\n", " [ 0 0 0 0 0 0 0 0 0 256 16]\n", " [ 0 0 0 0 0 0 0 0 5 209 38]\n", " [ 0 0 0 0 0 0 0 0 1 213 38]\n", " [ 0 0 0 0 0 0 0 0 0 243 9]\n", " [ 0 0 1 1 4 13 1 1 46 14567 44]\n", " [ 0 0 0 0 0 1 1 0 0 334 3152]]\n", "Confusion matrix for turbine 2, turbine category 12\n", "[[16682 63]\n", " [ 383 3271]]\n", "Confusion matrix for turbine 2, turbine category 13\n", "[[16682 63]\n", " [ 383 3271]]\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Confusion matrix for turbine 2, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 6 51]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 45 27]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 1 0 18 1 0 0 0 0 17446 83]\n", " [ 70 0 0 0 1 0 0 0 0 534 1612]]\n", "Confusion matrix for turbine 2, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 52 227]\n", " [ 0 0 0 0 0 0 0 0 0 221 55]\n", " [ 0 0 0 0 0 0 0 0 0 198 54]\n", " [ 0 1 0 0 1 1 0 1 0 178 54]\n", " [ 0 0 4 1 0 0 0 1 0 172 38]\n", " [ 0 0 1 0 1 0 0 0 0 174 40]\n", " [ 0 0 1 0 0 0 0 0 0 206 9]\n", " [ 0 0 0 0 0 0 0 0 0 215 1]\n", " [ 0 0 0 0 0 0 0 0 0 216 0]\n", " [ 0 2 0 1 5 2 1 3 3 16497 89]\n", " [ 0 0 0 0 0 0 0 0 0 380 1293]]\n", "Confusion matrix for turbine 2, turbine category 2\n", "[[18008 88]\n", " [ 545 1758]]\n", "Confusion matrix for turbine 2, turbine category 3\n", "[[ 22 0 0 0 0 0 0 0 0 80 91]\n", " [ 4 0 0 0 0 1 1 0 2 354 34]\n", " [ 0 1 0 0 0 1 0 0 1 379 14]\n", " [ 1 0 0 0 0 0 0 0 0 384 11]\n", " [ 8 0 1 1 0 2 0 0 1 338 24]\n", " [ 1 0 2 3 0 1 0 1 0 292 24]\n", " [ 5 1 1 1 1 0 0 0 0 255 32]\n", " [ 0 1 0 0 16 1 0 0 0 250 20]\n", " [ 3 0 0 1 28 0 0 0 0 248 8]\n", " [ 16 42 44 44 42 29 20 23 28 15300 61]\n", " [ 290 64 17 1 66 1 0 0 32 398 929]]\n", "Confusion matrix for turbine 2, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 59 393]\n", " [ 5 0 0 0 0 1 0 0 0 238 47]\n", " [ 0 0 0 0 0 0 0 0 0 138 46]\n", " [ 0 0 0 0 0 0 0 0 0 128 16]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 1 0 0 0 0 0 0 0 125 0]\n", " [ 0 0 0 1 0 0 0 0 0 106 1]\n", " [ 514 1 2 2 1 1 49 1 4 16238 85]\n", " [ 158 0 0 0 0 0 0 0 0 557 1049]]\n", "Confusion matrix for turbine 2, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 24 16 3 10 2 1 0 17956 84]\n", " [ 110 0 0 0 0 0 1 574 1618]]\n", "Confusion matrix for turbine 2, turbine category 6\n", "[[ 3 0 0 0 0 0 0 0 0 320 215]\n", " [ 1 0 0 0 0 0 0 0 0 192 51]\n", " [ 16 0 0 0 0 0 0 0 0 161 39]\n", " [ 1 0 0 0 0 0 0 0 0 164 51]\n", " [ 0 0 0 0 0 0 0 0 0 162 17]\n", " [ 0 0 0 0 0 0 0 0 0 130 14]\n", " [ 0 0 0 0 0 0 0 0 0 137 7]\n", " [ 0 0 0 0 0 0 0 0 0 115 29]\n", " [ 0 0 0 0 0 0 0 0 0 118 26]\n", " [ 3 8 0 2 0 2 0 3 0 16686 85]\n", " [ 24 0 0 0 0 0 0 0 0 350 1267]]\n", "Confusion matrix for turbine 2, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 57 58]\n", " [ 1 0 0 0 0 0 0 0 0 45 46]\n", " [ 0 0 0 0 0 0 0 0 0 30 42]\n", " [ 1 0 0 0 0 0 0 0 0 7 64]\n", " [ 0 0 0 0 0 0 0 0 0 46 26]\n", " [ 0 0 0 0 0 0 0 0 0 38 34]\n", " [ 0 1 0 0 0 0 0 0 0 55 16]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 4 0 3 6 0 0 0 0 17690 87]\n", " [ 6 0 0 0 3 0 1 1 0 430 1457]]\n", "Confusion matrix for turbine 2, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 3 9 3 1 7 14 13 1 17956 88]\n", " [ 4 1 0 0 0 0 0 0 0 538 1760]]\n", "Confusion matrix for turbine 2, turbine category 9\n", "[[ 0 0 0 0 0 0 0 0 0 632 354]\n", " [ 0 0 0 0 0 0 0 0 0 214 75]\n", " [ 0 0 0 0 0 0 0 0 0 205 55]\n", " [ 0 0 0 0 0 0 0 0 0 208 9]\n", " [ 0 0 0 0 0 0 0 0 0 174 6]\n", " [ 0 0 0 0 0 0 0 0 0 164 16]\n", " [ 0 0 0 0 0 0 0 0 0 161 19]\n", " [ 0 0 0 0 0 0 0 0 0 170 10]\n", " [ 0 0 0 0 0 0 0 0 0 148 10]\n", " [ 0 0 0 0 0 0 0 0 0 16223 84]\n", " [ 0 0 0 0 0 0 0 0 0 254 1208]]\n", "Confusion matrix for turbine 2, turbine category 10\n", "[[18008 88]\n", " [ 545 1758]]\n", "Confusion matrix for turbine 2, turbine category 11\n", "[[ 0 1 0 0 0 0 0 0 0 18 6]\n", " [ 3 9 5 0 4 0 0 0 0 115 8]\n", " [ 0 4 0 1 1 1 0 0 2 130 5]\n", " [ 0 1 1 0 0 0 0 0 0 140 2]\n", " [ 0 0 0 0 0 1 16 4 0 121 2]\n", " [ 0 0 0 0 0 1 5 3 6 114 15]\n", " [ 0 1 0 0 0 0 0 0 0 109 34]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 4 0 0 1 133 6]\n", " [ 3 34 31 17 44 67 420 232 295 15773 97]\n", " [ 12 6 2 2 1 61 68 35 0 504 1518]]\n", "Confusion matrix for turbine 2, turbine category 12\n", "[[18008 88]\n", " [ 545 1758]]\n", "Confusion matrix for turbine 2, turbine category 13\n", "[[18008 88]\n", " [ 545 1758]]\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Confusion matrix for turbine 2, turbine category 0\n", "[[ 2 4 0 0 0 0 0 0 0 33 112]\n", " [ 0 0 0 0 0 0 0 0 0 174 6]\n", " [ 0 0 0 0 0 0 0 0 0 143 6]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 117 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 17 3 10 4 0 1 27 10 5 15437 204]\n", " [ 24 0 0 0 0 0 33 0 0 173 3240]]\n", "Confusion matrix for turbine 2, turbine category 1\n", "[[ 4 6 0 0 0 0 0 0 0 0 10]\n", " [ 2 31 0 0 0 0 0 0 0 0 3]\n", " [ 0 19 0 0 0 0 0 0 0 0 17]\n", " [ 0 5 0 0 0 0 0 0 0 0 31]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 1 0 0 0 0 0 0 0 0 35]\n", " [ 0 5 0 0 0 0 0 0 0 0 31]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 5 14 33 26 55 39 12 25 16 16336 219]\n", " [ 230 140 20 15 3 3 0 0 0 200 2700]]\n", "Confusion matrix for turbine 2, turbine category 2\n", "[[16551 231]\n", " [ 193 3424]]\n", "Confusion matrix for turbine 2, turbine category 3\n", "[[ 238 3 2 4 2 0 0 0 4 65 308]\n", " [ 12 7 4 4 2 2 0 1 1 449 75]\n", " [ 0 5 2 0 27 2 0 0 0 387 48]\n", " [ 5 0 2 2 12 2 0 0 0 376 58]\n", " [ 4 4 1 1 2 6 1 0 2 305 67]\n", " [ 1 5 1 0 2 0 0 0 0 305 46]\n", " [ 1 4 0 0 0 0 0 1 0 282 41]\n", " [ 8 1 3 5 3 1 0 0 2 250 34]\n", " [ 0 5 1 1 0 0 0 1 3 239 38]\n", " [ 18 39 44 46 40 69 25 22 47 13514 212]\n", " [ 134 50 1 9 61 6 2 2 14 153 2103]]\n", "Confusion matrix for turbine 2, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 28 10 18 3 5 16 8 8 2 16470 214]\n", " [ 407 0 12 0 1 0 0 0 0 196 3001]]\n", "Confusion matrix for turbine 2, turbine category 5\n", "[[ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 1 4 3 3 16548 223]\n", " [ 62 0 0 0 192 3363]]\n", "Confusion matrix for turbine 2, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 9 12 7 4 4 11 3 8 16497 226]\n", " [ 6 7 7 1 2 68 23 1 1 198 3303]]\n", "Confusion matrix for turbine 2, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 2 1 0 1 1 1 7 10 16528 230]\n", " [ 261 95 57 49 0 1 5 0 0 203 2946]]\n", "Confusion matrix for turbine 2, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 7 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 4 13 3 4 12 10 10 0 16202 231]\n", " [ 1 0 0 0 0 0 0 0 0 187 3427]]\n", "Confusion matrix for turbine 2, turbine category 9\n", "[[ 41 0 0 0 0 0 0 0 0 9 267]\n", " [ 5 0 0 0 0 1 0 0 0 99 7]\n", " [ 0 0 0 2 0 0 1 0 0 105 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 99 9]\n", " [ 0 0 0 0 0 0 0 0 0 90 18]\n", " [ 0 0 0 0 0 0 0 0 0 76 32]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 100 8]\n", " [ 3 16 30 8 6 24 8 17 3 15678 200]\n", " [ 204 2 23 0 0 7 0 2 1 187 2795]]\n", "Confusion matrix for turbine 2, turbine category 10\n", "[[16551 231]\n", " [ 193 3424]]\n", "Confusion matrix for turbine 2, turbine category 11\n", "[[ 0 3 0 0 0 0 0 0 0 12 4]\n", " [ 0 4 3 0 0 0 0 0 1 90 10]\n", " [ 0 0 3 0 0 1 0 0 0 98 6]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 1 0 0 0 0 0 107 0]\n", " [ 0 0 1 0 0 0 0 1 0 104 2]\n", " [ 0 0 0 0 0 0 0 1 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 1 1 0 0 0 0 1 0 102 3]\n", " [ 5 55 32 29 27 11 15 10 23 15495 230]\n", " [ 11 6 1 1 0 6 20 13 43 148 3335]]\n", "Confusion matrix for turbine 2, turbine category 12\n", "[[16551 231]\n", " [ 193 3424]]\n", "Confusion matrix for turbine 2, turbine category 13\n", "[[16551 231]\n", " [ 193 3424]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 2, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 75 9]\n", " [ 0 0 0 0 0 0 0 0 0 39 1]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 42 5 3 5 3 1 6 11 3 15979 61]\n", " [ 96 0 1 0 0 0 0 1 0 482 3324]]\n", "Confusion matrix for turbine 2, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 4 4 3 8 15 9 30 5 16331 58]\n", " [ 13 9 0 2 2 1 0 0 0 574 3331]]\n", "Confusion matrix for turbine 2, turbine category 2\n", "[[16413 54]\n", " [ 583 3349]]\n", "Confusion matrix for turbine 2, turbine category 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 178 0 0 0 0 0 0 0 0 45 185]\n", " [ 1 0 0 1 0 0 1 3 0 379 12]\n", " [ 1 1 0 1 0 0 1 0 1 356 35]\n", " [ 1 1 1 0 1 0 0 0 0 359 33]\n", " [ 0 0 0 0 0 0 0 0 0 341 47]\n", " [ 0 1 1 0 1 0 0 0 0 254 44]\n", " [ 0 1 0 1 1 1 0 0 0 210 38]\n", " [ 0 0 0 0 0 0 0 0 0 216 36]\n", " [ 2 0 0 0 0 0 1 1 0 201 24]\n", " [ 15 48 60 46 37 31 48 14 39 13703 48]\n", " [ 633 19 20 1 1 1 2 0 1 498 2115]]\n", "Confusion matrix for turbine 2, turbine category 4\n", "[[ 10 0 0 0 0 0 0 0 0 5 218]\n", " [ 20 0 0 0 0 0 0 0 0 51 15]\n", " [ 36 0 0 0 0 0 0 0 0 36 0]\n", " [ 36 0 0 0 0 0 0 0 0 36 0]\n", " [ 36 0 0 0 0 0 0 0 0 33 3]\n", " [ 15 0 0 0 0 0 0 0 0 22 35]\n", " [ 2 0 0 0 0 0 0 0 0 36 34]\n", " [ 1 2 0 0 0 0 0 0 0 44 25]\n", " [ 0 1 0 0 0 0 0 0 0 59 12]\n", " [ 46 13 11 3 8 22 8 1 2 15992 49]\n", " [ 885 0 0 0 0 0 0 0 0 549 1987]]\n", "Confusion matrix for turbine 2, turbine category 5\n", "[[ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 1 0 0 16411 55]\n", " [ 182 32 5 4 586 3123]]\n", "Confusion matrix for turbine 2, turbine category 6\n", "[[ 6 0 0 0 0 0 0 0 0 12 8]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 6 0 0 0 0 0 0 0 17 49]\n", " [ 0 4 0 0 0 0 0 0 0 11 57]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 1 0 0 0 0 0 0 0 0 36 35]\n", " [ 1 0 0 0 0 0 0 0 0 60 11]\n", " [ 7 3 2 5 3 0 5 2 0 16114 56]\n", " [ 234 16 5 6 0 0 0 0 0 574 2765]]\n", "Confusion matrix for turbine 2, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 7 17]\n", " [ 0 0 0 0 0 0 0 0 0 40 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 15 21]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 1 0 0 0 2 2 4 4 16128 55]\n", " [ 7 0 0 6 2 0 17 11 0 582 3262]]\n", "Confusion matrix for turbine 2, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 1 136 486]\n", " [ 0 2 0 1 0 0 0 0 0 355 37]\n", " [ 1 0 0 0 0 0 0 1 0 263 40]\n", " [ 0 0 0 0 0 0 0 0 0 186 36]\n", " [ 0 0 0 0 0 1 0 0 0 125 54]\n", " [ 0 0 0 0 0 0 0 0 0 121 59]\n", " [ 0 0 0 0 0 0 0 0 0 141 39]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 2 8 14 5 1 0 1 3 2 14849 58]\n", " [ 1 3 0 0 0 0 0 0 0 457 2550]]\n", "Confusion matrix for turbine 2, turbine category 9\n", "[[ 6 0 0 0 0 0 0 0 0 22 293]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 1 142 1]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 137 7]\n", " [ 1 0 0 0 0 0 0 0 0 93 34]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 2 1 0 4 0 0 0 0 98 3]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 8 27 14 7 9 12 10 15 4 15339 57]\n", " [ 107 2 0 0 0 0 19 1 0 541 2878]]\n", "Confusion matrix for turbine 2, turbine category 10\n", "[[ 0 0 0 0 0 0 0 0 0 1 15]\n", " [ 0 0 0 0 0 0 0 0 0 7 29]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 10 26]\n", " [ 0 0 0 0 0 0 0 0 0 16398 54]\n", " [ 0 0 0 0 0 0 0 0 0 580 3063]]\n", "Confusion matrix for turbine 2, turbine category 11\n", "[[ 1 0 0 0 0 0 0 0 0 7 10]\n", " [ 0 4 2 0 0 0 0 0 0 88 14]\n", " [ 0 5 0 0 0 0 0 2 0 91 10]\n", " [ 0 2 0 0 0 0 0 1 0 98 7]\n", " [ 0 1 0 0 0 0 0 0 0 103 4]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 1 1 0 0 3 0 99 4]\n", " [ 0 0 0 0 1 0 0 1 0 96 10]\n", " [ 0 0 0 0 0 0 0 0 0 101 7]\n", " [ 5 54 26 7 13 5 21 17 9 15416 83]\n", " [ 55 19 2 1 1 1 8 4 7 464 3299]]\n", "Confusion matrix for turbine 2, turbine category 12\n", "[[16413 54]\n", " [ 583 3349]]\n", "Confusion matrix for turbine 2, turbine category 13\n", "[[ 0 0 0 0 0 0 0 0 0 3 20]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 16123 54]\n", " [ 0 0 0 0 0 0 0 0 0 583 3328]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 2, turbine category 0\n", "[[ 1 0 0 0 0 0 0 0 0 3 4]\n", " [ 0 0 0 0 0 0 0 0 0 13 23]\n", " [ 0 0 0 0 0 0 0 0 0 4 32]\n", " [ 0 0 0 0 0 0 0 0 0 30 6]\n", " [ 0 0 0 0 0 0 0 0 6 28 2]\n", " [ 0 0 0 0 0 0 0 0 3 33 0]\n", " [ 0 0 0 0 0 0 0 0 2 34 0]\n", " [ 0 0 0 1 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 24 12]\n", " [ 1 4 3 2 3 2 1 7 33 13412 146]\n", " [ 48 1 0 0 0 0 0 0 0 248 6192]]\n", "Confusion matrix for turbine 2, turbine category 1\n", "[[ 1 0 0 0 0 0 0 0 0 7 78]\n", " [ 0 0 0 0 0 0 0 0 0 43 29]\n", " [ 0 0 0 0 0 0 0 1 0 50 21]\n", " [ 0 0 0 0 0 0 0 1 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 51 21]\n", " [ 0 0 0 0 0 0 0 0 0 58 14]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 54 18]\n", " [ 1 1 2 1 4 0 1 2 2 13239 142]\n", " [ 21 6 0 8 8 19 1 1 0 242 6036]]\n", "Confusion matrix for turbine 2, turbine category 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[13679 148]\n", " [ 256 6316]]\n", "Confusion matrix for turbine 2, turbine category 3\n", "[[ 28 0 0 0 0 0 0 0 0 12 13]\n", " [ 1 0 0 0 0 0 0 0 10 37 24]\n", " [ 5 1 0 0 0 0 0 0 5 35 26]\n", " [ 2 3 0 0 0 0 0 0 0 35 32]\n", " [ 0 3 0 0 0 0 0 0 0 27 42]\n", " [ 0 7 0 0 0 0 0 0 1 27 37]\n", " [ 0 1 0 0 1 0 0 0 0 35 35]\n", " [ 1 2 0 0 1 0 0 0 0 35 33]\n", " [ 0 0 0 0 21 0 0 0 0 36 15]\n", " [ 18 40 23 17 13 29 27 18 26 13199 117]\n", " [ 468 32 20 7 62 2 6 3 0 222 5421]]\n", "Confusion matrix for turbine 2, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 8 2 2 1 17 1 2 0 13648 144]\n", " [ 109 8 6 0 0 23 0 0 1 254 6171]]\n", "Confusion matrix for turbine 2, turbine category 5\n", "[[ 0 0 0 0]\n", " [ 0 0 0 0]\n", " [ 3 1 13673 150]\n", " [ 26 0 260 6286]]\n", "Confusion matrix for turbine 2, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 8 8]\n", " [ 1 0 0 0 0 0 0 0 0 77 66]\n", " [ 0 0 5 2 0 0 0 0 0 114 23]\n", " [ 0 0 0 0 0 0 0 0 2 128 14]\n", " [ 0 0 0 0 0 0 0 0 1 109 34]\n", " [ 0 0 0 0 0 0 0 0 4 129 11]\n", " [ 0 0 0 1 0 0 0 0 0 141 2]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 72]\n", " [ 53 0 1 7 4 6 7 0 4 12693 134]\n", " [ 12 66 6 4 1 1 0 2 8 232 5990]]\n", "Confusion matrix for turbine 2, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 1 1 0 1 1 13675 148]\n", " [ 4 5 0 2 33 0 1 256 6271]]\n", "Confusion matrix for turbine 2, turbine category 8\n", "[[ 15 0 1 0 0 1 0 0 0 99 715]\n", " [ 0 0 0 0 0 4 0 0 0 390 38]\n", " [ 0 0 0 0 0 8 0 0 0 340 37]\n", " [ 0 0 0 0 0 2 0 0 0 277 45]\n", " [ 0 0 0 0 0 1 0 0 0 276 37]\n", " [ 0 0 0 0 0 0 0 0 0 240 48]\n", " [ 0 2 0 0 0 0 0 0 0 273 13]\n", " [ 0 0 0 0 0 0 0 0 0 285 3]\n", " [ 0 0 0 0 0 0 0 0 0 273 15]\n", " [ 3 2 7 5 0 2 5 2 1 11231 140]\n", " [ 2 8 1 0 0 4 0 0 0 206 5342]]\n", "Confusion matrix for turbine 2, turbine category 9\n", "[[ 357 1 0 0 1 0 0 0 53 144 3780]\n", " [ 0 0 0 0 8 0 0 0 0 488 147]\n", " [ 15 0 1 0 0 0 1 0 0 447 76]\n", " [ 0 1 3 0 0 0 0 0 0 397 101]\n", " [ 0 2 0 0 1 0 0 0 0 332 97]\n", " [ 0 12 0 0 3 1 0 0 0 350 66]\n", " [ 0 0 0 2 5 1 0 0 0 343 81]\n", " [ 0 2 0 1 3 1 0 0 0 332 67]\n", " [ 0 1 2 1 0 0 0 1 0 301 71]\n", " [ 1 28 20 7 11 24 7 4 5 10443 54]\n", " [ 82 0 4 0 0 2 0 0 1 149 1457]]\n", "Confusion matrix for turbine 2, turbine category 10\n", "[[ 0 0 0]\n", " [ 0 13679 148]\n", " [ 7 255 6310]]\n", "Confusion matrix for turbine 2, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 5 7]\n", " [ 0 1 1 0 0 0 1 0 0 53 16]\n", " [ 0 1 0 0 0 0 0 0 0 62 9]\n", " [ 0 0 0 0 1 1 0 0 0 66 4]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 1 0 0 0 70 1]\n", " [ 0 0 0 0 0 0 0 0 0 48 24]\n", " [ 1 3 9 8 6 10 4 5 6 13118 140]\n", " [ 0 0 5 3 1 22 10 2 0 215 6243]]\n", "Confusion matrix for turbine 2, turbine category 12\n", "[[13679 148]\n", " [ 256 6316]]\n", "Confusion matrix for turbine 2, turbine category 13\n", "[[ 0 0 0 0 0 0 0 0 0 8 48]\n", " [ 0 0 0 0 0 0 0 1 0 69 38]\n", " [ 0 0 0 0 0 0 0 0 0 93 15]\n", " [ 0 0 0 0 0 0 0 0 0 95 4]\n", " [ 0 0 0 0 0 0 0 3 0 44 25]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 2 0 0 0 0 1 1 0 13124 145]\n", " [ 1 0 0 0 0 0 0 0 0 240 6154]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 3, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 10 52]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 94 3]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 16423 255]\n", " [ 0 0 0 0 0 0 0 0 0 313 4061]]\n", "Confusion matrix for turbine 3, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 3 19]\n", " [ 0 0 0 0 0 0 0 0 0 131 49]\n", " [ 0 0 0 0 0 0 0 0 0 137 43]\n", " [ 0 0 0 0 0 0 0 0 0 161 19]\n", " [ 0 0 0 0 0 0 0 0 0 157 23]\n", " [ 0 0 0 0 0 0 0 0 0 156 24]\n", " [ 0 0 0 0 0 0 0 0 0 178 2]\n", " [ 0 0 0 0 0 0 0 0 0 166 14]\n", " [ 0 0 0 0 0 0 0 0 0 158 22]\n", " [ 0 0 0 0 0 0 0 0 0 15817 253]\n", " [ 0 0 0 0 0 0 0 0 0 298 3921]]\n", "Confusion matrix for turbine 3, turbine category 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[17047 258]\n", " [ 315 4131]]\n", "Confusion matrix for turbine 3, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 5 58]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 1 0 0 0 0 0 0 0 54 17]\n", " [ 0 1 0 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 33 3 1 1 12 1 2 0 16452 258]\n", " [ 9 0 0 0 1 2 0 0 0 306 4031]]\n", "Confusion matrix for turbine 3, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 164 2 5 19 1 25 4 1 2 16829 253]\n", " [ 138 17 3 0 0 0 0 1 0 329 3958]]\n", "Confusion matrix for turbine 3, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 12 335]\n", " [ 0 0 0 0 0 0 0 0 0 14 58]\n", " [ 0 0 0 0 0 0 0 0 0 54 18]\n", " [ 0 0 0 0 0 0 0 0 0 61 11]\n", " [ 0 0 0 0 0 0 0 1 0 65 6]\n", " [ 0 0 0 0 0 0 0 0 0 55 17]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 1 13 3 3 3 1 16536 280]\n", " [ 0 0 0 0 1 0 2 0 1 287 3697]]\n", "Confusion matrix for turbine 3, turbine category 6\n", "[[ 0 0 0 0 0 0 1 0 1 27 63]\n", " [ 0 1 0 0 11 2 2 0 0 241 349]\n", " [ 0 3 1 1 15 2 0 0 0 275 243]\n", " [ 0 2 0 0 6 11 0 0 0 351 166]\n", " [ 0 0 0 0 1 2 0 0 1 377 78]\n", " [ 0 0 1 1 1 0 0 0 1 315 86]\n", " [ 0 1 1 1 1 0 0 0 1 325 66]\n", " [ 0 1 1 0 1 0 0 0 1 344 37]\n", " [ 0 0 1 0 0 0 0 0 0 280 38]\n", " [ 1 92 153 78 1 0 1 2 1 14222 224]\n", " [ 42 1 0 2 49 16 1 6 0 254 2867]]\n", "Confusion matrix for turbine 3, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 20 122]\n", " [ 0 0 1 0 0 0 0 0 0 212 3]\n", " [ 0 0 0 0 0 0 0 1 0 207 8]\n", " [ 0 0 0 0 0 0 0 1 0 211 4]\n", " [ 0 0 0 0 0 0 0 0 0 203 13]\n", " [ 2 2 1 0 0 0 0 2 0 190 19]\n", " [ 1 0 0 0 0 0 0 0 2 161 36]\n", " [ 1 0 0 0 0 0 0 2 3 131 43]\n", " [ 0 0 4 0 0 0 0 0 2 143 31]\n", " [ 5 42 52 32 24 7 15 51 6 15350 242]\n", " [ 109 0 4 5 13 24 2 10 3 313 3660]]\n", "Confusion matrix for turbine 3, turbine category 8\n", "[[2056 93 19 18 20 30 2 6 7 155 101]\n", " [ 190 618 210 87 61 47 39 19 28 326 27]\n", " [ 65 365 167 84 62 47 39 25 11 262 29]\n", " [ 23 154 148 62 33 47 26 23 7 237 13]\n", " [ 12 125 92 65 14 21 14 13 12 188 15]\n", " [ 8 162 82 41 9 12 9 7 2 71 0]\n", " [ 5 123 73 24 21 11 10 5 0 44 0]\n", " [ 0 62 34 31 26 18 5 4 15 46 3]\n", " [ 0 65 32 22 36 4 0 1 7 48 1]\n", " [ 91 3177 1482 1004 875 350 156 139 985 3785 38]\n", " [ 529 222 120 243 104 170 105 28 18 69 223]]\n", "Confusion matrix for turbine 3, turbine category 9\n", "[[17047 258]\n", " [ 315 4131]]\n", "Confusion matrix for turbine 3, turbine category 10\n", "[[17047 258]\n", " [ 315 4131]]\n", "Confusion matrix for turbine 3, turbine category 11\n", "[[ 2 0 0 0 0 0 0 0 0 31 21]\n", " [ 0 0 0 0 2 0 0 0 0 253 69]\n", " [ 0 0 0 0 0 0 0 0 0 230 94]\n", " [ 0 0 0 0 0 0 0 0 0 264 60]\n", " [ 0 0 0 0 0 0 0 0 0 268 56]\n", " [ 0 0 0 0 0 0 0 0 0 279 45]\n", " [ 0 0 0 0 0 0 0 0 0 274 50]\n", " [ 0 0 0 0 0 0 0 0 0 248 76]\n", " [ 0 0 0 0 0 0 0 0 0 210 77]\n", " [ 0 8 0 3 33 0 0 1 1 14993 193]\n", " [ 1 2 8 0 0 0 0 1 4 253 3641]]\n", "Confusion matrix for turbine 3, turbine category 12\n", "[[17047 258]\n", " [ 315 4131]]\n", "Confusion matrix for turbine 3, turbine category 13\n", "[[17047 258]\n", " [ 315 4131]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 3, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 40 1]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 23 20 0 27 9 1 1 0 18034 270]\n", " [ 4 0 0 2 1 0 0 0 0 192 2838]]\n", "Confusion matrix for turbine 3, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 5 0]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 6 30]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 30 6]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 23 13]\n", " [ 0 111 41 84 38 28 66 16 12 17805 270]\n", " [ 0 0 0 0 0 0 0 1 5 166 2815]]\n", "Confusion matrix for turbine 3, turbine category 2\n", "[[18394 271]\n", " [ 188 2898]]\n", "Confusion matrix for turbine 3, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 76 14 45 4 8 4 6 3 18236 268]\n", " [ 3 0 0 0 0 0 0 0 0 188 2895]]\n", "Confusion matrix for turbine 3, turbine category 4\n", "[[ 1 0 0 0 0 0 0 0 0 5 43]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 26 0 0 0 0 0 0 0 0 17801 271]\n", " [ 21 0 3 0 0 0 0 13 0 176 2815]]\n", "Confusion matrix for turbine 3, turbine category 5\n", "[[ 53 0 0 0 0 0 0 0 0 103 22]\n", " [ 0 0 0 0 0 0 0 0 0 35 6]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 1 0 0 0 0 21 14]\n", " [ 0 0 0 0 0 0 0 0 1 31 4]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 28 8]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 4 4 40 19 15 46 21 8 17877 272]\n", " [ 4 0 0 0 1 0 0 1 0 163 2805]]\n", "Confusion matrix for turbine 3, turbine category 6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 1 1 0 0 0 0 0 0 0 0 2]\n", " [ 3 8 0 0 0 0 0 0 0 0 25]\n", " [ 1 2 0 0 0 0 0 0 0 30 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 1 35]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 2 34]\n", " [ 0 0 0 0 0 0 0 0 0 30 6]\n", " [ 0 2 13 9 4 9 3 1 1 18221 269]\n", " [ 17 74 41 9 9 4 6 0 1 178 2588]]\n", "Confusion matrix for turbine 3, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 5 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 20 16]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 6 30]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 30 6]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 21 15]\n", " [ 0 47 41 127 39 33 70 10 16 17820 270]\n", " [ 17 11 2 10 14 0 6 22 49 167 2687]]\n", "Confusion matrix for turbine 3, turbine category 8\n", "[[ 47 0 0 0 0 0 0 0 0 22 9]\n", " [ 28 0 0 0 2 0 0 0 0 253 5]\n", " [ 34 5 0 1 0 0 0 1 0 243 4]\n", " [ 21 13 7 4 0 0 0 2 0 215 9]\n", " [ 27 5 1 3 1 1 1 0 0 198 15]\n", " [ 66 2 2 3 0 0 0 0 0 161 18]\n", " [ 66 2 0 6 5 0 0 0 0 167 6]\n", " [ 25 2 0 8 4 1 0 2 0 204 6]\n", " [ 48 2 2 1 2 0 4 2 0 177 14]\n", " [ 59 143 252 188 97 55 44 24 45 15841 209]\n", " [ 786 62 127 116 87 39 79 37 13 136 1127]]\n", "Confusion matrix for turbine 3, turbine category 9\n", "[[ 0 0 0 0 0 0 0 0 0 136 1360]\n", " [ 0 0 0 0 0 0 0 0 0 601 12]\n", " [ 0 0 0 0 0 0 0 0 0 412 12]\n", " [ 0 0 0 0 0 0 0 0 0 371 10]\n", " [ 0 0 0 0 0 0 0 0 0 323 24]\n", " [ 0 0 0 0 0 0 0 0 0 323 1]\n", " [ 0 0 0 0 0 0 0 0 0 213 25]\n", " [ 0 0 0 0 0 0 0 0 0 191 25]\n", " [ 0 0 0 0 0 0 0 0 0 186 14]\n", " [ 0 0 0 0 0 0 0 0 0 15667 245]\n", " [ 0 0 0 0 0 0 0 0 0 159 1441]]\n", "Confusion matrix for turbine 3, turbine category 10\n", "[[18394 271]\n", " [ 188 2898]]\n", "Confusion matrix for turbine 3, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 4 2]\n", " [ 0 0 0 0 0 0 0 2 0 27 7]\n", " [ 0 2 2 0 0 0 0 0 0 32 0]\n", " [ 0 0 0 0 0 0 0 1 0 35 0]\n", " [ 0 0 0 0 0 2 0 0 0 34 0]\n", " [ 0 0 0 0 0 5 1 2 0 28 0]\n", " [ 0 0 0 0 1 0 0 0 0 34 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 2 38 35 37 16 256 62 151 38 17460 286]\n", " [ 4 10 3 12 3 6 5 19 9 181 2824]]\n", "Confusion matrix for turbine 3, turbine category 12\n", "[[18394 271]\n", " [ 188 2898]]\n", "Confusion matrix for turbine 3, turbine category 13\n", "[[18394 271]\n", " [ 188 2898]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 3, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 1 19 1 11 4 9 24 15662 238]\n", " [ 1 0 0 1 0 0 0 264 5516]]\n", "Confusion matrix for turbine 3, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 28 34 27 17 61 19 12 4 15527 240]\n", " [ 1 19 13 2 14 1 0 0 3 281 5448]]\n", "Confusion matrix for turbine 3, turbine category 2\n", "[[15734 235]\n", " [ 264 5518]]\n", "Confusion matrix for turbine 3, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 2 5]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 2 24 27 10 14 50 18 2 1 15309 241]\n", " [ 9 0 0 0 2 0 0 0 0 260 5487]]\n", "Confusion matrix for turbine 3, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 5 5 3 9 1 5 1 15703 237]\n", " [ 60 1 0 0 0 1 0 261 5459]]\n", "Confusion matrix for turbine 3, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 43 2 5 4 7 5 8 7 2 15638 248]\n", " [ 847 5 0 0 0 0 0 1 0 252 4677]]\n", "Confusion matrix for turbine 3, turbine category 6\n", "[[ 0 1 0 0 0 0 1 0 0 29 25]\n", " [ 0 0 0 0 0 0 0 0 0 101 7]\n", " [ 0 0 0 0 0 0 0 0 0 95 13]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 100 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 2 1 6 7 0 2 7 0 3 14996 226]\n", " [ 5 10 7 0 6 14 2 5 0 252 5432]]\n", "Confusion matrix for turbine 3, turbine category 7\n", "[[ 19 0 0 0 0 0 0 0 0 19 157]\n", " [ 0 0 0 0 0 0 0 0 0 144 9]\n", " [ 0 0 0 0 0 0 0 0 0 99 4]\n", " [ 0 0 0 0 0 0 0 0 0 47 25]\n", " [ 0 0 0 0 0 0 0 0 0 49 23]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 58 14]\n", " [ 0 0 0 0 0 0 0 0 0 56 16]\n", " [ 2 27 9 31 3 2 4 8 4 15061 222]\n", " [ 99 0 6 8 2 6 0 1 0 253 5120]]\n", "Confusion matrix for turbine 3, turbine category 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 7 2]\n", " [ 0 2 0 0 0 0 0 0 0 70 0]\n", " [ 0 3 0 0 0 0 0 0 0 69 0]\n", " [ 0 1 2 1 0 0 0 0 0 61 7]\n", " [ 0 0 1 0 1 1 0 2 0 54 13]\n", " [ 0 0 2 0 0 0 0 0 0 65 5]\n", " [ 0 0 1 0 0 2 0 1 0 65 3]\n", " [ 0 0 0 0 0 0 0 1 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 67 84 100 37 48 22 12 37 18 14785 196]\n", " [ 1346 59 45 35 11 8 43 15 5 246 3947]]\n", "Confusion matrix for turbine 3, turbine category 9\n", "[[ 1 0 0 0 0 0 0 0 0 36 629]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 11 41 41 21 39 14 7 4 10 15209 246]\n", " [ 91 0 2 2 3 2 2 1 0 228 4535]]\n", "Confusion matrix for turbine 3, turbine category 10\n", "[[ 0 0 0 0 0 0 0 0 0 17 47]\n", " [ 0 0 0 0 0 0 0 0 0 37 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 17 19]\n", " [ 0 0 0 0 0 0 0 0 0 17 19]\n", " [ 0 0 0 0 0 0 0 0 0 8 28]\n", " [ 0 0 0 0 0 0 0 0 0 3 33]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 15587 232]\n", " [ 0 0 0 0 0 0 0 0 0 247 5332]]\n", "Confusion matrix for turbine 3, turbine category 11\n", "[[ 1 0 0 0 1 0 0 0 0 16 2]\n", " [ 0 1 0 0 0 0 0 0 0 99 8]\n", " [ 0 0 0 0 0 0 0 0 0 102 6]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 1 0 0 0 0 0 0 1 5 77 24]\n", " [ 0 0 0 0 0 0 0 0 0 99 9]\n", " [ 0 0 1 0 0 0 0 0 0 104 3]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 2 21 5 8 2 2 2 17 1 14851 238]\n", " [ 29 4 0 1 1 1 2 14 154 230 5282]]\n", "Confusion matrix for turbine 3, turbine category 12\n", "[[15734 235]\n", " [ 264 5518]]\n", "Confusion matrix for turbine 3, turbine category 13\n", "[[15734 235]\n", " [ 264 5518]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 3, turbine category 0\n", "[[ 1 0 0 0 0 0 0 0 0 11 39]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 1 0 0 0 0 0 0 68 3]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 2 1 1 0 1 6 2 0 19797 140]\n", " [ 0 0 0 0 0 0 0 0 0 94 1080]]\n", "Confusion matrix for turbine 3, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 2 3 2 1 1 5 5 20340 148]\n", " [ 0 0 0 0 0 0 0 99 1145]]\n", "Confusion matrix for turbine 3, turbine category 2\n", "[[20360 147]\n", " [ 101 1143]]\n", "Confusion matrix for turbine 3, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 7 6]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 2 0 0 0 0 0 0 0 0 16 18]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 12 24]\n", " [ 0 0 1 5 4 1 1 1 4 20094 148]\n", " [ 8 0 1 1 1 0 0 1 0 99 1080]]\n", "Confusion matrix for turbine 3, turbine category 4\n", "[[ 0 0 0 0 0]\n", " [ 0 0 0 0 0]\n", " [ 0 0 0 0 0]\n", " [ 6 1 2 20350 148]\n", " [ 15 0 0 101 1128]]\n", "Confusion matrix for turbine 3, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 1 1 2 3 5 4 1 20338 152]\n", " [ 0 0 12 0 0 1 0 93 1138]]\n", "Confusion matrix for turbine 3, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 4 19]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 2 0 0 0 0 0 0 68 2]\n", " [ 0 0 0 0 0 1 1 0 0 83 2]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 3 9 5 1 5 2 3 1 2 19557 153]\n", " [ 9 7 3 1 0 8 3 0 0 96 1089]]\n", "Confusion matrix for turbine 3, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 5 9]\n", " [ 0 0 0 0 0 0 0 0 0 99 9]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 0 0 0 0 0 0 0 0 0 88 20]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 1 0 0 0 0 0 0 0 0 93 14]\n", " [ 4 8 4 15 3 5 2 10 2 19497 142]\n", " [ 31 0 1 3 1 1 0 3 1 91 1049]]\n", "Confusion matrix for turbine 3, turbine category 8\n", "[[ 213 0 1 0 0 1 0 0 0 45 126]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 1 0 141 2]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 3 0 1 0 0 0 0 133 6]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 7 50 38 34 18 11 23 15 15 19035 126]\n", " [ 68 18 11 11 10 8 5 0 3 93 651]]\n", "Confusion matrix for turbine 3, turbine category 9\n", "[[ 1 0 0 0 0 0 0 0 0 17 38]\n", " [ 0 0 0 0 0 0 0 0 0 62 10]\n", " [ 0 0 1 1 0 2 0 0 0 68 0]\n", " [ 0 0 1 0 3 0 0 0 0 82 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 1 0 0 0 106 1]\n", " [ 0 0 0 0 0 2 0 0 0 106 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 3 20 13 5 11 12 3 2 4 19505 151]\n", " [ 32 0 0 0 1 0 0 0 0 100 1063]]\n", "Confusion matrix for turbine 3, turbine category 10\n", "[[ 0 0 0 0]\n", " [ 0 0 0 0]\n", " [ 5 2 20351 149]\n", " [ 0 0 100 1144]]\n", "Confusion matrix for turbine 3, turbine category 11\n", "[[ 0 0 0 0 0 0 0 1 0 5 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 8]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 17 10 10 5 13 4 12 22 19975 156]\n", " [ 7 1 2 0 0 0 0 2 1 86 1133]]\n", "Confusion matrix for turbine 3, turbine category 12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[20360 147]\n", " [ 101 1143]]\n", "Confusion matrix for turbine 3, turbine category 13\n", "[[ 0 0 0 0 0 0 0 0 0 2 16]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 25 11]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 20089 137]\n", " [ 0 0 0 0 0 0 0 0 0 100 1119]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 3, turbine category 0\n", "[[ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0]\n", " [ 1 1 3 3 19368 70]\n", " [ 1 0 0 0 191 2113]]\n", "Confusion matrix for turbine 3, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 2 1 3 6 2 1 1 19359 71]\n", " [ 0 1 14 0 0 0 0 194 2096]]\n", "Confusion matrix for turbine 3, turbine category 2\n", "[[19376 70]\n", " [ 192 2113]]\n", "Confusion matrix for turbine 3, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 5 8 2 3 1 3 3 19351 70]\n", " [ 1 0 0 13 0 0 1 0 192 2098]]\n", "Confusion matrix for turbine 3, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 6 51]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 1 0 0 0 0 0 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 102 6]\n", " [ 2 1 0 1 0 0 0 0 0 18519 70]\n", " [ 2 0 0 0 0 0 0 0 0 188 2047]]\n", "Confusion matrix for turbine 3, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 2 12]\n", " [ 0 0 0 0 0 0 0 0 0 22 14]\n", " [ 0 0 0 0 0 0 0 0 0 4 32]\n", " [ 0 0 0 0 0 0 0 0 0 12 24]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 0 0 0 0 0 0 0 0 0 3 33]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 5 0 1 2 2 5 3 0 0 19240 71]\n", " [ 0 0 0 0 0 0 0 0 0 182 1938]]\n", "Confusion matrix for turbine 3, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 17 122]\n", " [ 0 0 0 1 3 2 0 0 0 210 0]\n", " [ 0 0 0 2 5 5 1 0 0 202 1]\n", " [ 0 0 0 0 4 6 2 0 0 186 3]\n", " [ 0 0 0 4 5 1 0 0 0 149 1]\n", " [ 0 0 0 0 6 5 0 0 0 130 3]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 6 0 6 0 0 0 0 128 4]\n", " [ 0 21 40 35 176 54 6 6 40 17639 66]\n", " [ 7 0 2 0 0 1 2 4 4 179 1961]]\n", "Confusion matrix for turbine 3, turbine category 7\n", "[[ 1 0 0 0 0 0 0 0 0 38 68]\n", " [ 0 0 0 0 0 0 0 0 0 61 11]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 65 7]\n", " [ 0 0 0 0 0 0 0 0 0 37 35]\n", " [ 0 0 0 0 0 0 0 0 0 34 38]\n", " [ 0 0 0 0 0 0 0 0 0 44 28]\n", " [ 0 0 0 0 0 0 0 0 0 63 9]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 2 9 13 4 0 5 2 8 18870 67]\n", " [ 28 0 0 0 0 0 0 1 0 172 1887]]\n", "Confusion matrix for turbine 3, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 1 0 0 0 0 32 3]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 10 31 48 42 41 6 7 3 2 18904 74]\n", " [ 272 11 4 9 35 95 279 2 0 186 1398]]\n", "Confusion matrix for turbine 3, turbine category 9\n", "[[ 0 0 0 0 0 0 0 0 0 3 17]\n", " [ 0 0 0 0 0 0 0 0 1 124 19]\n", " [ 0 0 0 2 3 1 0 0 0 138 0]\n", " [ 0 0 5 1 4 5 2 0 0 111 2]\n", " [ 0 0 0 0 0 0 0 0 1 107 0]\n", " [ 0 0 0 0 2 0 0 0 7 99 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 2 0 0 1 104 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 6 28 22 58 157 73 19 10 18 18047 76]\n", " [ 242 0 1 0 0 0 1 0 1 185 1829]]\n", "Confusion matrix for turbine 3, turbine category 10\n", "[[ 0 0 0]\n", " [ 2 19374 70]\n", " [ 0 191 2114]]\n", "Confusion matrix for turbine 3, turbine category 11\n", "[[ 0 0 0 0 1 0 0 0 0 4 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 1 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 7 3 4 3 3 6 7 11 19042 73]\n", " [ 3 0 0 0 0 0 43 1 0 187 2064]]\n", "Confusion matrix for turbine 3, turbine category 12\n", "[[19376 70]\n", " [ 192 2113]]\n", "Confusion matrix for turbine 3, turbine category 13\n", "[[ 0 0 0 0 0 0 0 0 0 5 41]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 65 4]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 2 0 0 1 0 1 18981 72]\n", " [ 0 0 0 0 0 0 0 0 0 190 2065]]\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Confusion matrix for turbine 4, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 4 46]\n", " [ 0 4 0 0 0 0 0 0 0 32 0]\n", " [ 0 3 0 0 0 0 0 0 0 33 0]\n", " [ 0 0 1 3 0 1 0 0 0 31 0]\n", " [ 0 0 4 0 0 0 0 0 0 32 0]\n", " [ 2 0 1 0 1 0 0 0 0 3 29]\n", " [ 1 4 0 1 0 0 0 0 0 26 4]\n", " [ 5 1 0 1 0 0 0 0 0 20 9]\n", " [ 0 0 0 0 0 0 0 0 0 3 33]\n", " [ 1 49 194 128 401 601 167 177 414 15360 302]\n", " [ 138 3 10 6 13 4 4 1 3 285 3185]]\n", "Confusion matrix for turbine 4, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 6 8]\n", " [ 0 0 0 0 0 0 0 0 0 34 74]\n", " [ 0 0 0 0 0 0 0 0 0 57 51]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 0 0 0 0 0 0 0 0 0 95 13]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 17005 275]\n", " [ 0 0 0 0 0 0 0 0 0 304 3322]]\n", "Confusion matrix for turbine 4, turbine category 2\n", "[[17707 290]\n", " [ 313 3474]]\n", "Confusion matrix for turbine 4, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 5 0]\n", " [ 56 1120 480 82 2 6 4 8 0 15945 289]\n", " [ 42 5 1 2 0 0 0 0 0 308 3429]]\n", "Confusion matrix for turbine 4, turbine category 4\n", "[[17707 290]\n", " [ 313 3474]]\n", "Confusion matrix for turbine 4, turbine category 5\n", "[[ 3 0 0 0 2 0 0 0 1 20 46]\n", " [ 3 0 0 0 0 0 0 0 0 143 34]\n", " [ 0 0 0 0 0 0 0 0 0 164 16]\n", " [ 1 0 0 0 0 0 0 0 0 127 52]\n", " [ 0 0 0 0 0 0 0 0 0 149 24]\n", " [ 0 0 0 0 0 0 0 0 0 68 76]\n", " [ 0 0 0 0 0 0 0 0 0 67 77]\n", " [ 0 0 0 0 0 0 0 0 0 71 73]\n", " [ 0 0 0 0 0 0 0 0 0 136 8]\n", " [ 1 90 7 0 8 0 1 2 12 16677 265]\n", " [ 97 3 0 3 0 12 3 5 3 305 2929]]\n", "Confusion matrix for turbine 4, turbine category 6\n", "[[ 255 0 6 1 0 0 0 1 1 83 149]\n", " [ 28 3 0 0 0 0 1 0 2 353 62]\n", " [ 43 17 0 1 0 0 0 0 0 271 38]\n", " [ 23 1 0 0 0 1 2 0 0 221 59]\n", " [ 12 1 2 1 0 0 0 0 0 202 34]\n", " [ 0 0 0 0 0 1 0 0 0 212 39]\n", " [ 4 0 0 0 2 1 0 0 0 206 39]\n", " [ 1 7 2 0 0 0 0 0 0 187 55]\n", " [ 0 0 0 0 0 1 0 0 0 222 20]\n", " [ 211 38 49 2 28 30 5 0 40 15401 202]\n", " [ 591 101 19 1 45 10 0 0 2 226 1910]]\n", "Confusion matrix for turbine 4, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 4 14]\n", " [ 0 0 0 0 0 0 0 0 0 33 39]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 60 12]\n", " [ 0 0 0 0 0 0 0 0 0 48 24]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 56 16]\n", " [ 0 0 0 0 0 0 0 0 0 17228 268]\n", " [ 0 0 0 0 0 0 0 0 0 308 3386]]\n", "Confusion matrix for turbine 4, turbine category 8\n", "[[ 346 4 0 2 4 0 0 0 0 170 509]\n", " [ 63 0 1 7 9 2 1 0 0 382 167]\n", " [ 4 1 0 39 4 6 0 0 2 367 65]\n", " [ 1 2 4 6 1 2 0 0 1 403 48]\n", " [ 12 6 2 0 3 3 1 1 3 357 57]\n", " [ 9 3 1 4 6 0 11 0 1 316 81]\n", " [ 7 5 1 2 3 4 12 2 0 322 74]\n", " [ 15 1 0 1 3 0 5 3 3 352 49]\n", " [ 18 3 0 2 8 2 4 0 0 347 48]\n", " [ 149 117 47 202 108 46 119 58 86 13660 184]\n", " [ 215 52 18 14 49 17 7 12 0 163 1665]]\n", "Confusion matrix for turbine 4, turbine category 9\n", "[[ 1 0 0 0 0 3 0 0 0 27 174]\n", " [ 0 0 0 0 0 0 0 0 0 63 61]\n", " [ 0 0 0 0 0 0 0 0 0 27 81]\n", " [ 0 0 0 0 0 0 0 0 0 50 58]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 75 33]\n", " [ 0 0 0 0 0 0 0 0 0 66 42]\n", " [ 0 0 0 0 0 0 0 0 0 97 11]\n", " [ 0 0 0 0 0 0 0 0 0 86 22]\n", " [ 0 0 0 0 4 0 1 2 10 17115 273]\n", " [ 7 0 0 0 6 8 3 4 3 315 2948]]\n", "Confusion matrix for turbine 4, turbine category 10\n", "[[17707 290]\n", " [ 313 3474]]\n", "Confusion matrix for turbine 4, turbine category 11\n", "[[ 1 3 0 0 0 0 0 0 0 33 20]\n", " [ 1 3 1 0 4 2 0 0 0 256 57]\n", " [ 0 0 0 0 1 2 0 1 0 281 39]\n", " [ 0 0 0 0 0 1 0 0 0 261 62]\n", " [ 0 0 0 1 1 0 0 0 3 278 41]\n", " [ 0 0 0 0 1 10 0 0 0 303 10]\n", " [ 0 0 0 0 2 0 0 0 1 291 30]\n", " [ 0 0 0 0 0 0 0 1 0 268 50]\n", " [ 0 0 3 0 2 0 0 0 0 206 77]\n", " [ 0 18 5 12 3 63 7 20 18 15401 234]\n", " [ 3 5 16 0 6 0 1 0 0 241 3123]]\n", "Confusion matrix for turbine 4, turbine category 12\n", "[[17707 290]\n", " [ 313 3474]]\n", "Confusion matrix for turbine 4, turbine category 13\n", "[[17707 290]\n", " [ 313 3474]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 4, turbine category 0\n", "[[ 1 0 0 0 0 0 0 0 0 13 13]\n", " [ 1 1 2 0 1 1 0 0 0 145 10]\n", " [ 0 0 0 0 0 0 1 1 0 142 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 2 2 1 0 0 0 0 0 130 9]\n", " [ 10 0 0 0 1 0 0 0 1 103 29]\n", " [ 22 0 0 0 0 0 0 0 0 115 7]\n", " [ 11 1 0 0 0 0 0 0 0 114 18]\n", " [ 4 0 0 0 0 0 0 0 0 118 22]\n", " [ 9 21 16 17 17 5 12 6 7 13659 340]\n", " [ 131 0 0 1 2 11 6 17 3 200 6108]]\n", "Confusion matrix for turbine 4, turbine category 1\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 13 7 5 4 4 10 16 14673 384]\n", " [ 0 3 0 0 0 2 0 0 244 6418]]\n", "Confusion matrix for turbine 4, turbine category 2\n", "[[14747 370]\n", " [ 254 6413]]\n", "Confusion matrix for turbine 4, turbine category 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 3 25]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 6 23 6 1 5 9 4 0 0 14412 367]\n", " [ 724 0 1 0 0 0 0 0 1 253 5661]]\n", "Confusion matrix for turbine 4, turbine category 4\n", "[[14747 370]\n", " [ 254 6413]]\n", "Confusion matrix for turbine 4, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 19 18 16 6 3 9 17 12 14646 371]\n", " [ 4 16 0 2 2 10 5 19 0 246 6363]]\n", "Confusion matrix for turbine 4, turbine category 6\n", "[[ 3 0 0 0 0 0 0 0 0 6 8]\n", " [ 0 0 0 0 0 0 0 0 0 33 39]\n", " [ 0 0 0 0 1 0 0 0 0 35 36]\n", " [ 0 1 0 0 0 0 0 0 0 35 36]\n", " [ 0 0 1 0 0 0 0 0 0 35 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 31 41]\n", " [ 53 34 25 49 30 22 62 31 20 14173 337]\n", " [ 435 14 7 58 12 8 1 23 2 259 5536]]\n", "Confusion matrix for turbine 4, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 5 11 5 1 3 3 1 14 14692 380]\n", " [ 1 2 0 0 0 0 2 0 0 249 6413]]\n", "Confusion matrix for turbine 4, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 175 114 89 129 109 106 60 46 39 13927 323]\n", " [ 1783 110 31 6 24 47 41 79 6 215 4325]]\n", "Confusion matrix for turbine 4, turbine category 9\n", "[[ 10 22 0 0 0 1 2 0 0 506 4619]\n", " [ 0 0 0 0 0 0 0 0 0 126 95]\n", " [ 0 0 0 0 0 0 0 0 0 125 65]\n", " [ 0 0 0 0 0 0 0 0 0 100 80]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 0 0 0 0 0 0 0 0 0 143 37]\n", " [ 0 0 0 0 0 0 0 0 0 110 70]\n", " [ 0 0 0 0 0 0 0 0 0 118 62]\n", " [ 0 0 0 0 0 0 0 0 0 139 41]\n", " [ 0 14 0 1 0 1 5 5 3 13277 254]\n", " [ 0 0 0 0 0 0 1 0 0 168 1404]]\n", "Confusion matrix for turbine 4, turbine category 10\n", "[[14747 370]\n", " [ 254 6413]]\n", "Confusion matrix for turbine 4, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 3 4]\n", " [ 0 5 0 0 0 2 0 0 1 26 2]\n", " [ 0 0 0 0 0 0 0 0 0 15 21]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 20 16]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 6 69 26 23 20 15 24 27 11 14307 378]\n", " [ 3 27 2 8 7 3 6 2 93 233 6199]]\n", "Confusion matrix for turbine 4, turbine category 12\n", "[[14746 371]\n", " [ 254 6413]]\n", "Confusion matrix for turbine 4, turbine category 13\n", "[[14747 370]\n", " [ 254 6413]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 4, turbine category 0\n", "[[ 0 0 0 0 0 0 0 3 3 3 226]\n", " [ 1 4 2 6 8 2 0 5 3 59 18]\n", " [ 0 5 2 1 3 5 1 5 1 81 4]\n", " [ 0 1 1 0 1 0 1 2 4 98 0]\n", " [ 0 0 3 14 1 0 0 6 0 84 0]\n", " [ 0 1 0 18 4 0 0 6 0 75 4]\n", " [ 0 1 1 3 2 0 0 1 0 83 17]\n", " [ 0 2 1 7 1 0 0 1 0 83 13]\n", " [ 0 0 11 7 7 1 1 3 0 74 4]\n", " [ 9 60 33 85 142 6 27 33 9 16463 177]\n", " [ 1 30 17 21 33 30 7 10 1 197 3294]]\n", "Confusion matrix for turbine 4, turbine category 1\n", "[[ 0 2 0 0 0 0 0 0 0 1 1]\n", " [ 0 1 0 0 0 0 0 0 0 9 26]\n", " [ 0 0 2 0 0 0 0 0 0 16 18]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 24 12]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 3 0 0 4 3 2 2 1 17363 193]\n", " [ 0 1 0 0 0 1 0 0 0 208 3711]]\n", "Confusion matrix for turbine 4, turbine category 2\n", "[[17608 183]\n", " [ 219 3774]]\n", "Confusion matrix for turbine 4, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0 4]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 25 11]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 15 6 4 15 7 4 3 1 17289 181]\n", " [ 45 0 0 0 0 0 0 0 0 208 3714]]\n", "Confusion matrix for turbine 4, turbine category 4\n", "[[17608 183]\n", " [ 219 3774]]\n", "Confusion matrix for turbine 4, turbine category 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 2 1 0 0 0 0 0 0 0 6 20]\n", " [ 0 0 0 0 1 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 1 0 0 0 1 0 0 0 67 3]\n", " [ 1 16 11 7 2 2 3 4 1 16995 173]\n", " [ 5 0 0 9 0 2 0 6 0 225 3717]]\n", "Confusion matrix for turbine 4, turbine category 6\n", "[[ 300 0 0 0 0 0 0 0 0 6 14]\n", " [ 36 0 0 0 0 0 0 0 0 57 15]\n", " [ 36 0 0 0 0 0 0 0 0 62 10]\n", " [ 36 0 0 0 0 0 0 0 0 47 25]\n", " [ 36 0 0 0 0 0 0 0 0 47 25]\n", " [ 35 0 0 0 0 0 0 0 0 58 15]\n", " [ 36 0 0 0 0 0 0 0 0 54 3]\n", " [ 35 0 0 0 0 1 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 738 4 6 5 5 7 6 1 3 15866 162]\n", " [ 169 26 2 12 3 0 0 2 15 229 3426]]\n", "Confusion matrix for turbine 4, turbine category 7\n", "[[ 1 0 0 0 0 0 0 0 0 96 161]\n", " [ 0 0 0 0 0 0 0 0 0 317 5]\n", " [ 0 0 0 0 0 0 0 0 0 285 3]\n", " [ 0 0 0 0 0 0 0 0 0 263 17]\n", " [ 0 0 0 0 0 0 0 0 0 219 29]\n", " [ 0 0 0 0 0 0 0 0 0 175 26]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 0 0 0 0 0 0 0 0 0 111 33]\n", " [ 0 0 0 0 0 0 0 0 0 139 5]\n", " [ 1 0 0 0 1 3 1 1 1 15876 175]\n", " [ 4 0 0 0 0 0 0 0 1 186 3469]]\n", "Confusion matrix for turbine 4, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 0 91]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 15 21]\n", " [ 0 0 0 0 0 0 0 0 0 11 25]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 0 0 0 0 0 0 0 0 0 24 12]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 46 3 9 10 13 25 11 23 8 17308 150]\n", " [ 215 6 2 0 9 7 0 8 1 217 3334]]\n", "Confusion matrix for turbine 4, turbine category 9\n", "[[ 76 0 0 0 0 0 0 0 0 13 38]\n", " [ 30 0 0 0 0 0 0 0 0 88 6]\n", " [ 22 0 0 0 0 0 0 0 0 72 14]\n", " [ 0 0 0 0 1 0 0 0 0 71 36]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 74 34]\n", " [ 0 0 0 0 0 0 0 0 0 98 10]\n", " [ 0 0 0 0 1 0 0 0 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 99 9]\n", " [ 48 11 7 15 18 23 11 21 5 16771 143]\n", " [ 1711 78 0 12 1 2 1 2 9 207 1681]]\n", "Confusion matrix for turbine 4, turbine category 10\n", "[[17608 183]\n", " [ 219 3774]]\n", "Confusion matrix for turbine 4, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 12 0]\n", " [ 1 0 0 0 0 0 0 0 0 68 3]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 1 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 5 14 8 8 4 5 6 8 7 16976 168]\n", " [ 3 4 2 5 0 1 0 0 0 211 3761]]\n", "Confusion matrix for turbine 4, turbine category 12\n", "[[17608 183]\n", " [ 219 3774]]\n", "Confusion matrix for turbine 4, turbine category 13\n", "[[17608 183]\n", " [ 219 3774]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 4, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 8 25 5 11 10 7 2 3 6 20377 168]\n", " [ 20 0 1 1 0 0 0 0 0 124 1016]]\n", "Confusion matrix for turbine 4, turbine category 1\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 1 4 2 6 1 20420 188]\n", " [ 0 0 0 0 0 125 1037]]\n", "Confusion matrix for turbine 4, turbine category 2\n", "[[20458 164]\n", " [ 124 1038]]\n", "Confusion matrix for turbine 4, turbine category 3\n", "[[ 1 0 0 0 0 0 0 0 0 2476 361]\n", " [ 0 0 0 0 0 0 0 0 0 223 25]\n", " [ 0 0 0 0 0 0 0 0 0 178 16]\n", " [ 0 0 0 0 0 0 0 0 0 180 0]\n", " [ 0 0 0 0 0 0 0 0 0 168 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 1 0 0 0 139 4]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 138 6]\n", " [ 0 8 2 2 2 7 1 6 1 16685 155]\n", " [ 2 0 0 0 0 0 0 0 0 77 632]]\n", "Confusion matrix for turbine 4, turbine category 4\n", "[[ 0 0 0 0 0 0 0 0 0 14 214]\n", " [ 0 0 0 0 0 0 0 0 0 28 52]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 49 9]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 24 12]\n", " [ 0 0 0 0 0 0 0 0 0 8 28]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 14 22]\n", " [ 0 0 0 0 0 0 0 0 0 20232 162]\n", " [ 0 0 0 0 0 0 0 0 0 114 658]]\n", "Confusion matrix for turbine 4, turbine category 5\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 3 5 3 1 2 3 2 20431 172]\n", " [ 7 0 0 0 0 0 1 0 121 1033]]\n", "Confusion matrix for turbine 4, turbine category 6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 5 48]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 6 23 16 5 3 4 5 6 4 20093 166]\n", " [ 19 1 1 3 1 0 0 0 5 128 954]]\n", "Confusion matrix for turbine 4, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 9 14 13 5 5 8 12 3 12 20358 183]\n", " [ 52 0 0 0 0 0 2 0 0 113 995]]\n", "Confusion matrix for turbine 4, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 7 9]\n", " [ 0 0 0 0 0 0 0 0 0 74 34]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 10 2 9 6 8 5 2 11 10 19556 173]\n", " [ 76 6 0 0 4 0 0 3 0 122 901]]\n", "Confusion matrix for turbine 4, turbine category 9\n", "[[ 53 4 0 0 0 0 0 0 0 55 53]\n", " [ 1 0 0 0 0 0 0 0 0 162 16]\n", " [ 1 0 0 0 0 0 0 0 0 176 3]\n", " [ 0 0 0 0 0 0 0 0 0 173 7]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 1 0 1 176 2]\n", " [ 4 0 0 0 0 0 0 0 0 151 25]\n", " [ 3 6 3 1 2 13 11 3 2 18998 151]\n", " [ 220 5 0 0 0 0 0 0 0 105 657]]\n", "Confusion matrix for turbine 4, turbine category 10\n", "[[20458 164]\n", " [ 124 1038]]\n", "Confusion matrix for turbine 4, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 12 7]\n", " [ 0 0 0 0 0 0 0 0 0 99 9]\n", " [ 0 0 0 0 0 0 0 1 0 104 3]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 78 30]\n", " [ 0 0 0 0 1 0 0 0 0 103 4]\n", " [ 0 0 0 0 0 0 0 0 0 101 7]\n", " [ 0 0 0 0 0 0 0 0 0 102 6]\n", " [ 1 10 7 8 5 6 2 8 11 19583 157]\n", " [ 2 0 2 1 0 0 0 0 0 101 997]]\n", "Confusion matrix for turbine 4, turbine category 12\n", "[[20458 164]\n", " [ 124 1038]]\n", "Confusion matrix for turbine 4, turbine category 13\n", "[[ 0 0 0 0 0 0 0 0 0 8 42]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 48 29]\n", " [ 0 0 0 0 0 0 0 0 0 62 10]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 19810 160]\n", " [ 0 0 0 0 0 0 0 0 0 123 952]]\n", "------------------------------------------------------------------------\n", "Confusion matrix for turbine 4, turbine category 0\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 5 29 2 1 1 1 2 20258 61]\n", " [ 2 0 0 0 0 0 1 0 84 1337]]\n", "Confusion matrix for turbine 4, turbine category 1\n", "[[ 0 0 0 0]\n", " [ 0 0 0 0]\n", " [ 1 2 20297 60]\n", " [ 0 0 82 1342]]\n", "Confusion matrix for turbine 4, turbine category 2\n", "[[20300 60]\n", " [ 82 1342]]\n", "Confusion matrix for turbine 4, turbine category 3\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 2 10 2 12 66 151 4 5 20043 65]\n", " [ 61 5 0 0 0 0 0 0 0 84 1274]]\n", "Confusion matrix for turbine 4, turbine category 4\n", "[[ 0 1 0 0 0 0 0 0 0 13 117]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 1 0 107 0]\n", " [ 0 0 0 0 0 0 0 1 0 106 1]\n", " [ 0 0 0 0 0 0 0 0 0 97 11]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 3 0 0 0 0 0 19451 54]\n", " [ 15 3 17 0 0 0 0 0 0 80 1166]]\n", "Confusion matrix for turbine 4, turbine category 5\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 2 1 0 4 1 20287 65]\n", " [ 1 1 3 0 0 83 1336]]\n", "Confusion matrix for turbine 4, turbine category 6\n", "[[ 0 0 0 0 0 0 0 0 0 11 6]\n", " [ 0 0 0 0 0 0 0 0 0 90 54]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 1 0 0 143 0]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 7 25 6 1 5 1 3 1 3 19160 56]\n", " [ 84 0 0 0 4 0 0 0 0 78 1181]]\n", "Confusion matrix for turbine 4, turbine category 7\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 3 2 3 1 3 3 4 20277 64]\n", " [ 0 0 0 0 3 0 0 83 1338]]\n", "Confusion matrix for turbine 4, turbine category 8\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 6 3 16 3 3 5 6 2 1 20253 62]\n", " [ 26 2 0 0 3 0 0 0 0 84 1309]]\n", "Confusion matrix for turbine 4, turbine category 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 136 6 0 0 0 0 0 0 41 110 857]\n", " [ 7 0 0 1 0 0 0 0 1 530 13]\n", " [ 1 0 0 0 0 0 0 0 0 533 6]\n", " [ 0 0 0 0 0 0 0 0 1 529 2]\n", " [ 0 0 0 0 0 0 0 0 1 499 4]\n", " [ 0 0 0 0 1 0 0 0 2 500 1]\n", " [ 1 0 0 0 0 0 0 0 0 457 18]\n", " [ 0 1 0 0 0 0 0 0 0 458 9]\n", " [ 1 0 0 0 0 0 0 0 1 423 11]\n", " [ 6 7 4 15 13 7 1 2 12 16220 53]\n", " [ 20 0 0 0 0 0 0 0 0 37 225]]\n", "Confusion matrix for turbine 4, turbine category 10\n", "[[20300 60]\n", " [ 82 1342]]\n", "Confusion matrix for turbine 4, turbine category 11\n", "[[ 0 0 0 0 0 0 0 0 0 20 10]\n", " [ 0 0 0 0 0 0 0 0 0 142 38]\n", " [ 0 0 0 0 0 0 0 0 0 142 38]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 0 0 0 0 0 0 2 0 0 142 36]\n", " [ 0 0 0 0 0 1 0 0 0 139 40]\n", " [ 0 0 0 0 0 0 0 0 0 148 32]\n", " [ 0 0 0 1 0 0 0 0 0 151 28]\n", " [ 0 0 0 0 0 0 0 0 0 147 29]\n", " [ 1 7 4 5 1 3 4 7 1 19106 55]\n", " [ 0 19 0 0 0 0 0 0 0 60 1045]]\n", "Confusion matrix for turbine 4, turbine category 12\n", "[[20300 60]\n", " [ 82 1342]]\n", "Confusion matrix for turbine 4, turbine category 13\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 3 2 1 2 20292 60]\n", " [ 1 0 0 0 0 82 1341]]\n", "------------------------------------------------------------------------\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m 111\u001b[0m _bn_ok_dtype(values.dtype, bn_name)):\n\u001b[1;32m--> 112\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbn_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypeError\u001b[0m: 'NoneType' object is not callable", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 60\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;34m'curtailed'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 61\u001b[1;33m \u001b[0mdfx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'curtailment'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdfx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf22\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 62\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 63\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mf3\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#filter unusual readings, i.e. for normal operation, power <=0 in operating wind speeds, power >100...\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, axis, broadcast, raw, reduce, args, **kwds)\u001b[0m\n\u001b[0;32m 4260\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4261\u001b[0m \u001b[0mreduce\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreduce\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4262\u001b[1;33m ignore_failures=ignore_failures)\n\u001b[0m\u001b[0;32m 4263\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4264\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_broadcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_apply_standard\u001b[1;34m(self, func, axis, ignore_failures, reduce)\u001b[0m\n\u001b[0;32m 4316\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_agg_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4317\u001b[0m result = lib.reduce(values, func, axis=axis, dummy=dummy,\n\u001b[1;32m-> 4318\u001b[1;33m labels=labels)\n\u001b[0m\u001b[0;32m 4319\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4320\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mpandas\\_libs\\src\\reduce.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.reduce (pandas\\_libs\\lib.c:44036)\u001b[1;34m()\u001b[0m\n", "\u001b[1;32mpandas\\_libs\\src\\reduce.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.Reducer.get_result (pandas\\_libs\\lib.c:33629)\u001b[1;34m()\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mf22\u001b[1;34m(c)\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mf22\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#filter out curtailment - curtailed when turbine is pitching outside 0deg<= normal <=3.5deg\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 55\u001b[0m if 0<=c['pitch']<=3.5 or c['hours']!=9999 or ((c['pitch']>3.5 or c['pitch']<0) and \n\u001b[1;32m---> 56\u001b[1;33m (c['ap_av']<=(.1*dfx['ap_av'].max()) \n\u001b[0m\u001b[0;32m 57\u001b[0m or c['ap_av']>=(.9*dfx['ap_av'].max()))):\n\u001b[0;32m 58\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[1;34m'normal'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mstat_func\u001b[1;34m(self, axis, skipna, level, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 6340\u001b[0m skipna=skipna)\n\u001b[0;32m 6341\u001b[0m return self._reduce(f, name, axis=axis, skipna=skipna,\n\u001b[1;32m-> 6342\u001b[1;33m numeric_only=numeric_only)\n\u001b[0m\u001b[0;32m 6343\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6344\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mset_function_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36m_reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m 2379\u001b[0m 'numeric_only.'.format(name))\n\u001b[0;32m 2380\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2381\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelegate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2382\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2383\u001b[0m return delegate._reduce(op=op, name=name, axis=axis, skipna=skipna,\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m 120\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 121\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 122\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 123\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 124\u001b[0m \u001b[1;31m# we want to transform an object array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna)\u001b[0m\n\u001b[0;32m 458\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 459\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 460\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 461\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 462\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_wrap_results\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Program Files\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amax\u001b[1;34m(a, axis, out, keepdims)\u001b[0m\n\u001b[0;32m 24\u001b[0m \u001b[1;31m# small reductions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 25\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_amax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 26\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mumr_maximum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 27\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 28\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_amin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "for x in list1: # filter only data for turbine x\n", " dfx = df[(df[\"turbine_id\"] == x)].copy()\n", " for y in list2:\n", " # copying fault to new column (mins)\n", " # (fault when turbine category id is y)\n", "\n", " def ff(c):\n", " if c[\"TurbineCategory_id\"] == y:\n", " return 0\n", " else:\n", " return 1\n", "\n", " dfx[\"mins\"] = dfx.apply(ff, axis=1)\n", "\n", " dfx = dfx.sort_values(by=\"timestamp\", ascending=False)\n", " # sort values by timestamp in descending order\n", " dfx.reset_index(drop=True, inplace=True) # reset index\n", "\n", " if dfx.loc[0, \"mins\"] == 0:\n", " # assigning value to first cell if it's not 0\n", " dfx.set_value(0, \"mins\", 0)\n", " else:\n", " dfx.set_value(0, \"mins\", 999999999)\n", "\n", " for i, e in enumerate(dfx[\"mins\"]):\n", " # using previous value's row to evaluate time\n", " if e == 1:\n", " dfx.at[i, \"mins\"] = dfx.at[i - 1, \"mins\"] + 10\n", "\n", " dfx = dfx.sort_values(by=\"timestamp\") # sort in ascending order\n", " dfx.reset_index(drop=True, inplace=True) # reset index\n", " dfx[\"hours\"] = dfx[\"mins\"].astype(np.int64)\n", " # convert to hours, then round to nearest hour\n", " dfx[\"hours\"] = dfx[\"hours\"] / 60\n", " dfx[\"hours\"] = round(dfx[\"hours\"]).astype(np.int64)\n", "\n", " def f11(c): # > 48 hours - label as normal (9999)\n", " if c[\"hours\"] > 48:\n", " return 9999\n", " else:\n", " return c[\"hours\"]\n", "\n", " dfx[\"hours\"] = dfx.apply(f11, axis=1)\n", "\n", " def f22(\n", " c,\n", " ):\n", " # filter out curtailment - curtailed when turbine is pitching\n", " # outside 0 deg <= normal <= 3.5 deg\n", " if (\n", " 0 <= c[\"pitch\"] <= 3.5\n", " or c[\"hours\"] != 9999\n", " or (\n", " (c[\"pitch\"] > 3.5 or c[\"pitch\"] < 0)\n", " and (\n", " c[\"ap_av\"] <= (0.1 * dfx[\"ap_av\"].max())\n", " or c[\"ap_av\"] >= (0.9 * dfx[\"ap_av\"].max())\n", " )\n", " )\n", " ):\n", " return \"normal\"\n", " else:\n", " return \"curtailed\"\n", "\n", " dfx[\"curtailment\"] = dfx.apply(f22, axis=1)\n", "\n", " def f3(\n", " c,\n", " ):\n", " # filter unusual readings, i.e. for normal operation,\n", " # power <= 0 in operating wind speeds, power >100...\n", " # before cut-in, runtime < 600 and other downtime categories\n", " if c[\"hours\"] == 9999 and (\n", " (\n", " 3 < c[\"ws_av\"] < 25\n", " and (\n", " c[\"ap_av\"] <= 0\n", " or c[\"runtime\"] < 600\n", " or c[\"EnvironmentalCategory_id\"] > 1\n", " or c[\"GridCategory_id\"] > 1\n", " or c[\"InfrastructureCategory_id\"] > 1\n", " or c[\"AvailabilityCategory_id\"] == 2\n", " or 12 <= c[\"TurbineCategory_id\"] <= 15\n", " or 21 <= c[\"TurbineCategory_id\"] <= 22\n", " )\n", " )\n", " or (c[\"ws_av\"] < 3 and c[\"ap_av\"] > 100)\n", " ):\n", " return \"unusual\"\n", " else:\n", " return \"normal\"\n", "\n", " dfx[\"unusual\"] = dfx.apply(f3, axis=1)\n", "\n", " def f4(c): # round to 6 hour intervals\n", " if c[\"hours\"] == 0:\n", " return 10\n", " elif 1 <= c[\"hours\"] <= 6:\n", " return 11\n", " elif 7 <= c[\"hours\"] <= 12:\n", " return 12\n", " elif 13 <= c[\"hours\"] <= 18:\n", " return 13\n", " elif 19 <= c[\"hours\"] <= 24:\n", " return 14\n", " elif 25 <= c[\"hours\"] <= 30:\n", " return 15\n", " elif 31 <= c[\"hours\"] <= 36:\n", " return 16\n", " elif 37 <= c[\"hours\"] <= 42:\n", " return 17\n", " elif 43 <= c[\"hours\"] <= 48:\n", " return 18\n", " else:\n", " return 19\n", "\n", " dfx[\"hours6\"] = dfx.apply(f4, axis=1)\n", "\n", " def f5(c): # change label for unusual and curtailed data (20)\n", " if c[\"unusual\"] == \"unusual\" or c[\"curtailment\"] == \"curtailed\":\n", " return 20\n", " else:\n", " return c[\"hours6\"]\n", "\n", " dfx[\"hours_%s\" % y] = dfx.apply(f5, axis=1)\n", "\n", " dfx = dfx.drop(\"hours6\", axis=1) # drop unnecessary columns\n", " dfx = dfx.drop(\"hours\", axis=1)\n", " dfx = dfx.drop(\"mins\", axis=1)\n", " dfx = dfx.drop(\"curtailment\", axis=1)\n", " dfx = dfx.drop(\"unusual\", axis=1)\n", "\n", " # separate features from classes for classification\n", " features = [\n", " \"ap_av\",\n", " \"ws_av\",\n", " \"wd_av\",\n", " \"pitch\",\n", " \"ap_max\",\n", " \"ap_dev\",\n", " \"reactive_power\",\n", " \"rs_av\",\n", " \"gen_sp\",\n", " \"nac_pos\",\n", " ]\n", " classes = [col for col in dfx.columns if \"hours\" in col]\n", " list6 = features + classes # list of columns to copy into new df\n", " df2 = dfx[list6].copy()\n", " df2 = df2.dropna() # drop NaNs\n", " X = df2[features]\n", " X = preprocessing.normalize(X) # normalise features to values b/w 0 and 1\n", " Y = df2[classes]\n", " Y = Y.as_matrix() # convert from pd dataframe to np array\n", " # cross validation using time series split\n", " tscv = TimeSeriesSplit(n_splits=5)\n", "\n", " rf = RandomForestClassifier(criterion=\"entropy\", n_jobs=-1)\n", " for train_index, test_index in tscv.split(X):\n", " # looping for each cross validation fold\n", " # split train and test sets\n", " X_train, X_test = X[train_index], X[test_index]\n", " Y_train, Y_test = Y[train_index], Y[test_index]\n", " rf1 = rf.fit(X_train, Y_train) # fit to classifier and predict\n", " Yp = rf1.predict(X_test)\n", " for m in list4:\n", " Yt = Y_test[:, m]\n", " Ypr = Yp[:, m]\n", " print(\n", " \"Confusion matrix for turbine {}, turbine category {}\".format(\n", " x, m\n", " )\n", " )\n", " print(confusion_matrix(Yt, Ypr))\n", " print(\"------------------------------------------------------------\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 202 186 75 126 29 13 4 3 1 23 48]\n", " [ 172 1369 475 382 143 66 32 21 26 233 0]\n", " [ 59 668 351 216 115 47 23 24 18 276 1]\n", " [ 30 462 201 137 128 69 34 28 13 256 6]\n", " [ 19 306 244 115 84 18 31 15 15 269 10]\n", " [ 14 185 193 102 90 31 33 32 17 239 1]\n", " [ 10 113 112 65 55 21 22 20 29 332 7]\n", " [ 7 102 121 86 41 29 31 31 18 274 1]\n", " [ 16 79 143 90 56 27 21 17 30 186 7]\n", " [ 201 863 857 526 316 157 287 205 295 2348 19]\n", " [ 31 19 31 54 8 6 15 5 15 38 6]]\n", "[[ 37 53 8 8 1 4 4 1 0 7 0]\n", " [ 30 366 176 97 26 10 18 12 1 159 10]\n", " [ 18 232 93 76 39 17 18 13 7 206 15]\n", " [ 24 176 86 27 31 15 32 12 6 257 20]\n", " [ 19 160 60 57 35 11 19 5 4 247 5]\n", " [ 11 103 76 53 43 21 16 11 3 274 1]\n", " [ 9 56 95 46 51 22 21 13 18 255 2]\n", " [ 21 71 76 63 50 14 17 14 13 237 0]\n", " [ 7 102 64 51 23 18 6 18 10 217 11]\n", " [ 54 1131 773 773 433 312 234 233 181 6041 31]\n", " [ 553 67 135 156 51 42 9 41 9 325 398]]\n", "[[ 31 4 2 1 0 0 0 0 1 28 83]\n", " [ 71 70 21 6 1 1 2 2 6 156 40]\n", " [ 45 30 6 0 1 4 1 1 6 230 27]\n", " [ 37 17 9 16 1 4 4 0 2 214 20]\n", " [ 51 15 8 17 1 1 2 1 10 205 13]\n", " [ 44 10 6 2 4 2 5 2 14 211 24]\n", " [ 36 1 1 2 0 0 3 2 4 219 41]\n", " [ 36 1 1 0 5 1 4 2 0 168 66]\n", " [ 26 0 2 0 0 2 0 0 0 190 32]\n", " [ 468 88 106 54 37 34 54 25 67 6303 735]\n", " [ 129 218 35 35 87 7 28 32 31 1197 4891]]\n", "[[ 167 61 27 12 8 3 0 1 1 189 76]\n", " [ 529 403 98 50 37 19 10 9 6 411 52]\n", " [ 129 230 87 49 30 24 11 8 10 438 47]\n", " [ 50 162 67 29 32 16 25 11 5 434 49]\n", " [ 38 79 34 23 17 24 17 4 6 379 37]\n", " [ 28 98 38 28 37 18 10 11 6 292 75]\n", " [ 34 40 31 40 25 29 26 9 1 332 9]\n", " [ 4 51 18 24 29 23 18 12 4 331 28]\n", " [ 8 38 13 22 17 18 10 3 1 303 54]\n", " [ 27 782 365 282 249 222 147 91 87 6323 27]\n", " [ 372 373 85 47 12 5 1 12 7 76 747]]\n", "[[ 184 136 110 19 5 26 7 1 4 74 229]\n", " [ 49 817 222 88 33 23 14 11 19 532 268]\n", " [ 30 324 97 53 21 9 22 13 12 501 192]\n", " [ 12 251 59 45 13 15 12 12 3 530 67]\n", " [ 16 140 42 30 10 13 12 0 4 488 37]\n", " [ 11 46 34 23 17 10 7 4 4 462 16]\n", " [ 1 35 14 27 15 8 5 10 1 358 60]\n", " [ 10 45 15 38 12 11 7 3 12 289 45]\n", " [ 1 76 17 11 10 3 7 3 5 234 67]\n", " [ 72 1278 378 297 199 112 107 76 51 5606 27]\n", " [ 139 243 68 31 10 14 7 4 21 125 445]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 6 105 87 76 103 34 27 29 110 16112 56]\n", " [ 1580 17 3 0 2 0 2 0 3 430 1617]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 4 6 2 11 15 4 2 17980 72]\n", " [ 2 0 0 0 1 0 0 929 1371]]\n", "[[ 0 0 0 0 0 0 0 0 0 7 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 2 12 4 3 14 9 11 2 16197 235]\n", " [ 0 0 0 0 0 0 0 0 3 262 3350]]\n", "[[ 1 0 0 0 0 0 0 0 0 128 494]\n", " [ 0 1 0 0 0 0 0 0 0 360 34]\n", " [ 0 0 0 0 0 1 0 0 1 262 41]\n", " [ 0 0 0 0 0 0 0 0 0 186 36]\n", " [ 0 0 0 0 0 1 0 0 0 125 54]\n", " [ 0 0 0 0 0 0 0 0 0 120 60]\n", " [ 0 0 0 0 0 0 0 0 0 141 39]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 0 0 0 0 0 0 0 0 0 144 36]\n", " [ 5 7 11 2 1 3 2 1 1 14846 64]\n", " [ 1 0 0 1 0 0 0 0 0 440 2569]]\n", "[[ 25 0 1 0 0 3 0 0 0 90 712]\n", " [ 0 0 0 0 0 0 0 0 0 390 42]\n", " [ 0 0 0 0 0 1 0 0 0 344 40]\n", " [ 1 0 0 0 0 0 0 0 0 279 44]\n", " [ 0 0 0 0 0 0 0 0 0 277 37]\n", " [ 0 0 0 0 0 0 0 0 0 239 49]\n", " [ 0 0 0 0 0 0 0 0 0 274 14]\n", " [ 0 0 0 0 0 0 0 0 0 285 3]\n", " [ 0 0 0 0 0 0 0 0 0 274 14]\n", " [ 4 1 2 4 0 6 4 3 2 11236 136]\n", " [ 9 7 2 0 1 0 0 0 0 198 5346]]\n", "[[2081 99 17 15 21 44 5 5 6 128 86]\n", " [ 154 625 204 105 85 41 31 12 30 329 36]\n", " [ 74 327 142 101 67 61 42 26 20 269 27]\n", " [ 24 176 140 72 36 53 29 24 7 200 12]\n", " [ 14 141 77 63 20 22 11 10 9 186 18]\n", " [ 5 162 79 47 14 12 9 9 4 62 0]\n", " [ 7 106 66 37 37 8 12 4 4 35 0]\n", " [ 1 63 49 16 29 12 12 2 15 41 4]\n", " [ 1 68 38 27 31 9 0 0 9 32 1]\n", " [ 128 3174 1721 1219 1274 442 207 127 809 2942 39]\n", " [ 489 217 150 248 130 220 81 7 23 65 201]]\n", "[[ 48 0 0 0 0 0 0 2 0 22 6]\n", " [ 30 0 0 0 0 0 0 0 0 254 4]\n", " [ 38 2 0 2 0 0 0 0 0 243 3]\n", " [ 25 7 8 4 1 1 0 1 0 212 12]\n", " [ 29 1 1 3 3 0 1 0 0 199 15]\n", " [ 64 5 1 3 3 1 0 0 0 158 17]\n", " [ 64 2 0 4 1 1 1 1 0 171 7]\n", " [ 24 4 0 11 5 0 2 0 0 202 4]\n", " [ 45 0 2 2 1 1 7 0 0 182 12]\n", " [ 54 141 261 179 94 65 48 18 34 15884 179]\n", " [ 761 76 91 150 72 31 61 19 33 164 1151]]\n", "[[ 1 0 0 0 0 0 1 0 0 6 1]\n", " [ 0 1 0 0 4 0 0 3 0 64 0]\n", " [ 0 7 0 0 1 0 0 5 0 59 0]\n", " [ 0 2 1 1 0 0 2 5 0 55 6]\n", " [ 0 0 2 0 1 0 0 0 0 53 16]\n", " [ 1 0 0 1 0 0 0 0 0 66 4]\n", " [ 0 0 2 0 0 1 0 1 0 65 3]\n", " [ 0 0 1 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 55 80 103 46 54 30 28 30 25 14764 191]\n", " [ 1280 45 41 45 24 53 59 8 14 269 3922]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 207 0 0 0 0 1 0 0 0 41 137]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 1 0 0 143 0]\n", " [ 0 0 0 0 0 0 0 1 0 141 2]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 1 0 1 0 2 0 0 0 0 134 5]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 6 53 29 38 19 6 23 19 9 19054 116]\n", " [ 43 21 12 10 4 1 2 2 3 98 682]]\n", "[[ 0 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 1 0 0 0 33 2]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 7 41 33 30 28 4 3 5 4 18932 81]\n", " [ 126 4 33 55 26 226 164 0 1 192 1464]]\n", "[[ 355 5 0 2 4 1 0 0 0 173 495]\n", " [ 43 5 6 11 8 6 10 0 0 370 173]\n", " [ 1 0 4 46 7 2 6 1 1 343 77]\n", " [ 3 3 5 7 1 1 5 2 0 398 43]\n", " [ 20 5 1 2 6 4 5 1 2 349 50]\n", " [ 9 1 1 2 4 1 21 4 2 304 83]\n", " [ 4 5 0 2 11 5 17 7 0 315 66]\n", " [ 17 1 1 2 6 3 10 1 0 340 51]\n", " [ 21 1 3 5 11 1 3 0 0 336 51]\n", " [ 144 104 75 324 115 53 258 114 123 13306 160]\n", " [ 260 40 16 12 81 12 6 8 2 181 1594]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 167 170 131 164 103 124 59 30 37 13782 350]\n", " [ 2070 86 13 7 14 76 70 14 2 225 4090]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 91]\n", " [ 0 0 0 0 0 0 0 0 0 17 19]\n", " [ 0 0 0 0 0 0 0 0 0 27 9]\n", " [ 0 0 0 0 0 0 0 0 0 15 21]\n", " [ 0 0 0 0 0 0 0 0 0 11 25]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 2 0 0 0 0 0 0 0 0 23 11]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 52 4 7 10 25 14 7 28 7 17303 149]\n", " [ 292 1 1 5 18 12 0 15 0 210 3245]]\n", "[[ 0 0 0 0 0 0 0 0 0 7 9]\n", " [ 0 0 0 0 0 0 0 0 0 74 34]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 7 4 12 2 6 2 2 9 10 19589 149]\n", " [ 73 18 1 0 2 1 0 3 0 135 879]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 8 11 8 1 1 5 5 6 20241 74]\n", " [ 11 2 0 3 1 0 1 3 90 1313]]\n", "[[ 52 1 0 0 0 0 0 0 0 407 167]\n", " [ 14 0 0 5 2 0 1 0 0 698 4]\n", " [ 16 1 0 3 8 0 3 0 0 527 11]\n", " [ 1 0 0 3 1 1 0 0 0 506 14]\n", " [ 20 0 3 5 5 0 0 0 0 438 27]\n", " [ 4 0 2 2 4 0 1 0 0 421 34]\n", " [ 18 0 0 3 1 0 5 1 0 410 14]\n", " [ 2 0 1 3 1 0 4 0 0 418 3]\n", " [ 7 3 0 1 0 0 1 0 0 346 39]\n", " [ 71 9 7 71 48 14 57 15 5 14580 42]\n", " [ 248 0 0 0 0 0 4 0 12 71 839]]\n", "[[ 231 5 1 0 0 0 0 0 0 119 225]\n", " [ 8 6 4 1 0 0 1 4 0 207 60]\n", " [ 4 0 1 0 2 1 2 1 2 269 6]\n", " [ 0 0 0 1 0 4 0 1 6 276 0]\n", " [ 1 2 0 0 0 1 2 4 14 264 0]\n", " [ 0 2 0 1 0 5 0 0 0 280 0]\n", " [ 15 1 0 0 0 2 0 5 0 258 7]\n", " [ 31 2 0 0 0 0 0 3 0 244 8]\n", " [ 45 0 1 0 3 0 1 0 0 186 9]\n", " [ 172 129 89 55 46 63 107 358 202 14407 196]\n", " [ 228 6 0 0 1 0 8 4 2 84 1784]]\n", "[[ 64 1 47 0 0 0 0 0 0 14 48]\n", " [ 2 0 1 1 2 1 0 0 0 136 1]\n", " [ 0 0 1 1 0 1 0 0 1 139 1]\n", " [ 0 0 1 2 3 0 1 1 0 134 2]\n", " [ 0 2 0 0 1 0 0 0 0 141 0]\n", " [ 0 1 0 0 0 0 0 1 0 140 2]\n", " [ 1 1 0 0 0 0 1 1 0 140 0]\n", " [ 0 0 0 0 0 0 0 0 1 139 4]\n", " [ 0 0 0 0 1 0 0 0 0 143 0]\n", " [ 269 76 73 33 57 55 55 42 16 16367 23]\n", " [ 631 2 2 0 24 0 0 3 2 214 1516]]\n", "[[ 71 24 0 1 8 0 0 0 1 268 80]\n", " [ 0 2 0 1 3 2 0 3 1 635 5]\n", " [ 0 2 0 0 1 0 0 0 0 515 1]\n", " [ 0 3 1 2 1 1 0 0 1 453 6]\n", " [ 0 0 0 3 2 1 2 1 0 419 4]\n", " [ 0 0 2 1 1 0 0 0 0 400 3]\n", " [ 1 2 0 0 0 0 0 0 1 392 0]\n", " [ 0 0 1 0 2 0 1 1 0 354 5]\n", " [ 2 1 0 0 2 0 0 0 3 305 19]\n", " [ 61 48 30 24 48 18 17 33 15 15593 25]\n", " [ 190 6 2 4 1 1 2 7 0 140 498]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 94 0 1 0 0 0 0 1 2 90 65]\n", " [ 0 0 0 2 1 0 1 2 2 170 2]\n", " [ 0 1 0 1 0 2 0 1 0 173 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 1 0 0 0 0 142 1]\n", " [ 0 0 0 0 0 3 0 0 0 140 1]\n", " [ 0 1 0 0 0 0 0 0 1 139 3]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 1 139 4]\n", " [ 19 103 32 45 54 34 58 15 15 18580 38]\n", " [ 2 0 0 0 1 2 0 1 1 106 204]]\n", "[[ 0 0 0 0 0 0 0 0 0 71 4]\n", " [ 0 0 0 3 0 0 0 0 0 66 39]\n", " [ 0 0 0 0 1 0 0 0 0 62 45]\n", " [ 0 0 0 0 0 0 0 0 0 102 6]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 1 0 0 0 0 0 101 6]\n", " [ 0 0 0 0 0 0 0 0 0 100 8]\n", " [ 0 0 0 0 0 0 0 0 2 103 3]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 0 0 13 1 13 2 3 6 3 18330 168]\n", " [ 36 37 21 5 0 0 0 0 108 1204 922]]\n", "[[ 89 0 0 0 1 0 0 3 5 81 545]\n", " [ 4 0 0 0 0 0 0 0 0 187 30]\n", " [ 0 0 0 0 0 0 0 1 0 213 2]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 0 0 0 0 0 0 0 0 0 216 0]\n", " [ 0 0 0 0 0 0 0 0 0 212 4]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 0 0 0 0 1 0 0 2 0 199 1]\n", " [ 3 102 44 23 31 2 4 11 3 18038 130]\n", " [ 27 0 0 2 0 0 0 1 1 93 852]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 48 7 9 6 41 26 12 7 27 13726 343]\n", " [ 306 275 0 2 21 1 1 1 5 690 6257]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 4 6 5 4 1 1 9 8 19635 121]\n", " [ 121 1 0 0 2 2 0 1 5 265 1619]]\n", "[[ 0 0 0 0 0 0 0 0 0 5 20]\n", " [ 1 0 0 0 0 0 0 0 0 26 81]\n", " [ 0 0 0 0 0 0 0 0 0 53 55]\n", " [ 0 0 0 0 0 1 0 0 0 104 3]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 101 7]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 1 4 2 0 2 0 1 2 1 19819 64]\n", " [ 74 0 0 0 0 0 0 0 0 100 852]]\n", "[[ 0 0 0 0 0 0 0 0 0 294 633]\n", " [ 0 0 0 0 0 0 0 0 0 283 41]\n", " [ 0 0 0 0 0 0 0 0 0 286 16]\n", " [ 0 0 0 0 0 0 0 0 0 232 25]\n", " [ 0 0 0 0 0 0 0 0 0 200 41]\n", " [ 0 0 0 0 0 0 0 0 0 208 8]\n", " [ 0 0 0 0 0 0 0 0 0 214 2]\n", " [ 0 0 0 0 0 0 0 0 0 215 1]\n", " [ 0 0 0 0 0 0 0 0 0 201 15]\n", " [ 0 0 0 0 0 0 0 0 0 6001 556]\n", " [ 0 0 0 0 0 0 0 0 0 540 10911]]\n", "[[ 25 2 0 3 21 11 0 15 0 104 172]\n", " [ 115 8 14 24 120 49 6 83 2 1327 768]\n", " [ 68 5 13 6 56 54 14 84 14 1122 520]\n", " [ 39 12 15 17 61 46 9 60 16 898 359]\n", " [ 19 14 6 3 12 40 18 45 12 731 267]\n", " [ 19 2 8 3 20 49 3 20 29 595 226]\n", " [ 20 6 20 11 3 16 18 11 9 434 187]\n", " [ 3 2 6 1 2 12 11 14 0 334 186]\n", " [ 4 10 7 6 6 12 8 4 12 231 117]\n", " [ 42 71 177 53 49 31 42 48 145 4699 2198]\n", " [ 218 2 72 16 145 6 0 2 10 267 2409]]\n", "[[ 30 40 12 15 4 3 2 1 1 35 56]\n", " [ 23 362 92 45 49 10 7 10 9 327 32]\n", " [ 9 231 67 32 20 19 5 1 8 399 33]\n", " [ 7 110 58 16 22 31 5 7 17 430 23]\n", " [ 4 61 40 19 20 13 30 14 16 409 45]\n", " [ 4 79 32 12 16 12 58 5 2 371 25]\n", " [ 2 54 25 12 6 20 17 10 6 399 10]\n", " [ 3 20 15 12 8 19 17 12 12 342 17]\n", " [ 2 8 12 6 6 4 14 7 13 384 12]\n", " [ 16 595 416 350 222 256 181 158 286 9043 181]\n", " [ 158 62 77 159 69 26 50 14 33 336 2727]]\n", "[[ 13 13 4 1 1 0 0 0 0 1009 299]\n", " [ 2 92 30 13 11 2 4 0 4 321 9]\n", " [ 5 61 32 17 6 9 4 6 1 316 11]\n", " [ 3 21 20 9 2 7 2 2 1 284 45]\n", " [ 0 6 3 4 4 9 6 5 0 301 26]\n", " [ 0 3 0 10 4 7 3 3 8 296 26]\n", " [ 0 2 3 5 4 9 2 3 7 310 15]\n", " [ 0 1 1 5 2 1 5 3 2 288 52]\n", " [ 0 9 4 6 11 4 1 16 2 283 24]\n", " [ 54 1243 623 370 234 152 134 118 77 12101 131]\n", " [ 28 16 13 17 7 15 12 21 2 181 878]]\n", "[[ 26 85 72 20 25 6 5 0 15 10 150]\n", " [ 1 17 3 0 0 0 1 0 0 75 11]\n", " [ 2 10 5 0 0 0 0 1 0 89 1]\n", " [ 0 2 2 0 1 0 0 0 0 103 0]\n", " [ 0 4 4 1 0 0 0 0 0 95 4]\n", " [ 0 15 4 0 2 0 0 0 0 80 7]\n", " [ 3 8 4 6 2 0 0 1 0 80 4]\n", " [ 0 2 2 0 0 0 0 0 0 98 6]\n", " [ 1 11 4 2 0 6 0 0 0 83 1]\n", " [ 45 1294 481 286 151 141 97 85 70 15919 114]\n", " [ 39 19 5 5 10 14 2 2 5 132 729]]\n", "[[ 21 0 0 0 0 0 0 0 0 412 319]\n", " [ 0 0 0 0 0 0 0 0 0 59 87]\n", " [ 0 0 0 0 0 0 0 0 0 37 74]\n", " [ 0 0 0 0 0 0 0 0 0 35 73]\n", " [ 0 0 0 0 2 0 0 0 0 25 81]\n", " [ 0 0 0 0 0 0 0 0 0 50 58]\n", " [ 0 0 0 0 1 0 0 0 0 34 73]\n", " [ 0 0 0 0 2 0 0 0 0 29 77]\n", " [ 0 0 0 0 4 0 0 0 0 40 60]\n", " [ 2 40 24 8 64 16 11 17 16 13277 56]\n", " [ 28 1 0 0 0 0 1 0 0 862 1503]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 136 0 3 0 0 0 0 0 0 26 106]\n", " [ 1 1 0 0 0 0 0 0 0 148 30]\n", " [ 0 0 0 0 0 0 0 0 2 79 36]\n", " [ 0 0 0 0 0 0 0 0 0 71 37]\n", " [ 0 0 0 0 0 0 0 0 0 70 38]\n", " [ 9 0 0 0 0 0 0 0 0 78 21]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 3 0 0 0 0 1 0 0 0 101 3]\n", " [ 3 0 0 0 0 0 0 0 0 104 1]\n", " [ 310 11 24 17 0 23 8 3 2 11386 109]\n", " [ 2441 2 5 1 3 6 4 36 19 242 1711]]\n", "[[ 8 0 0 0 0 0 0 0 0 4 2]\n", " [ 36 0 0 0 0 0 0 0 0 36 0]\n", " [ 28 0 0 0 0 0 0 1 0 36 7]\n", " [ 20 0 0 0 0 0 1 0 0 40 11]\n", " [ 7 0 0 0 0 0 0 0 0 63 2]\n", " [ 0 1 0 0 0 0 0 0 0 67 4]\n", " [ 11 0 0 0 0 0 0 0 0 56 5]\n", " [ 24 0 0 0 0 0 0 0 0 45 3]\n", " [ 19 0 0 0 0 0 0 0 0 49 4]\n", " [ 78 25 14 11 4 4 3 2 2 13288 57]\n", " [ 538 73 21 11 142 42 52 170 13 452 1987]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 19 7 5 3 5 1 2 3 2 15560 55]\n", " [ 70 4 0 0 1 6 38 38 1 304 1455]]\n", "[[ 25 0 0 0 0 0 0 0 0 28 84]\n", " [ 5 0 0 0 0 0 0 0 0 49 63]\n", " [ 2 0 0 0 0 0 0 0 0 71 11]\n", " [ 1 0 0 0 0 0 0 0 0 65 6]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 65 7]\n", " [ 4 2 2 2 0 1 0 5 0 14798 45]\n", " [ 20 1 3 0 0 0 35 0 0 181 1710]]\n", "[[ 142 0 0 0 0 0 0 0 0 5 108]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 57 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 1 0 0 0 0 0 0 70 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 62 33 10 37 0 0 0 0 4 16596 176]\n", " [ 0 1 1 1 0 0 0 0 0 264 2665]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 154 3 2 1 4 3 10088 489]\n", " [ 0 0 1 0 3 0 506 9376]]\n", "[[ 0 0 0 0 0 0 0 0 0 8 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 60 12]\n", " [ 0 0 0 0 0 0 0 0 1 24 47]\n", " [ 0 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 41 36]\n", " [ 1 1 6 8 0 4 3 2 0 16202 250]\n", " [ 0 0 0 0 0 0 0 0 0 199 3365]]\n", "[[ 0 0 0 0 0 0 0 0 0 26 271]\n", " [ 0 0 0 0 0 0 0 0 0 39 33]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 58 14]\n", " [ 0 0 0 2 0 0 0 0 0 69 1]\n", " [ 0 0 0 0 0 0 0 0 0 67 0]\n", " [ 0 1 6 7 4 6 2 0 0 17333 92]\n", " [ 0 0 1 0 0 0 1 2 0 245 2062]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 8 25 21 5 2 1 17677 88]\n", " [ 4 4 23 1 1 0 0 0 176 2594]]\n", "[[ 47 10 4 0 1 2 2 1 1 71 83]\n", " [ 0 48 29 21 4 5 1 9 3 431 2]\n", " [ 5 30 33 15 11 10 1 10 12 392 21]\n", " [ 1 25 23 12 6 16 1 3 8 422 21]\n", " [ 2 15 25 18 12 6 3 4 0 403 16]\n", " [ 8 21 25 9 11 6 2 5 13 384 20]\n", " [ 22 22 20 8 6 8 0 2 4 361 24]\n", " [ 2 19 10 8 9 10 3 4 2 372 29]\n", " [ 11 9 4 5 5 5 15 3 5 379 27]\n", " [ 100 388 409 373 323 330 147 148 137 13147 331]\n", " [ 292 56 39 47 27 58 31 7 12 150 1019]]\n", "[[ 13 0 0 0 0 0 0 0 0 23 109]\n", " [ 2 13 1 0 0 0 1 0 0 224 15]\n", " [ 0 9 3 0 0 1 0 0 0 238 1]\n", " [ 2 5 2 1 1 1 0 0 0 240 0]\n", " [ 1 11 1 0 1 0 5 0 0 224 9]\n", " [ 1 5 1 1 0 3 1 0 0 225 15]\n", " [ 0 1 0 5 0 1 0 0 0 215 30]\n", " [ 5 0 1 0 0 0 1 7 6 187 39]\n", " [ 0 0 0 0 0 0 0 1 0 205 10]\n", " [ 17 112 67 58 32 65 219 24 31 16241 118]\n", " [ 219 11 27 67 6 16 7 12 3 276 2094]]\n", "[[ 80 0 0 0 0 0 0 0 0 13 60]\n", " [ 0 0 0 0 0 0 0 0 0 116 0]\n", " [ 0 0 0 1 0 1 0 0 2 101 3]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 2 0 0 0 106 0]\n", " [ 0 0 0 0 0 0 0 0 3 105 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 1 0 1 0 0 0 0 0 106 0]\n", " [ 23 19 15 14 25 37 16 22 50 13183 278]\n", " [ 452 17 2 1 287 15 1 5 0 259 6099]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 79 1 1 0 0 0 0 0 0 11 18]\n", " [ 4 4 4 0 0 0 0 0 0 126 6]\n", " [ 3 1 0 0 0 0 0 0 0 118 2]\n", " [ 1 2 1 0 0 0 0 0 0 103 1]\n", " [ 0 2 0 0 0 0 0 0 0 106 0]\n", " [ 0 1 0 1 0 0 0 0 0 106 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 84 0]\n", " [ 0 1 0 1 1 0 0 0 3 65 1]\n", " [ 6 24 25 17 18 24 9 31 20 20111 86]\n", " [ 20 0 1 0 0 1 1 1 0 79 405]]\n", "[[ 1 0 0 0 0 0 0 0 0 7 38]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 52 20]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 4 59 33 14 9 14 30 25 26 20453 40]\n", " [ 13 0 0 1 0 0 1 0 0 41 460]]\n", "[[ 42 1 2 0 0 0 0 3 0 49 39]\n", " [ 11 3 0 0 0 11 8 4 0 140 3]\n", " [ 2 1 7 0 0 3 0 0 0 156 11]\n", " [ 1 4 6 0 3 6 4 1 0 148 7]\n", " [ 4 0 0 1 2 4 1 0 1 146 3]\n", " [ 0 0 2 1 0 1 0 0 1 131 8]\n", " [ 0 16 2 0 0 2 0 1 1 118 4]\n", " [ 0 14 6 2 0 0 1 0 0 112 9]\n", " [ 0 0 0 0 0 4 3 2 0 121 14]\n", " [ 78 105 82 27 39 207 94 72 55 14547 109]\n", " [ 1149 8 1 5 4 4 8 3 29 428 2339]]\n", "[[ 1 0 0 0 0 0 0 0 0 3 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 1 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 64 57 37 75 76 45 130 39 18 17755 206]\n", " [ 204 232 7 2 8 2 2 0 1 311 1244]]\n", "[[ 49 0 0 0 0 0 0 0 0 169 158]\n", " [ 0 1 6 0 0 0 0 0 0 176 0]\n", " [ 0 0 0 0 0 0 0 1 0 152 1]\n", " [ 0 0 0 0 0 0 0 1 0 141 2]\n", " [ 0 0 0 0 1 0 0 0 0 141 2]\n", " [ 0 0 0 0 1 0 0 0 0 140 3]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 1 0 0 0 0 0 0 0 1 163 4]\n", " [ 13 14 48 25 16 17 8 7 2 11779 198]\n", " [ 91 1 0 0 0 3 23 0 1 419 6540]]\n", "[[ 52 0 0 1 1 0 0 0 1 112 31]\n", " [ 0 0 0 0 0 0 0 0 0 283 5]\n", " [ 0 0 0 0 0 0 0 0 0 281 7]\n", " [ 0 0 0 0 0 0 0 0 0 282 6]\n", " [ 1 0 0 0 0 0 0 0 0 272 15]\n", " [ 1 0 0 0 0 0 0 0 0 277 10]\n", " [ 0 0 2 0 0 0 0 0 0 280 6]\n", " [ 3 0 0 0 0 1 0 0 0 280 4]\n", " [ 1 0 0 0 0 0 0 0 0 233 29]\n", " [ 58 11 15 16 24 6 15 13 13 16403 172]\n", " [ 98 3 1 0 0 0 0 1 0 312 1169]]\n", "[[ 67 0 0 0 0 0 0 1 1 162 126]\n", " [ 2 0 0 0 0 0 0 0 0 176 9]\n", " [ 0 0 0 0 0 0 0 0 0 176 4]\n", " [ 0 0 0 0 0 0 0 1 0 176 3]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 1 0 1 0 1 0 0 152 12]\n", " [ 0 0 3 0 0 0 0 0 0 140 1]\n", " [ 0 0 0 1 0 0 0 1 0 139 3]\n", " [ 0 0 0 0 0 0 0 1 0 140 3]\n", " [ 22 6 12 7 6 17 7 9 6 17418 63]\n", " [ 121 5 14 0 0 0 0 0 2 158 1251]]\n", "[[ 3 0 0 0 0 0 0 0 0 40 7]\n", " [ 0 0 1 0 1 0 0 0 0 105 1]\n", " [ 0 2 0 0 0 0 0 0 0 92 14]\n", " [ 0 1 0 0 0 0 0 0 0 106 1]\n", " [ 0 3 0 0 0 0 0 0 0 99 6]\n", " [ 0 0 0 0 0 1 0 0 0 107 0]\n", " [ 0 1 0 0 0 2 0 0 0 105 0]\n", " [ 0 0 0 0 1 0 0 1 0 99 7]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 5 28 8 10 3 11 8 4 38 17562 192]\n", " [ 303 0 0 0 1 19 3 2 1 621 2014]]\n", "[[ 1 0 0 0 0 1 0 5 0 435 2169]\n", " [ 0 1 1 1 3 0 0 10 0 625 62]\n", " [ 0 0 1 2 1 0 1 3 0 359 113]\n", " [ 0 0 4 0 4 0 0 22 1 324 71]\n", " [ 2 0 0 0 5 1 1 8 2 271 71]\n", " [ 8 0 0 0 0 0 0 2 0 203 83]\n", " [ 0 0 0 0 0 0 0 2 0 176 71]\n", " [ 0 0 0 0 0 0 0 1 0 142 73]\n", " [ 0 0 0 0 0 0 0 0 0 175 41]\n", " [ 0 9 5 12 33 26 3 125 29 12984 179]\n", " [ 132 20 1 0 0 0 3 4 0 346 2278]]\n", "[[ 1 0 0 0 0 0 0 0 0 8 161]\n", " [ 0 0 0 1 0 0 0 0 0 34 37]\n", " [ 0 1 1 1 0 0 0 0 0 33 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 1 0 0 0 0 0 34 37]\n", " [ 0 2 0 1 0 0 0 0 0 42 27]\n", " [ 0 0 0 2 0 0 0 0 0 65 5]\n", " [ 0 0 0 0 0 0 0 0 0 52 20]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 77 166 51 165 114 24 33 25 7 14977 85]\n", " [ 982 30 5 35 295 32 11 4 3 594 3286]]\n", "[[ 10 0 0 0 15 0 0 0 0 1 95]\n", " [ 1 0 0 0 0 0 0 0 0 24 11]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 5 0 0 0 0 0 0 0 0 25 6]\n", " [ 1 0 0 2 0 0 0 1 0 19 13]\n", " [ 0 0 4 0 0 0 0 0 0 32 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 1 0 0 0 0 35 0]\n", " [ 15 26 18 27 26 12 8 4 1 19450 138]\n", " [ 120 3 17 8 7 5 4 3 0 312 1134]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 11 0 0 0 0 0 0 0 0 7 225]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 1 0 0 1 0 0 0 0 34 0]\n", " [ 0 0 0 5 0 0 0 0 0 31 0]\n", " [ 0 1 0 5 0 1 1 0 0 24 4]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 17 41 14 34 20 10 11 2 7 19581 105]\n", " [ 84 1 0 2 4 2 1 1 0 179 1100]]\n", "[[ 0 0 0 0 0 0 0 0 0 81 38]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 93 15]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 1 0 0 0 0 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 1 13 1 0 11 11 19000 228]\n", " [ 0 0 0 0 0 0 0 0 0 566 998]]\n", "[[ 1 0 0 0 0 0 0 0 0 5 113]\n", " [ 1 0 0 0 0 0 0 0 0 41 30]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 14 8 17 5 22 12 5 39 35 15680 223]\n", " [ 81 6 2 0 0 0 0 0 1 667 4300]]\n", "[[ 0 0 0 0 0 0 0 0 0 7 9]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 1 0 0 0 0 0 0 0 70 1]\n", " [ 0 0 0 0 0 0 0 0 1 68 3]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 13 4 0 0 4 9 4 11 6 13309 236]\n", " [ 425 2 0 0 0 0 0 0 0 755 6442]]\n", "[[ 1 0 0 0 0 0 0 0 1 244 442]\n", " [ 0 0 0 0 0 0 0 0 0 426 51]\n", " [ 0 0 0 0 0 0 0 0 1 368 27]\n", " [ 2 3 0 0 0 0 0 0 0 371 20]\n", " [ 0 0 0 0 0 0 0 1 0 333 41]\n", " [ 0 0 0 0 0 0 0 0 0 313 47]\n", " [ 0 1 0 0 0 0 0 0 0 327 32]\n", " [ 0 0 0 0 0 0 1 0 0 320 39]\n", " [ 0 0 0 0 0 0 0 0 0 293 45]\n", " [ 4 2 0 0 41 0 2 10 9 15763 165]\n", " [ 5 0 0 0 5 0 0 0 0 337 1719]]\n", "[[ 0 0 0 0 0 0 0 0 0 12 4]\n", " [ 0 0 0 0 0 0 0 0 0 86 22]\n", " [ 0 0 0 0 0 0 0 0 0 71 37]\n", " [ 1 0 0 0 0 0 0 0 0 72 35]\n", " [ 0 0 0 0 0 0 0 0 0 98 10]\n", " [ 0 0 0 0 0 0 0 0 0 102 6]\n", " [ 0 0 0 1 0 0 0 1 0 104 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 1 0 0 0 0 106 1]\n", " [ 1 17 11 20 18 35 11 3 13 18602 157]\n", " [ 81 5 1 0 0 0 15 0 0 314 1628]]\n", "[[ 1 1 0 0 0 0 0 0 0 149 13]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 1 0 0 0 0 0 0 0 69 2]\n", " [ 0 0 0 0 0 3 0 0 0 65 4]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 1 54 53 22 26 24 9 22 32 19837 97]\n", " [ 8 0 0 0 0 0 1 0 1 263 588]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 35 1 4 1 16 3 1 2 5 20749 79]\n", " [ 0 0 0 0 0 0 0 1 0 193 688]]\n", "[[ 0 0 0 0 0 0 0 0 0 21 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 14 1208 1 1 0 0 1 2 21 15870 182]\n", " [ 50 0 0 0 1 0 1 1 73 1639 2404]]\n", "[[ 0 0 0 0 0 0 0 0 0 8 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 1 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 1 0 0 0 0 0 0 0 0 58 13]\n", " [ 0 11 2 3 2 5 0 1 0 20226 75]\n", " [ 5 0 0 0 0 0 0 0 0 151 713]]\n", "[[ 0 0 0 0 0 0 0 0 0 12 148]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 63 9]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 1 0 0 0 0 0 0 0 69 2]\n", " [ 0 2 1 2 3 1 2 2 1 20207 47]\n", " [ 0 8 0 0 1 0 0 1 2 176 586]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 786 61 2 0 1 5 3 6 0 364 556]\n", " [ 5 92 8 19 5 16 7 7 3 1276 76]\n", " [ 0 100 8 5 7 4 2 1 2 1107 51]\n", " [ 1 50 5 4 2 5 2 0 1 872 108]\n", " [ 24 38 15 5 1 3 4 1 2 654 48]\n", " [ 4 39 0 1 0 1 0 0 1 447 40]\n", " [ 0 22 0 0 0 0 1 0 0 445 29]\n", " [ 0 1 0 0 1 1 1 0 0 390 54]\n", " [ 0 0 0 0 2 1 0 0 0 373 25]\n", " [ 4 232 24 19 22 31 19 5 15 8575 188]\n", " [ 263 479 1 0 96 84 1 1 1 381 1419]]\n", "[[ 329 5 1 0 2 0 2 4 1 59 133]\n", " [ 42 46 22 5 3 11 8 2 0 488 23]\n", " [ 35 60 19 9 8 3 4 2 0 393 36]\n", " [ 2 24 12 7 7 5 8 1 1 378 31]\n", " [ 4 23 23 10 8 5 3 3 2 359 20]\n", " [ 2 13 18 4 13 2 11 2 2 262 18]\n", " [ 16 18 11 7 0 1 3 2 1 236 29]\n", " [ 22 16 5 4 2 2 1 0 0 262 10]\n", " [ 3 17 6 2 3 0 1 1 0 279 12]\n", " [ 263 572 261 149 92 107 90 49 62 8614 190]\n", " [1717 30 14 32 51 15 62 55 9 170 3555]]\n", "[[ 62 1 0 0 0 1 2 0 1 31 85]\n", " [ 7 14 15 4 7 7 2 2 1 204 19]\n", " [ 2 7 4 3 3 3 2 0 1 217 10]\n", " [ 24 7 4 0 6 1 3 2 0 188 17]\n", " [ 11 18 5 5 7 7 0 0 2 177 16]\n", " [ 0 17 6 2 6 1 1 0 4 176 3]\n", " [ 4 8 7 1 1 4 2 4 0 170 15]\n", " [ 0 6 1 1 0 0 2 0 2 179 25]\n", " [ 0 8 6 3 0 1 1 1 1 180 15]\n", " [ 131 212 281 126 112 58 46 43 34 10324 146]\n", " [ 1399 52 33 70 178 17 21 21 6 594 4184]]\n", "[[ 197 3 1 2 0 1 0 1 0 201 691]\n", " [ 3 20 26 13 20 8 4 6 0 839 155]\n", " [ 6 35 16 10 8 5 7 11 0 744 59]\n", " [ 2 16 14 5 8 1 2 1 0 558 84]\n", " [ 6 14 5 3 3 0 4 2 2 438 112]\n", " [ 5 19 7 4 2 1 2 0 0 370 97]\n", " [ 0 8 5 6 5 3 1 0 0 339 101]\n", " [ 6 4 4 6 8 0 2 0 0 305 104]\n", " [ 2 14 6 8 8 3 0 3 1 295 92]\n", " [ 29 100 74 40 52 46 40 37 56 9899 158]\n", " [ 169 7 12 9 9 3 8 9 3 333 2858]]\n", "[[ 430 10 6 1 2 1 3 4 2 160 605]\n", " [ 14 78 25 4 4 2 2 1 2 880 83]\n", " [ 2 47 25 8 8 3 2 3 3 703 37]\n", " [ 0 32 18 8 8 5 2 6 21 593 16]\n", " [ 2 11 5 6 5 4 1 1 0 610 11]\n", " [ 3 9 9 5 5 3 0 1 2 562 13]\n", " [ 1 24 12 3 5 7 3 2 2 477 16]\n", " [ 0 16 10 1 1 6 3 0 2 472 10]\n", " [ 2 21 11 5 9 4 0 5 0 409 30]\n", " [ 43 204 172 70 73 35 38 44 23 10322 143]\n", " [ 162 9 9 7 3 4 9 1 3 103 1986]]\n", "[[ 1 0 0 0 0 0 0 0 0 313 249]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 1 0 0 0 0 142 1]\n", " [ 0 0 0 0 0 1 0 0 0 143 0]\n", " [ 0 0 0 0 0 0 0 2 0 141 1]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 4 1 0 0 0 0 0 0 124 15]\n", " [ 0 0 0 0 0 0 0 0 0 117 27]\n", " [ 2 31 21 25 11 19 20 13 10 16558 119]\n", " [ 3 3 1 0 0 4 0 0 0 747 2464]]\n", "[[ 15 1 1 1 0 0 0 0 0 255 177]\n", " [ 4 0 0 0 0 0 0 0 0 154 65]\n", " [ 1 0 0 0 0 0 0 1 0 189 25]\n", " [ 0 0 0 1 0 0 0 0 0 199 16]\n", " [ 0 0 2 0 0 0 0 0 1 212 1]\n", " [ 1 0 0 1 0 0 0 1 0 181 32]\n", " [ 0 0 0 0 0 0 0 0 1 214 1]\n", " [ 0 0 0 0 0 0 0 0 0 210 6]\n", " [ 0 0 0 0 0 0 0 0 0 213 3]\n", " [ 63 12 11 5 7 14 10 73 27 16832 187]\n", " [ 99 0 0 4 2 9 0 4 0 782 1440]]\n", "[[ 4 0 0 0 0 0 0 0 0 13 140]\n", " [ 1 0 0 0 1 0 0 0 0 32 38]\n", " [ 0 0 0 0 0 0 1 0 0 34 37]\n", " [ 0 0 0 1 0 0 0 0 0 32 39]\n", " [ 0 0 0 1 0 0 0 0 0 35 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 1 0 0 0 34 37]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 374 7 6 8 2 6 3 3 11 7299 466]\n", " [ 620 52 6 31 2 2 0 4 11 961 11159]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 25 7 31 23 15 12 16 22 6 17784 204]\n", " [ 195 4 3 2 1 5 1 1 1 235 3173]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 4 3 4 2 6 4 6 5 21007 70]\n", " [ 4 1 0 0 0 0 0 0 0 100 548]]\n", "[[ 1 0 0 0 0 0 0 0 0 93 104]\n", " [ 0 0 0 0 0 0 0 0 0 52 20]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 42 30]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 68 4]\n", " [ 0 0 0 0 0 0 1 0 0 55 16]\n", " [ 0 0 0 0 0 0 0 0 0 50 22]\n", " [ 0 0 0 0 0 0 0 0 0 65 7]\n", " [ 24 32 22 18 12 198 12 13 149 17542 274]\n", " [ 80 47 1 2 1 1 2 2 3 298 2156]]\n", "[[ 19 6 0 0 0 0 0 0 0 38 123]\n", " [ 0 0 0 0 1 0 0 0 0 153 0]\n", " [ 0 0 0 0 0 0 0 0 0 127 3]\n", " [ 0 0 0 0 0 0 0 0 0 89 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 1 0 0 0 58 13]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 15 24 11 2 9 2 15 3 32 14795 337]\n", " [ 102 14 9 8 1 2 1 9 5 838 4509]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 14 117]\n", " [ 0 0 0 0 0 0 1 0 0 111 32]\n", " [ 0 1 0 0 0 0 0 0 0 119 24]\n", " [ 0 2 0 0 0 0 0 0 0 132 10]\n", " [ 0 0 0 0 0 0 0 0 0 139 5]\n", " [ 3 0 0 0 0 0 0 0 0 122 19]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 107 37]\n", " [ 14 5 1 3 5 6 8 0 0 10044 113]\n", " [ 127 7 1 0 1 1 1 0 0 1467 8576]]\n", "[[ 47 4 0 1 0 1 0 2 0 405 1020]\n", " [ 1 1 0 0 0 1 0 0 0 852 88]\n", " [ 3 0 1 0 0 7 0 2 1 476 128]\n", " [ 1 2 1 1 0 2 0 0 0 399 99]\n", " [ 0 2 0 3 0 0 0 0 0 366 61]\n", " [ 0 2 0 1 0 0 0 0 0 397 32]\n", " [ 0 0 2 2 0 0 0 0 0 365 44]\n", " [ 0 1 0 0 0 0 1 0 0 358 36]\n", " [ 0 0 0 0 1 0 0 0 0 361 34]\n", " [ 7 15 23 11 7 14 13 6 4 14900 135]\n", " [ 8 0 0 1 0 0 1 1 0 104 798]]\n", "[[ 12 1 7 0 1 0 0 2 0 64 186]\n", " [ 29 39 30 2 4 4 0 0 0 254 43]\n", " [ 4 6 23 1 2 5 0 3 0 316 36]\n", " [ 1 8 3 4 10 0 3 2 0 325 11]\n", " [ 26 7 2 8 13 2 2 0 1 261 38]\n", " [ 10 1 1 7 27 1 1 0 0 285 27]\n", " [ 0 0 1 9 27 2 0 2 0 295 24]\n", " [ 4 10 4 1 7 2 3 2 1 245 47]\n", " [ 0 3 1 0 0 2 4 2 0 269 43]\n", " [ 26 173 279 53 31 60 48 38 21 15364 163]\n", " [ 209 5 22 7 0 8 2 0 0 89 1894]]\n", "[[ 0 0 0 0 0 1 0 0 0 68 22]\n", " [ 0 0 0 0 0 8 0 0 0 138 0]\n", " [ 0 0 0 0 0 1 0 0 0 143 0]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 3 1 0 0 0 129 1]\n", " [ 0 0 0 0 0 3 0 0 0 105 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 7 57 31 9 17 6 3 8 18063 49]\n", " [ 44 1 0 0 25 72 22 0 0 289 1586]]\n", "[[ 1 1 0 0 0 0 0 0 0 10 4]\n", " [ 1 1 0 0 0 0 0 0 0 141 1]\n", " [ 0 0 0 0 1 0 0 0 0 141 2]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 2 0 0 0 0 0 0 0 142 0]\n", " [ 0 3 0 0 0 0 0 0 0 140 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 1 48 17 10 7 7 11 156 87 18402 128]\n", " [ 12 9 0 0 0 0 0 0 0 169 1148]]\n", "[[ 0 0 0 0 0 1 0 0 0 15 3]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 167 0]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 168 12]\n", " [ 0 0 0 0 0 0 0 0 0 146 34]\n", " [ 0 0 0 0 0 0 0 0 0 154 26]\n", " [ 0 0 0 0 0 0 0 0 0 151 29]\n", " [ 0 4 9 3 17 7 13 1 4 16865 38]\n", " [ 2 0 2 209 23 5 4 0 0 877 1923]]\n", "[[ 0 0 0 0 0 2 0 0 0 61 137]\n", " [ 0 0 1 0 1 2 3 0 0 379 29]\n", " [ 0 3 2 0 0 0 1 1 0 378 1]\n", " [ 0 0 0 0 0 0 1 0 1 297 2]\n", " [ 0 0 0 0 0 0 0 0 0 257 4]\n", " [ 0 0 0 0 0 0 0 0 0 250 2]\n", " [ 0 0 0 0 2 0 0 0 0 246 4]\n", " [ 0 0 1 0 0 0 0 0 0 247 4]\n", " [ 0 0 0 0 0 0 1 0 0 225 0]\n", " [ 1 3 20 6 6 11 7 4 5 18068 53]\n", " [ 2 1 0 0 0 0 0 0 2 247 399]]\n", "[[ 1 0 0 0 0 0 0 0 0 8 43]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 1 0 0 0 69 2]\n", " [ 0 0 0 0 0 1 0 0 0 69 2]\n", " [ 0 0 0 0 0 0 1 0 0 69 2]\n", " [ 0 0 0 0 0 1 1 0 0 70 0]\n", " [ 7 37 29 8 8 10 8 13 4 14932 36]\n", " [ 20 3 0 0 0 0 0 1 0 238 5398]]\n", "[[ 0 0 0 0 0 0 0 0 0 44 34]\n", " [ 1 0 4 0 0 0 0 2 3 132 2]\n", " [ 1 0 3 0 1 0 0 0 1 120 2]\n", " [ 0 0 0 0 0 0 0 0 1 102 5]\n", " [ 1 0 0 0 0 0 0 5 1 98 3]\n", " [ 0 0 0 0 0 0 0 10 2 96 0]\n", " [ 0 0 0 0 0 0 0 6 0 102 0]\n", " [ 0 0 0 0 0 0 0 7 1 100 0]\n", " [ 0 0 0 0 0 0 0 2 0 105 1]\n", " [ 3 16 77 33 16 10 66 371 118 19342 121]\n", " [ 2 0 0 0 0 0 0 4 5 252 384]]\n", "[[ 0 0 0 0 0 0 0 0 0 21 22]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 6 0 0 0 0 0 0 138 0]\n", " [ 0 0 0 0 0 0 0 0 0 123 21]\n", " [ 0 0 0 0 0 0 0 0 0 100 44]\n", " [ 5 0 0 0 0 0 0 1 0 55 83]\n", " [ 0 0 0 0 0 0 0 0 0 73 71]\n", " [ 0 0 0 0 0 0 0 0 0 82 62]\n", " [ 3 19 20 17 2 9 16 40 16 18033 220]\n", " [ 18 1 1 0 0 1 0 0 0 355 1852]]\n", "[[ 0 0 0 0 0 0 0 0 1 10 1]\n", " [ 0 0 0 0 0 1 0 7 0 97 3]\n", " [ 0 0 0 0 0 0 0 7 0 77 24]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 1 0 0 55 29]\n", " [ 3 0 0 0 0 0 0 0 0 31 38]\n", " [ 0 0 0 0 0 0 0 0 0 41 31]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 4 27 56 70 34 24 32 90 31 15183 132]\n", " [ 438 1 0 0 0 26 56 65 10 912 3918]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 6 0 0 0 0 17 0 1 0 84 306]\n", " [ 0 0 0 0 0 0 0 0 0 244 8]\n", " [ 0 0 0 11 0 0 0 0 0 240 1]\n", " [ 0 1 0 5 0 0 0 0 0 246 0]\n", " [ 0 0 0 4 0 0 0 1 2 222 1]\n", " [ 0 0 0 4 0 0 0 1 0 209 2]\n", " [ 0 0 0 0 0 0 0 0 0 215 1]\n", " [ 0 0 0 0 0 0 0 0 0 214 2]\n", " [ 0 0 0 0 0 0 0 0 0 215 0]\n", " [ 2 7 22 31 1 13 25 7 26 18420 83]\n", " [ 5 1 0 0 1 2 1 2 0 147 759]]\n", "[[ 0 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 1 0 0 0 0 1 29 5]\n", " [ 0 0 0 5 1 0 0 0 0 30 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 8 15 45 84 44 28 30 11 2 20666 38]\n", " [ 3 0 0 0 0 11 9 0 2 129 401]]\n", "[[ 0 0 0 0 0 0 0 0 0 33 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 3 33 0]\n", " [ 0 0 0 0 0 0 0 0 3 33 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 131 25 7 66 9 37 19 47 19965 65]\n", " [ 19 0 0 0 0 0 0 0 1 583 459]]\n", "[[ 4 0 0 0 0 0 0 0 0 13 92]\n", " [ 0 0 0 0 0 0 1 0 0 11 60]\n", " [ 0 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 1 0 23 41]\n", " [ 0 0 0 0 0 0 0 0 0 16 20]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 2 0 6 4 9 7 26 8 26 16697 192]\n", " [ 8 3 0 0 0 0 2 0 0 608 3622]]\n", "[[ 17 1 0 0 31 11 3 0 0 342 712]\n", " [ 0 0 1 0 0 0 1 3 0 235 18]\n", " [ 0 0 0 0 0 0 0 0 0 177 39]\n", " [ 0 0 0 0 0 0 0 0 0 165 37]\n", " [ 0 0 0 0 0 0 0 0 0 143 37]\n", " [ 0 0 0 0 14 0 0 0 0 127 39]\n", " [ 0 0 0 0 35 1 0 0 0 105 39]\n", " [ 0 0 0 0 33 3 0 0 0 97 40]\n", " [ 0 0 0 4 29 2 0 0 0 73 36]\n", " [ 0 1 4 1 13 125 2 0 1 14925 121]\n", " [ 24 3 56 38 144 154 48 5 0 316 3123]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 9 29 19 14 4 0 10 4 19621 66]\n", " [ 33 1 0 0 1 16 2 2 0 977 944]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 4 4 3 2 4 2 1 2 15669 102]\n", " [ 7 2 0 0 0 0 0 0 464 5488]]\n", "[[ 159 0 0 0 0 0 0 0 5 6 1]\n", " [ 18 2 2 0 0 0 0 0 1 63 2]\n", " [ 0 1 0 0 0 0 1 0 0 75 1]\n", " [ 0 0 4 0 1 0 0 0 0 75 2]\n", " [ 1 1 0 0 1 0 0 0 0 71 0]\n", " [ 0 0 1 0 0 0 0 2 1 67 8]\n", " [ 0 0 0 0 1 0 0 0 0 69 6]\n", " [ 0 0 0 0 0 0 0 0 0 77 1]\n", " [ 0 0 0 0 1 0 1 0 0 79 1]\n", " [ 61 151 153 122 111 58 99 31 29 13779 120]\n", " [ 60 39 34 26 3 4 8 9 0 188 194]]\n", "[[ 0 0 0 0 0 0 0 0 0 8 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 2]\n", " [ 0 0 0 0 0 0 0 0 0 28 2]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 2]\n", " [ 0 0 0 0 0 0 0 0 0 26 0]\n", " [ 0 0 0 0 0 0 0 0 0 24 0]\n", " [ 0 0 0 0 0 0 0 0 0 23 0]\n", " [ 0 0 0 0 0 0 0 0 0 26 0]\n", " [ 18 18 17 29 34 32 256 49 19 13786 155]\n", " [ 307 3 2 4 2 4 2 3 1 116 1006]]\n", "[[ 0 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 28 14]\n", " [ 0 0 0 0 0 0 0 0 0 59 0]\n", " [ 0 0 1 0 0 0 0 0 0 56 0]\n", " [ 0 0 0 0 0 0 0 0 0 44 7]\n", " [ 2 1 0 0 0 0 0 0 0 31 27]\n", " [ 0 0 0 0 0 0 0 0 0 56 0]\n", " [ 0 0 0 0 0 0 0 0 0 55 0]\n", " [ 0 0 0 0 0 0 0 0 0 54 3]\n", " [ 264 9 14 26 10 5 9 8 5 12814 39]\n", " [ 78 1 1 1 5 1 1 0 0 412 1942]]\n", "[[ 15 0 0 0 0 0 0 1 0 26 132]\n", " [ 0 7 0 0 0 0 0 0 0 63 48]\n", " [ 0 0 0 0 0 0 0 0 0 48 4]\n", " [ 0 0 0 0 0 0 0 0 0 51 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 9 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 10 13 4 9 3 11 8 3 14903 35]\n", " [ 27 0 2 1 5 8 0 0 1 76 536]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 5 3]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 1 0 0 0 0 0 0 68 3]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 1 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 2]\n", " [ 0 0 0 0 0 0 0 0 0 71 0]\n", " [ 15 4 7 2 7 0 2 3 2 14339 32]\n", " [ 74 27 31 2 3 27 0 1 3 86 839]]\n", "[[ 105 2 0 11 36 3 14 4 1 76 180]\n", " [ 22 1 0 1 0 2 4 0 2 176 32]\n", " [ 7 3 1 4 0 0 1 0 0 143 37]\n", " [ 3 0 2 5 0 0 3 0 1 141 26]\n", " [ 3 3 11 8 0 0 0 0 0 98 34]\n", " [ 10 1 0 0 0 0 0 0 0 79 18]\n", " [ 2 0 0 0 0 1 1 0 0 78 38]\n", " [ 15 0 0 0 0 0 1 0 0 80 19]\n", " [ 3 9 0 0 0 1 0 1 0 72 19]\n", " [ 139 271 122 236 669 345 81 96 45 11664 84]\n", " [ 130 13 4 2 0 0 4 25 1 114 931]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 42 53 17 26 9 14 3 8 5 15106 81]\n", " [ 412 27 1 1 3 9 0 0 1 140 672]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 328 10 23 8 12 1 5 7 5 14000 43]\n", " [ 943 1 1 0 7 23 9 1 1 130 1072]]\n", "[[ 1 0 0 0 0 0 0 0 0 47 199]\n", " [ 0 0 0 0 0 0 0 0 0 28 29]\n", " [ 0 0 1 0 0 0 0 0 0 31 21]\n", " [ 0 0 0 0 0 0 0 0 0 28 27]\n", " [ 0 0 0 0 0 0 0 0 0 28 18]\n", " [ 0 0 0 0 0 0 0 0 0 23 22]\n", " [ 0 0 0 0 0 0 0 0 0 25 11]\n", " [ 0 0 0 0 0 0 0 0 0 20 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 1]\n", " [ 3 11 7 7 13 0 2 1 1 15602 29]\n", " [ 6 4 1 1 0 1 0 0 0 63 291]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 5 2 3 1 4 3 4 5 0 16111 50]\n", " [ 27 17 0 0 2 5 1 0 1 57 332]]\n", "[[ 175 30 2 1 0 0 1 1 0 176 152]\n", " [ 0 2 4 9 3 1 7 1 2 197 14]\n", " [ 0 2 3 0 0 0 0 0 0 148 7]\n", " [ 0 6 1 6 0 0 0 0 8 102 11]\n", " [ 2 7 5 2 0 1 1 6 2 86 4]\n", " [ 0 0 1 1 0 1 1 1 0 84 2]\n", " [ 1 0 0 0 3 1 0 0 0 71 5]\n", " [ 0 1 1 0 2 0 0 1 1 49 3]\n", " [ 2 22 0 0 0 0 0 0 0 28 0]\n", " [ 16 108 46 77 58 42 52 27 30 13376 125]\n", " [ 15 12 9 6 6 1 70 11 0 197 393]]\n", "[[ 1 0 0 0 0 0 0 0 0 4 0]\n", " [ 0 0 0 0 0 0 0 0 0 30 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 0]\n", " [ 0 2 0 0 1 0 0 0 0 29 2]\n", " [ 2 0 2 0 0 0 0 0 0 23 5]\n", " [ 0 0 0 0 0 0 0 0 0 22 0]\n", " [ 0 0 0 0 0 0 0 0 0 26 0]\n", " [ 0 0 0 2 0 0 0 0 0 23 0]\n", " [ 0 0 0 0 0 0 0 0 0 25 0]\n", " [ 22 21 26 10 7 28 5 3 3 11432 93]\n", " [ 412 10 6 1 2 54 81 218 1 353 3126]]\n", "[[ 0 0 0 0 0 0 0 0 0 4 0]\n", " [ 0 0 0 0 0 0 0 0 0 24 0]\n", " [ 0 0 0 0 0 0 0 0 0 22 0]\n", " [ 0 0 0 0 0 0 0 0 0 25 1]\n", " [ 0 0 0 0 0 0 0 0 0 30 0]\n", " [ 0 0 0 0 0 0 0 0 0 26 0]\n", " [ 0 0 0 0 0 0 0 0 0 30 0]\n", " [ 0 0 0 0 0 0 0 0 0 26 1]\n", " [ 0 0 0 0 0 0 0 0 0 21 0]\n", " [ 267 23 20 21 83 3 5 13 4 12831 84]\n", " [ 429 4 1 12 84 15 2 4 0 472 1560]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 4]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 30 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 30 4]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 11 11 10 6 7 5 6 3 4 15288 47]\n", " [ 25 1 1 0 2 0 1 0 0 67 365]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 6 5 3 4 8 2 5 1 15315 66]\n", " [ 59 0 0 0 1 0 0 0 98 574]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 89 0 0 1 5 1 0 0 0 125 22]\n", " [ 3 0 1 0 0 2 0 0 0 136 7]\n", " [ 0 0 0 1 0 0 0 0 1 143 1]\n", " [ 0 0 0 1 1 0 0 0 0 143 3]\n", " [ 0 0 0 4 1 0 0 0 0 146 0]\n", " [ 0 0 0 0 0 0 0 0 1 153 1]\n", " [ 4 0 0 0 0 0 0 0 0 147 4]\n", " [ 0 0 0 1 0 0 0 0 0 154 3]\n", " [ 1 0 0 4 1 0 0 0 0 135 2]\n", " [ 206 18 25 41 22 14 53 12 49 14465 16]\n", " [ 134 6 1 6 0 5 0 2 0 725 278]]\n", "[[ 4 0 0 0 0 0 0 0 0 7 14]\n", " [ 0 0 0 0 0 0 0 0 0 32 65]\n", " [ 0 0 0 0 0 0 0 0 0 34 63]\n", " [ 0 0 0 0 0 0 0 0 0 32 64]\n", " [ 0 1 0 0 0 0 0 0 0 41 53]\n", " [ 0 0 0 0 0 0 0 0 0 62 35]\n", " [ 0 0 0 0 0 0 0 0 0 59 33]\n", " [ 0 0 0 0 0 0 0 0 0 60 36]\n", " [ 0 2 0 0 0 0 0 0 0 51 29]\n", " [ 174 11 11 7 3 11 16 53 20 11083 44]\n", " [ 1198 74 153 24 0 0 0 6 1 1039 2821]]\n", "[[ 11 0 0 0 0 0 0 0 0 17 108]\n", " [ 0 0 0 0 0 0 0 0 0 75 3]\n", " [ 0 3 5 1 1 0 0 0 1 74 15]\n", " [ 0 0 0 0 0 0 0 0 0 87 8]\n", " [ 0 0 0 0 0 0 0 0 0 52 32]\n", " [ 0 0 0 0 0 0 0 0 0 51 34]\n", " [ 0 0 0 0 0 0 0 0 0 61 34]\n", " [ 0 0 0 0 0 0 0 0 0 46 49]\n", " [ 0 0 0 0 0 0 0 0 0 35 31]\n", " [ 320 4 2 15 4 1 0 2 3 6712 32]\n", " [ 67 79 1 0 9 0 0 0 0 593 8848]]\n", "[[ 0 0 0 0 0 0 0 0 0 25 1]\n", " [ 2 0 0 0 0 0 0 0 0 28 1]\n", " [ 0 0 0 0 0 0 0 0 0 29 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 2]\n", " [ 0 0 0 0 0 0 0 0 1 33 2]\n", " [ 25 17 34 14 28 10 23 18 12 16407 35]\n", " [ 4 5 0 2 0 4 0 2 1 99 513]]\n", "[[ 0 0 0 0 0 0 0 0 0 12 19]\n", " [ 0 0 0 0 0 0 0 0 0 53 21]\n", " [ 0 0 0 0 0 0 0 0 0 33 39]\n", " [ 0 0 0 0 0 0 0 0 0 35 37]\n", " [ 0 0 0 0 0 0 0 0 0 46 26]\n", " [ 0 0 0 0 1 0 0 0 0 70 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 15 4 29 23 10 21 7 7 5 15809 26]\n", " [ 6 0 1 0 0 0 1 3 0 89 863]]\n", "[[ 36 0 0 0 0 0 0 0 0 56 96]\n", " [ 0 0 0 1 0 0 0 0 0 142 4]\n", " [ 0 0 0 0 0 0 0 0 1 146 1]\n", " [ 0 0 0 0 1 1 0 0 0 145 6]\n", " [ 0 0 0 0 0 1 0 0 0 140 2]\n", " [ 0 0 0 0 0 0 0 0 0 145 6]\n", " [ 0 1 1 1 1 0 0 0 0 129 2]\n", " [ 0 0 0 0 0 1 0 0 0 145 0]\n", " [ 0 0 0 0 1 0 0 0 0 129 1]\n", " [ 5 11 26 29 29 13 21 9 11 14927 79]\n", " [ 16 2 7 62 6 4 0 0 0 160 381]]\n", "[[ 0 0 11 19 0 3 0 0 0 30 180]\n", " [ 0 0 0 0 0 0 0 0 0 54 0]\n", " [ 0 0 0 0 0 0 0 0 0 55 0]\n", " [ 0 0 0 0 0 0 0 0 0 59 0]\n", " [ 0 0 0 0 0 0 0 0 0 60 1]\n", " [ 0 0 0 0 1 0 0 0 0 46 4]\n", " [ 0 0 0 0 0 0 0 0 0 60 0]\n", " [ 0 0 0 0 0 0 0 0 0 49 0]\n", " [ 0 0 0 0 0 0 0 0 0 55 0]\n", " [ 18 13 13 6 11 13 16 10 6 15204 68]\n", " [ 69 1 3 3 1 5 2 1 1 129 860]]\n", "[[ 0 0 0 0 0 0 0 0 0 2 2]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 29 0]\n", " [ 0 0 0 0 0 1 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 2]\n", " [ 0 0 0 0 0 0 0 0 0 30 1]\n", " [ 0 1 1 10 0 7 7 4 2 14443 34]\n", " [ 72 3 1 0 2 20 1 0 0 784 1502]]\n", "[[ 1 0 0 0 0 0 0 0 0 26 17]\n", " [ 0 0 0 0 0 0 0 0 0 62 4]\n", " [ 0 0 0 0 0 0 0 0 0 54 4]\n", " [ 0 0 0 0 0 0 1 0 0 66 1]\n", " [ 0 0 0 0 0 0 1 0 0 61 2]\n", " [ 0 0 0 0 0 0 0 0 0 62 3]\n", " [ 0 0 0 0 0 0 0 0 0 61 1]\n", " [ 0 0 0 0 0 0 0 0 0 54 2]\n", " [ 0 0 0 0 0 0 0 0 0 68 0]\n", " [ 6 12 1 7 17 7 3 4 0 14340 65]\n", " [ 98 4 0 0 6 2 0 0 0 174 1843]]\n", "[[ 9 0 0 0 0 1 0 0 0 109 283]\n", " [ 0 0 0 0 0 0 0 0 0 214 0]\n", " [ 0 0 0 0 0 0 0 0 0 213 2]\n", " [ 0 0 0 0 0 0 0 2 0 212 1]\n", " [ 0 0 0 0 0 0 0 0 0 194 3]\n", " [ 0 0 0 0 0 0 0 0 0 165 11]\n", " [ 0 0 0 0 0 0 0 0 0 177 2]\n", " [ 0 0 0 0 0 0 1 0 0 178 1]\n", " [ 0 0 0 0 0 0 0 0 0 162 1]\n", " [ 0 1 1 1 0 3 1 4 4 14309 26]\n", " [ 21 0 0 0 0 0 0 0 0 100 728]]\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 7 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 15 21]\n", " [ 0 0 0 0 0 0 0 0 0 15854 54]\n", " [ 0 1 0 0 0 0 0 1 0 240 767]]\n", "[[ 0 0 0 0 0 0 0 0 0 55 169]\n", " [ 0 0 0 0 0 0 0 0 0 256 4]\n", " [ 0 0 0 2 0 0 0 0 0 223 1]\n", " [ 0 0 0 0 0 0 0 0 0 208 3]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 175 5]\n", " [ 0 0 0 0 0 0 0 0 0 145 35]\n", " [ 0 0 0 0 0 0 0 0 0 158 22]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 1 1 3 2 2 0 0 0 12 13452 41]\n", " [ 5 15 0 0 0 0 0 0 8 354 1638]]\n", "[[ 1 0 0 0 0 0 0 0 0 768 144]\n", " [ 0 0 0 0 0 0 0 0 0 62 18]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 56 16]\n", " [ 0 0 0 0 0 0 0 0 0 41 31]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 0 0 0 0 0 0 0 0 0 39 33]\n", " [ 0 0 0 0 0 0 0 0 0 56 16]\n", " [ 0 0 0 0 0 0 0 0 0 61 11]\n", " [ 261 6 6 2 4 0 1 6 12 7973 402]\n", " [1867 0 0 0 0 0 0 4 0 1145 4169]]\n", "[[ 1 0 0 0 0 0 0 0 0 3 128]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 4 18 6 5 9 8 2 0 5 13191 46]\n", " [ 10 1 0 1 0 0 0 2 1 163 3463]]\n", "[[ 0 0 0 0 0 1 0 0 0 66 71]\n", " [ 0 2 0 0 0 0 0 0 0 310 12]\n", " [ 0 0 0 0 0 0 0 1 0 321 2]\n", " [ 0 0 0 0 0 0 0 0 0 323 1]\n", " [ 0 0 0 0 1 0 0 0 0 318 5]\n", " [ 0 0 0 0 0 0 0 0 0 315 9]\n", " [ 0 0 0 0 0 0 0 0 0 319 5]\n", " [ 0 0 0 0 0 0 0 0 0 320 4]\n", " [ 0 0 0 0 0 0 0 0 0 294 10]\n", " [ 3 18 5 2 14 1 0 2 3 11378 38]\n", " [ 21 0 0 0 6 16 13 16 4 228 2877]]\n", "[[ 0 0 0 0 0 0 0 0 0 121 125]\n", " [ 0 0 0 0 0 0 0 0 0 149 6]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 66 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 16209 57]\n", " [ 0 0 0 0 0 0 0 0 0 332 3081]]\n", "[[ 2 0 0 0 0 0 0 0 0 311 225]\n", " [ 4 1 0 0 0 0 0 0 0 190 49]\n", " [ 13 0 0 0 0 0 0 0 0 161 42]\n", " [ 0 0 0 0 0 0 0 0 0 154 62]\n", " [ 0 0 0 0 0 0 0 0 0 141 38]\n", " [ 0 0 0 0 0 0 0 0 0 126 18]\n", " [ 0 0 0 0 0 0 0 0 0 113 31]\n", " [ 0 0 0 0 0 0 0 0 0 107 37]\n", " [ 0 0 0 0 0 0 0 0 0 108 36]\n", " [ 2 10 0 2 0 0 0 0 0 16702 73]\n", " [ 44 2 0 0 0 0 0 0 0 347 1248]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 5 7 6 5 0 8 4 4 16520 223]\n", " [ 4 11 0 2 6 60 21 1 0 270 3242]]\n", "[[ 5 0 0 0 0 0 0 0 0 14 7]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 6 0 0 0 0 0 0 0 20 46]\n", " [ 0 4 0 0 0 0 0 0 0 12 56]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 2 0 0 0 0 0 0 0 60 10]\n", " [ 6 3 2 5 0 1 1 0 0 16105 74]\n", " [ 185 11 4 0 7 0 0 0 0 613 2780]]\n", "[[ 0 0 0 0 0 0 0 0 0 8 8]\n", " [ 1 0 1 0 0 0 0 0 0 77 65]\n", " [ 0 0 5 2 0 0 0 0 0 114 23]\n", " [ 0 0 0 0 0 0 0 0 0 131 13]\n", " [ 0 0 0 0 0 0 0 0 2 106 36]\n", " [ 0 0 0 0 0 0 0 0 0 130 14]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 73 71]\n", " [ 53 0 3 0 3 4 5 0 5 12706 130]\n", " [ 21 13 3 6 0 0 0 4 6 232 6037]]\n", "[[ 0 0 0 0 0 0 0 0 0 29 63]\n", " [ 0 0 1 0 7 1 2 2 0 236 357]\n", " [ 0 0 0 0 12 1 0 0 0 282 245]\n", " [ 0 1 0 0 4 19 0 0 0 349 163]\n", " [ 0 1 0 0 0 3 0 0 0 384 71]\n", " [ 0 0 1 0 1 0 0 1 1 317 84]\n", " [ 0 0 1 1 1 0 1 0 2 326 64]\n", " [ 0 5 1 2 1 1 1 0 1 340 33]\n", " [ 0 0 0 0 0 3 1 0 1 275 39]\n", " [ 1 61 453 137 0 1 6 3 0 13902 211]\n", " [ 42 4 0 0 43 15 1 5 0 291 2837]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 1 0 0 0 0 0 0 0 0 0 3]\n", " [ 5 1 0 0 0 0 0 0 0 0 30]\n", " [ 1 2 0 0 0 0 0 0 0 30 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 1 35]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 3 33]\n", " [ 0 0 0 0 0 0 0 0 0 30 6]\n", " [ 0 3 11 7 1 15 8 1 17 18238 231]\n", " [ 30 39 38 6 19 13 2 0 1 163 2616]]\n", "[[ 0 0 0 0 0 0 1 0 0 28 27]\n", " [ 0 0 0 0 0 0 0 0 0 100 8]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 100 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 2 1 4 7 7 6 8 2 6 14975 232]\n", " [ 4 10 3 3 5 20 0 5 0 290 5393]]\n", "[[ 0 0 0 0 0 0 0 0 0 4 19]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 3 0 0 0 0 0 0 66 3]\n", " [ 0 0 0 0 0 0 1 0 0 84 2]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 8 13 1 9 9 0 4 5 19546 146]\n", " [ 6 4 6 1 0 9 3 0 0 89 1098]]\n", "[[ 0 0 0 0 0 0 0 0 0 17 122]\n", " [ 0 2 0 1 3 0 0 0 0 210 0]\n", " [ 0 0 0 4 4 2 1 0 0 204 1]\n", " [ 0 0 0 0 3 1 0 0 0 193 4]\n", " [ 0 0 0 5 6 0 0 0 0 146 3]\n", " [ 0 0 3 1 5 0 0 0 0 133 2]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 2 0 0 1 1 0 0 136 4]\n", " [ 1 35 32 42 101 29 18 5 17 17729 74]\n", " [ 29 1 2 0 0 1 2 6 3 173 1943]]\n", "[[ 215 16 4 0 2 2 0 0 1 76 180]\n", " [ 28 3 0 0 0 1 0 0 2 354 61]\n", " [ 40 21 2 0 0 0 0 2 0 271 34]\n", " [ 23 9 1 0 0 1 2 3 0 222 46]\n", " [ 3 1 11 2 0 0 0 0 0 210 25]\n", " [ 0 0 0 0 0 0 0 0 0 219 33]\n", " [ 4 0 0 0 1 0 0 0 0 205 42]\n", " [ 1 7 2 0 0 0 0 0 0 193 49]\n", " [ 1 0 0 0 0 1 0 0 0 222 19]\n", " [ 223 35 70 3 22 25 17 5 52 15390 164]\n", " [ 515 142 29 7 54 6 0 12 0 233 1907]]\n", "[[ 1 0 0 0 0 0 0 0 0 6 10]\n", " [ 0 0 0 0 0 1 0 0 0 31 40]\n", " [ 0 0 0 3 0 0 0 0 0 33 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 1 0 0 35 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 31 41]\n", " [ 66 25 23 55 29 15 40 70 16 14160 337]\n", " [ 335 17 9 35 13 5 1 16 4 286 5634]]\n", "[[ 299 0 0 0 0 0 0 0 0 5 16]\n", " [ 36 0 0 0 0 0 0 0 0 57 15]\n", " [ 36 0 0 0 0 0 0 0 0 61 11]\n", " [ 36 0 0 0 0 0 1 0 0 46 25]\n", " [ 36 0 0 0 0 0 0 0 0 47 25]\n", " [ 35 0 0 0 0 0 0 0 0 55 18]\n", " [ 36 0 0 0 0 1 0 0 0 53 3]\n", " [ 35 0 0 0 0 0 0 0 0 37 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 736 3 6 16 3 7 7 3 4 15877 141]\n", " [ 194 38 6 9 2 0 0 0 23 243 3369]]\n", "[[ 2 0 0 0 0 0 0 0 0 5 46]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 17 9 13 10 3 2 5 4 1 20075 192]\n", " [ 26 2 1 4 2 0 1 0 8 105 963]]\n", "[[ 0 0 0 0 0 0 0 0 0 10 7]\n", " [ 2 0 0 0 0 0 1 0 1 89 51]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 11 20 6 1 9 1 4 5 2 19142 67]\n", " [ 78 0 0 2 3 0 1 0 0 70 1193]]\n", "[[ 0 0 0 0 0 0 0 0 0 1432 509]\n", " [ 0 0 0 0 0 0 0 0 0 250 2]\n", " [ 0 1 0 0 0 0 0 0 0 264 0]\n", " [ 0 0 0 0 1 0 0 0 1 270 1]\n", " [ 0 0 2 0 1 0 0 0 1 212 0]\n", " [ 0 0 0 0 2 0 1 0 1 212 0]\n", " [ 0 0 0 0 0 1 0 0 0 183 1]\n", " [ 0 0 0 0 2 0 2 0 0 159 0]\n", " [ 0 0 0 0 1 0 1 0 1 139 2]\n", " [ 5 1 230 42 63 92 23 20 29 15498 65]\n", " [ 2 0 0 0 0 1 3 0 0 137 920]]\n", "[[ 1 0 0 0 0 0 0 0 0 8 70]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 39 33]\n", " [ 2 0 0 0 0 0 0 0 0 36 34]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 51 35 45 29 7 4 8 3 4 17224 235]\n", " [ 67 0 0 0 0 0 0 0 0 117 2302]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 3 0 0 0 0 0 0 0 0 16 22]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 1 0 0 0 107 0]\n", " [ 0 0 0 0 0 1 0 0 0 106 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 77 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 1 0 0 0 0 0 0 0 0 69 2]\n", " [ 0 0 1 0 0 0 0 0 0 71 0]\n", " [ 32 20 16 14 11 27 7 6 2 17320 36]\n", " [ 42 0 0 0 0 0 0 0 0 278 2208]]\n", "[[ 1 0 0 0 0 0 0 0 0 47 124]\n", " [ 0 0 0 0 0 0 0 0 0 301 10]\n", " [ 0 0 0 0 1 0 0 0 0 163 23]\n", " [ 0 0 0 0 0 0 0 0 0 166 1]\n", " [ 0 0 1 0 0 0 0 0 0 140 3]\n", " [ 0 0 0 0 0 0 0 1 0 142 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 142 2]\n", " [ 0 0 0 0 0 0 0 0 0 112 0]\n", " [ 5 9 11 18 19 6 16 13 3 18176 51]\n", " [ 62 0 2 0 0 0 0 1 0 179 690]]\n", "[[ 0 0 0 0 0 0 0 0 0 17 6]\n", " [ 0 0 0 0 1 1 0 0 0 134 8]\n", " [ 0 0 0 0 0 0 0 0 0 136 8]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 1 0 0 0 0 140 3]\n", " [ 1 2 2 4 1 6 7 1 3 19139 28]\n", " [ 14 0 2 0 0 0 0 1 0 121 279]]\n", "[[ 0 0 0 0 0 0 0 0 0 21 107]\n", " [ 0 0 0 0 0 0 0 0 0 113 46]\n", " [ 0 0 0 0 0 0 0 0 0 64 44]\n", " [ 0 0 0 0 0 0 0 0 0 76 32]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 45 63]\n", " [ 0 0 0 0 0 0 0 0 0 60 48]\n", " [ 0 0 0 0 0 0 0 0 0 92 16]\n", " [ 0 0 0 0 0 0 0 0 0 80 28]\n", " [ 0 0 0 0 0 0 0 0 0 18562 158]\n", " [ 0 0 0 0 0 0 0 0 0 1138 910]]\n", "[[ 0 1 0 0 0 0 1 0 0 74 497]\n", " [ 0 0 1 0 0 0 0 0 0 242 7]\n", " [ 0 0 0 0 0 0 0 0 0 194 22]\n", " [ 0 0 0 1 0 0 0 0 0 184 10]\n", " [ 0 0 1 0 0 0 0 0 0 174 5]\n", " [ 0 0 0 0 0 0 0 0 0 178 2]\n", " [ 0 0 0 0 0 0 0 0 1 176 3]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 0 0 0 0 0 0 0 166 3]\n", " [ 2 41 8 8 32 8 6 1 7 18283 237]\n", " [ 2 3 0 1 0 1 0 1 0 101 946]]\n", "[[ 284 6 0 0 0 26 0 0 0 157 350]\n", " [ 5 0 0 0 0 15 0 0 0 72 52]\n", " [ 26 0 0 0 0 0 0 0 0 68 50]\n", " [ 25 0 0 0 0 0 0 0 0 45 47]\n", " [ 2 0 0 0 0 0 0 0 1 47 58]\n", " [ 7 0 0 0 0 0 0 0 0 70 31]\n", " [ 0 0 0 0 0 0 0 1 0 70 37]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 55 36]\n", " [ 32 16 10 13 30 26 4 10 10 13192 254]\n", " [ 1609 157 0 0 0 11 11 9 0 864 3802]]\n", "[[ 0 0 0 0 0 0 0 0 0 10 1]\n", " [ 0 0 0 0 0 0 0 0 0 62 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 19 17]\n", " [ 0 0 0 0 1 0 0 0 0 0 35]\n", " [ 6 0 0 22 0 0 0 0 0 0 8]\n", " [ 1 0 0 20 0 0 0 0 0 0 15]\n", " [ 8 32 31 9 6 6 44 1 5 19359 97]\n", " [ 287 2 9 0 0 4 1 0 0 301 1282]]\n", "[[ 36 0 0 1 1 0 0 0 0 59 45]\n", " [ 0 2 0 2 3 0 0 0 1 238 6]\n", " [ 0 0 0 1 0 0 0 0 0 246 5]\n", " [ 0 0 1 2 1 0 0 0 0 246 2]\n", " [ 0 0 4 2 0 0 0 0 0 236 10]\n", " [ 0 2 0 1 3 0 0 0 0 243 3]\n", " [ 0 1 0 2 0 0 0 0 0 248 1]\n", " [ 0 0 1 0 0 0 0 0 0 247 4]\n", " [ 0 0 0 0 0 0 0 0 0 246 6]\n", " [ 1 17 14 42 2 7 9 4 1 18395 61]\n", " [ 72 24 0 0 1 31 0 0 0 118 854]]\n", "[[ 0 0 0 0 0 0 0 0 0 1285 773]\n", " [ 0 0 0 0 0 0 0 0 0 341 37]\n", " [ 0 0 0 0 0 0 0 0 0 130 31]\n", " [ 0 0 0 0 0 0 0 0 0 115 23]\n", " [ 0 0 0 0 0 0 0 0 0 85 23]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 71 37]\n", " [ 0 0 0 0 0 0 0 0 0 78 30]\n", " [ 0 0 0 0 0 0 0 0 0 78 30]\n", " [ 0 0 0 0 0 0 0 0 0 5807 479]\n", " [ 0 0 0 0 0 0 0 0 0 817 10545]]\n", "[[ 6 1 0 0 0 0 0 0 0 1 5]\n", " [ 9 20 0 0 0 0 0 0 0 0 79]\n", " [ 22 30 0 0 1 0 0 0 0 20 35]\n", " [ 6 20 0 0 0 0 0 0 0 54 28]\n", " [ 7 14 0 0 0 0 0 0 0 34 53]\n", " [ 9 30 0 0 0 0 0 0 0 38 31]\n", " [ 12 24 0 0 0 0 0 0 0 60 12]\n", " [ 7 3 1 0 3 0 0 0 0 79 15]\n", " [ 5 6 0 3 19 0 0 0 0 38 37]\n", " [ 418 1013 207 10 115 27 27 24 9 10636 3033]\n", " [ 976 106 5 9 2 0 2 5 0 331 3091]]\n", "[[ 13 0 0 0 0 0 0 1 0 44 50]\n", " [ 0 0 0 0 0 0 1 0 0 303 10]\n", " [ 2 0 0 0 0 2 0 0 0 230 18]\n", " [ 2 0 0 0 0 2 1 0 0 230 17]\n", " [ 3 0 0 0 0 0 0 0 0 167 19]\n", " [ 0 0 0 0 0 0 0 0 0 161 19]\n", " [ 1 0 1 0 0 0 0 0 0 166 12]\n", " [ 0 0 0 0 0 0 0 1 0 157 22]\n", " [ 0 0 0 0 0 0 0 0 0 167 13]\n", " [ 14 4 6 2 4 16 5 10 16 14803 214]\n", " [ 90 10 13 3 20 2 2 0 1 306 3547]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 11 44 26 15 20 25 15 28 40 18776 166]\n", " [ 23 6 4 6 3 6 5 11 1 232 1460]]\n", "[[ 0 0 0 0 0 0 0 0 0 20 16]\n", " [ 0 0 0 0 0 5 0 0 0 129 11]\n", " [ 0 0 0 0 0 0 0 0 0 131 13]\n", " [ 0 0 0 0 0 0 0 0 0 125 19]\n", " [ 0 0 0 0 0 0 1 0 0 122 21]\n", " [ 0 1 0 0 0 0 0 0 0 142 1]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 1 0 0 0 0 132 11]\n", " [ 8 54 3 1 14 4 7 1 9 18225 91]\n", " [ 11 1 1 0 2 0 0 0 0 133 1169]]\n", "[[ 938 160 0 0 1 0 0 0 0 7 9]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 59 5]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 184 156 18 28 171 22 16 54 52 12827 44]\n", " [ 327 0 0 0 135 2 0 0 0 540 1500]]\n", "[[ 1 0 0 0 0 0 0 0 0 8 6]\n", " [ 0 0 0 0 0 0 0 0 0 46 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 15 6 11 6 13 0 1 4 8 12009 297]\n", " [ 188 0 0 0 1 0 0 0 0 280 4427]]\n", "[[ 10 0 0 0 0 0 0 0 0 20 260]\n", " [ 8 0 0 0 0 0 0 0 0 44 28]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 47 20]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 244 0 1 4 7 1 0 1 5 13158 77]\n", " [ 620 0 0 0 0 0 0 0 0 510 2226]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 1 4 6 0 1 3 3 15566 76]\n", " [ 91 0 0 0 1 2 0 0 262 1561]]\n", "[[ 0 0 0 0 0 0 0 0 0 66 19]\n", " [ 0 0 0 0 0 0 0 0 0 240 12]\n", " [ 0 0 0 0 0 0 0 0 0 202 50]\n", " [ 0 0 0 0 0 0 0 0 0 186 66]\n", " [ 0 0 0 0 1 0 0 0 0 129 122]\n", " [ 0 0 0 0 0 0 0 0 0 184 68]\n", " [ 0 0 0 0 0 0 0 0 0 202 50]\n", " [ 0 0 0 0 0 0 0 0 0 216 36]\n", " [ 0 0 0 0 0 0 0 1 0 208 43]\n", " [ 1 4 0 1 1 0 1 3 0 13761 39]\n", " [ 3 0 0 0 0 0 0 0 0 152 1512]]\n", "[[ 0 0 0 0 0 0 0 0 0 1559 650]\n", " [ 0 0 0 0 0 0 0 0 0 109 13]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 15364 132]\n", " [ 6 0 0 0 0 0 0 0 0 258 2035]]\n", "[[ 227 0 0 0 0 0 0 0 0 125 8]\n", " [ 0 0 0 0 0 0 0 0 0 63 45]\n", " [ 0 0 0 0 0 0 0 0 0 19 89]\n", " [ 1 0 0 0 0 0 0 0 0 38 69]\n", " [ 9 0 0 0 0 0 0 0 0 34 65]\n", " [ 13 0 0 0 0 0 0 0 0 24 71]\n", " [ 28 0 0 0 0 0 0 0 0 8 72]\n", " [ 36 0 0 0 0 0 0 0 0 19 53]\n", " [ 35 0 0 0 0 0 0 0 0 36 37]\n", " [ 313 35 4 0 13 0 0 2 2 9433 375]\n", " [ 482 1 0 0 0 0 0 0 0 171 8575]]\n", "[[ 1 1 10 0 2 0 0 0 0 8 46]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 1 3 0 0 0 0 0 0 54 14]\n", " [ 0 0 0 0 21 0 0 0 0 38 13]\n", " [ 0 0 0 0 25 1 0 0 0 36 10]\n", " [ 0 1 1 1 22 0 0 0 0 45 2]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 9 21 1 1 2 1 1 0 0 16181 215]\n", " [ 718 5 42 0 33 1 2 1 0 223 2529]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 8 5 9 5 1 7 2 1 1 17817 80]\n", " [ 61 2 8 3 18 17 2 3 0 238 2342]]\n", "[[ 0 0 0 0 0 0 0 0 0 10 35]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 122 1]\n", " [ 0 0 0 0 0 0 0 0 0 74 34]\n", " [ 0 0 0 0 1 0 1 0 0 105 1]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 97 11]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 1 2 2 0 2 1 0 2 0 16874 87]\n", " [ 0 1 1 0 0 0 0 4 0 169 2524]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 1 0 0 0 0 0 0 0 0 25 16]\n", " [ 21 0 6 0 0 0 0 0 0 85 32]\n", " [ 0 0 0 0 0 0 0 0 0 100 44]\n", " [ 0 0 0 0 3 3 1 0 0 125 12]\n", " [ 0 0 8 5 12 1 1 0 0 100 17]\n", " [ 0 0 0 1 1 1 1 0 1 103 36]\n", " [ 0 0 0 0 0 0 0 0 1 135 8]\n", " [ 0 0 0 1 0 0 0 0 0 127 16]\n", " [ 0 0 0 3 0 0 1 0 1 126 13]\n", " [ 0 5 111 243 59 36 128 23 38 17526 641]\n", " [ 2 16 13 5 3 2 4 1 0 316 1479]]\n", "[[ 103 42 0 0 0 0 0 0 0 7 190]\n", " [ 0 0 4 0 0 0 0 0 0 61 18]\n", " [ 0 0 18 8 0 0 0 0 0 46 0]\n", " [ 0 0 4 2 0 0 0 0 0 66 0]\n", " [ 0 0 1 5 0 0 0 0 0 65 1]\n", " [ 0 0 0 4 0 0 0 0 0 64 4]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 1 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 34 12 63 115 21 11 4 2 22 17779 109]\n", " [ 210 41 28 6 0 1 0 6 2 271 2179]]\n", "[[ 0 0 0 0 0 0 0 0 0 57 579]\n", " [ 3 0 0 0 0 0 0 0 0 76 16]\n", " [ 0 0 0 0 0 0 0 0 0 44 1]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 5 8 3 0 5 0 6 4 7 13847 308]\n", " [ 327 63 6 0 1 13 0 0 0 246 6004]]\n", "[[ 0 0 0 0 0 0 0 0 0 6 4]\n", " [ 0 0 0 0 0 0 0 0 0 53 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 9]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 5 4 1 2 6 6 3 1 2 20787 98]\n", " [ 0 10 0 0 0 0 0 0 0 79 480]]\n", "[[ 0 0 0 0 0 0 0 0 0 17 68]\n", " [ 0 0 0 0 0 0 0 0 0 165 15]\n", " [ 0 0 1 0 0 0 0 0 0 146 33]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 0 0 0 0 0 0 0 178 2]\n", " [ 0 0 0 0 0 0 0 0 0 176 4]\n", " [ 0 0 0 0 0 0 0 0 0 160 20]\n", " [ 0 0 0 0 0 0 0 8 1 144 20]\n", " [ 0 0 1 1 0 0 0 0 0 142 0]\n", " [ 0 11 5 4 5 2 6 21 4 19831 36]\n", " [ 45 1 1 1 0 1 0 0 41 34 314]]\n", "[[ 0 0 0 0 0 0 0 0 0 299 812]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 1 104 3]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 104 4]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 10 3 0 0 0 2 1 15462 116]\n", " [ 10 0 0 0 0 0 0 1 0 384 2843]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 83 16 13 17 7 25 20 5 3 18453 147]\n", " [ 440 0 0 0 0 0 0 0 0 485 1093]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 32 2 2 4 6 5 2 13284 160]\n", " [ 294 0 0 0 0 0 0 678 6338]]\n", "[[ 1 0 0 0 0 0 0 0 0 20 70]\n", " [ 0 0 0 0 0 0 0 0 0 198 28]\n", " [ 0 0 0 0 0 0 0 0 0 206 10]\n", " [ 0 0 0 0 1 0 0 0 0 198 17]\n", " [ 0 0 0 0 0 0 0 0 0 178 3]\n", " [ 0 0 0 0 0 0 0 0 0 146 1]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 0 0 0 0 0 0 0 0 0 143 1]\n", " [ 1 1 0 0 2 4 1 0 1 17461 146]\n", " [ 54 0 0 0 0 0 0 0 0 450 1177]]\n", "[[ 0 0 0 0 0 0 0 0 0 15 5]\n", " [ 0 0 0 0 0 0 0 0 0 146 34]\n", " [ 0 0 0 0 0 0 0 0 0 137 43]\n", " [ 0 0 0 0 0 0 0 0 0 170 10]\n", " [ 0 0 0 0 0 0 0 0 0 172 8]\n", " [ 0 0 0 0 0 0 0 0 0 176 4]\n", " [ 0 0 1 0 0 0 0 0 0 176 3]\n", " [ 0 0 0 0 0 0 0 0 0 176 4]\n", " [ 0 0 0 0 0 1 0 0 0 165 14]\n", " [ 0 0 1 1 2 5 1 3 2 17631 64]\n", " [ 9 0 0 0 0 0 0 0 0 202 1426]]\n", "[[18556 173]\n", " [ 956 2062]]\n", "[[ 0 0 0 0 0 0 0 0 0 935 147]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 0 0 0 0 0 0 0 0 0 80 28]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 0 0 94 14]\n", " [ 0 0 0 0 0 0 0 0 0 93 15]\n", " [ 0 0 0 0 0 0 0 0 0 98 10]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 14125 395]\n", " [ 0 0 0 0 0 0 0 0 0 554 4727]]\n", "[[ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0]\n", " [ 3 1 3 2 1 15896 185]\n", " [ 11 0 2 1 0 914 4728]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 1 0 0 0 0 0 0 0 0 56 10]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 40 32]\n", " [ 1 0 0 0 0 0 0 0 0 35 36]\n", " [ 2 0 0 0 0 0 0 0 0 36 34]\n", " [ 0 0 0 0 0 0 0 0 0 45 27]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 5 9 2 0 9 1 0 1 0 19303 141]\n", " [ 5 0 0 0 0 0 0 2 0 273 1353]]\n", "[[ 0 0 0 0 0 0 0 0 0 13 80]\n", " [ 0 0 0 0 0 0 0 0 0 127 0]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 6 1 2 7 4 1 1 2 7 19103 107]\n", " [ 6 0 11 4 3 0 0 0 0 181 1325]]\n", "[[19931 211]\n", " [ 617 1053]]\n", "[[ 0 0 0 0 0 0 0 0 0 707 349]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 88 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 41 2]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 17 19]\n", " [ 0 0 0 0 0 0 0 0 0 32 4]\n", " [ 0 0 0 0 0 0 0 0 0 14955 163]\n", " [ 0 0 0 0 0 0 0 0 0 513 4598]]\n", "[[ 10 0 0 0 0 0 0 0 0 36 11]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 89 19]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 1 1 0 0 0 2 0 0 13074 226]\n", " [ 272 0 0 0 0 0 0 0 2 500 6813]]\n", "[[ 0 0 0 0 0 0 0 0 0 212 70]\n", " [ 0 0 0 0 0 0 0 0 0 175 17]\n", " [ 0 0 0 0 0 0 0 0 0 167 13]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 167 4]\n", " [ 0 0 0 0 0 0 0 0 0 134 10]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 141 3]\n", " [ 0 0 0 0 0 0 0 0 0 140 4]\n", " [ 4 9 5 0 14 9 7 6 3 17255 201]\n", " [ 17 0 0 0 0 3 0 5 1 493 2199]]\n", "[[ 0 0 0 0 0 0 0 0 0 46 114]\n", " [ 0 0 0 0 0 0 0 0 0 142 38]\n", " [ 0 0 0 0 0 0 0 0 0 141 39]\n", " [ 0 0 0 0 0 0 0 0 0 147 33]\n", " [ 0 1 0 0 0 0 0 0 0 174 5]\n", " [ 0 0 0 0 0 0 0 0 0 174 6]\n", " [ 0 0 0 0 0 0 0 0 0 179 1]\n", " [ 0 0 0 0 0 0 0 0 0 180 0]\n", " [ 0 0 0 0 0 0 1 0 0 178 1]\n", " [ 6 2 4 5 0 4 2 1 2 18130 139]\n", " [ 18 0 0 0 0 0 0 4 2 194 1699]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 27 35 32 47 55 22 19 17 11 20526 89]\n", " [ 37 3 2 4 0 0 2 3 2 257 588]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 7 43 6 6 8 3 1 14 20721 86]\n", " [ 7 0 0 0 0 2 0 0 0 179 694]]\n", "[[ 8 0 0 0 0 0 0 0 0 374 705]\n", " [ 36 0 0 0 0 0 0 0 0 108 0]\n", " [ 5 0 0 0 0 0 0 0 0 106 33]\n", " [ 3 0 0 0 0 0 0 0 0 91 24]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 1 0 0 0 0 0 0 0 0 49 22]\n", " [ 2 11 8 0 5 5 2 0 2 16665 169]\n", " [ 660 0 0 0 0 0 0 0 0 642 1754]]\n", "[[ 0 0 0 0 0 0 0 0 0 13 8]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 98 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 14 3 6 3 3 15 4 1 4 20000 91]\n", " [ 73 0 1 1 0 0 1 1 0 167 660]]\n", "[[ 0 0 0 0 0 0 0 0 0 132 108]\n", " [ 0 0 0 0 0 0 0 0 0 180 0]\n", " [ 0 0 0 0 0 0 0 0 0 180 0]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 0 0 0 0 0 0 0 171 9]\n", " [ 0 0 0 0 0 0 0 0 0 178 2]\n", " [ 0 0 0 0 0 0 0 0 0 177 3]\n", " [ 0 0 0 0 0 0 0 0 0 178 2]\n", " [ 0 0 0 0 0 0 0 0 0 172 8]\n", " [ 0 4 1 3 2 1 1 0 1 19342 50]\n", " [ 10 4 0 3 0 0 0 0 0 68 608]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 90 17]\n", " [ 0 0 0 0 0 0 0 0 0 160 20]\n", " [ 0 0 0 0 0 0 0 0 0 147 33]\n", " [ 0 0 0 0 0 0 0 0 0 123 57]\n", " [ 0 0 0 0 0 0 0 0 0 119 57]\n", " [ 0 0 0 0 0 0 0 0 0 92 52]\n", " [ 0 0 0 0 0 0 0 0 0 89 72]\n", " [ 0 0 0 0 0 0 0 0 0 106 74]\n", " [ 0 0 0 0 0 0 0 0 0 120 60]\n", " [ 0 0 0 0 0 0 0 0 0 14170 405]\n", " [ 1 0 0 0 0 0 0 0 0 1388 2717]]\n", "[[ 0 0 0 0 0 0 0 0 0 201 1862]\n", " [ 0 0 0 0 0 0 0 0 0 6 144]\n", " [ 0 0 0 0 0 0 0 0 1 23 120]\n", " [ 0 0 0 0 0 1 0 0 1 62 80]\n", " [ 0 0 0 2 0 0 1 0 2 102 37]\n", " [ 0 0 0 0 0 0 0 0 0 78 66]\n", " [ 0 0 0 0 0 0 0 0 2 131 11]\n", " [ 0 0 0 0 0 0 0 0 0 137 7]\n", " [ 0 0 0 0 0 0 0 0 0 110 34]\n", " [ 1 4 4 20 25 27 10 6 34 12488 223]\n", " [ 7 1 2 8 6 2 1 0 72 275 3732]]\n", "[[ 7 0 0 1 0 0 0 0 0 19 58]\n", " [ 0 1 0 0 1 0 0 0 0 91 15]\n", " [ 0 0 0 0 0 0 0 0 0 71 37]\n", " [ 0 0 2 0 0 0 1 0 0 63 42]\n", " [ 0 0 0 0 0 0 0 0 0 91 17]\n", " [ 0 0 0 0 0 0 1 0 0 107 0]\n", " [ 0 0 0 0 0 0 1 0 0 107 0]\n", " [ 0 0 0 0 1 0 2 0 0 96 9]\n", " [ 0 0 0 0 0 1 0 0 0 97 10]\n", " [ 111 4 1 6 16 9 27 5 6 12165 163]\n", " [ 141 3 2 0 1 54 17 2 2 804 5681]]\n", "[[ 0 0 2 1 0 0 0 0 0 13 117]\n", " [ 0 0 1 0 0 0 0 1 1 144 69]\n", " [ 0 0 0 0 0 0 0 0 0 193 23]\n", " [ 5 0 0 0 0 0 0 1 0 164 46]\n", " [ 0 2 0 0 0 0 0 0 1 163 50]\n", " [ 0 1 0 0 1 0 0 0 0 186 28]\n", " [ 0 0 0 0 1 0 0 0 0 169 46]\n", " [ 0 0 0 0 0 0 0 0 0 211 2]\n", " [ 0 3 0 0 0 0 0 0 0 158 19]\n", " [ 1 4 3 0 1 0 1 6 4 13282 233]\n", " [ 149 10 0 6 2 5 1 0 0 477 4162]]\n", "[[ 11 0 0 1 0 0 0 0 0 32 229]\n", " [ 2 4 0 0 0 0 0 0 0 250 176]\n", " [ 0 1 0 0 0 0 1 0 0 318 112]\n", " [ 1 0 0 0 0 0 0 0 1 368 62]\n", " [ 3 0 0 2 0 0 0 0 0 317 94]\n", " [ 2 1 0 1 0 0 0 0 0 305 87]\n", " [ 0 0 1 0 0 0 0 0 0 374 21]\n", " [ 0 0 0 0 0 0 0 0 0 373 23]\n", " [ 0 2 0 0 0 3 0 0 0 300 89]\n", " [ 1 6 7 2 5 7 5 4 7 13701 147]\n", " [ 85 9 4 2 2 3 1 0 0 142 2462]]\n", "[[ 0 0 0 0 0 0 0 0 0 4 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 33 3]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 1 0 35 0]\n", " [ 0 0 1 0 0 0 0 6 0 29 0]\n", " [ 2 1 4 0 0 0 0 80 0 17785 53]\n", " [ 188 3 2 0 0 3 6 1 0 1631 1715]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 13 13 3 2 1 3 18753 227]\n", " [ 20 2 0 2 0 1 925 1801]]\n", "[[ 35 0 1 0 0 0 0 0 0 386 419]\n", " [ 0 0 0 0 0 0 0 0 0 96 35]\n", " [ 0 0 0 0 0 0 0 0 0 93 15]\n", " [ 0 0 0 0 0 0 0 0 0 100 8]\n", " [ 0 0 0 0 0 0 0 0 0 90 18]\n", " [ 0 0 0 0 0 0 0 0 0 91 17]\n", " [ 0 0 0 0 0 0 0 0 0 72 36]\n", " [ 4 0 0 0 0 0 0 0 1 52 51]\n", " [ 29 0 0 0 0 0 0 0 0 71 8]\n", " [ 0 0 7 0 0 0 1 0 0 7046 506]\n", " [ 285 3 0 0 0 103 2 0 0 871 11214]]\n", "[[ 145 0 0 0 0 0 0 0 0 45 7]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 5]\n", " [ 0 0 0 0 0 0 0 0 0 56 13]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 1 0 0 0 0 0 0 0 0 52 19]\n", " [ 7 0 1 1 0 0 0 0 0 36 27]\n", " [ 0 1 0 0 0 0 0 0 0 69 2]\n", " [ 5 31 17 2 7 25 22 0 3 17333 165]\n", " [ 152 2 0 0 0 0 5 20 0 204 3111]]\n", "[[ 0 0 0 0 0 0 0 0 0 3 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 1 0 0 0 0 32 3]\n", " [ 0 0 0 0 3 0 0 0 0 33 0]\n", " [ 0 0 0 0 1 0 0 0 0 2 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 3 9 18 11 4 1 1 3 20900 52]\n", " [ 3 0 0 0 0 0 1 3 0 97 544]]\n", "[[ 52 1 0 0 1 0 0 0 0 22 16]\n", " [ 0 0 0 0 0 0 0 0 0 90 54]\n", " [ 5 1 0 0 1 0 0 1 2 104 30]\n", " [ 1 0 0 1 1 0 0 0 0 121 20]\n", " [ 5 0 0 0 0 0 0 5 0 112 22]\n", " [ 0 0 1 0 0 0 0 10 0 90 43]\n", " [ 0 0 0 2 0 0 0 11 0 90 41]\n", " [ 7 1 6 9 0 0 0 9 0 81 31]\n", " [ 1 0 3 1 0 0 0 2 0 133 4]\n", " [ 124 83 105 88 64 31 34 580 35 16440 323]\n", " [ 217 0 0 1 1 5 6 8 0 361 1913]]\n", "[[1034 0 2 27 4 2 1 1 1 237 1290]\n", " [ 8 0 0 2 0 0 0 1 0 808 230]\n", " [ 2 0 0 0 0 1 0 4 0 706 164]\n", " [ 3 0 0 0 0 0 0 3 2 684 133]\n", " [ 2 0 0 0 0 0 4 5 2 588 150]\n", " [ 1 0 0 0 0 0 1 5 1 469 141]\n", " [ 8 0 0 1 3 2 2 1 1 411 75]\n", " [ 3 1 1 0 0 0 0 0 2 382 112]\n", " [ 3 0 0 0 0 2 3 0 0 344 96]\n", " [ 27 2 13 7 20 9 29 230 25 9988 240]\n", " [ 418 2 1 0 10 21 1 13 0 268 2167]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 139 0 0 0 0 1 2 0 0 37 212]\n", " [ 19 0 1 0 0 0 0 0 0 121 9]\n", " [ 1 3 0 0 1 2 0 0 0 60 41]\n", " [ 12 0 0 1 0 0 1 0 0 68 26]\n", " [ 23 2 0 0 0 1 0 0 0 69 13]\n", " [ 13 0 0 0 0 0 0 0 0 45 50]\n", " [ 14 7 0 0 0 0 0 0 0 17 70]\n", " [ 10 5 0 1 1 0 0 0 0 23 68]\n", " [ 2 2 2 0 0 0 2 0 0 97 3]\n", " [ 340 117 38 74 26 26 80 79 26 9922 98]\n", " [2142 78 66 2 105 21 21 64 16 755 6270]]\n", "[[ 174 0 0 0 3 2 0 0 0 60 61]\n", " [ 2 1 0 0 0 0 0 0 0 249 18]\n", " [ 1 1 0 0 0 1 0 7 2 103 14]\n", " [ 0 1 0 1 1 0 0 0 0 97 8]\n", " [ 0 0 2 0 0 0 0 0 0 94 9]\n", " [ 5 1 0 0 0 1 0 0 1 62 38]\n", " [ 0 0 0 1 0 0 1 0 0 64 42]\n", " [ 0 1 0 5 0 0 1 0 0 77 24]\n", " [ 0 1 0 1 0 0 0 0 0 74 32]\n", " [ 110 56 38 63 28 13 56 42 39 17563 153]\n", " [ 393 3 13 11 24 7 40 41 4 166 1456]]\n", "[[ 3 2 0 0 2 0 0 0 0 24 34]\n", " [ 5 0 0 0 1 3 0 0 0 189 54]\n", " [ 1 1 0 0 0 0 0 1 1 223 25]\n", " [ 1 1 0 1 0 0 1 0 0 244 4]\n", " [ 0 0 0 3 1 0 0 2 0 234 12]\n", " [ 1 0 0 4 0 0 0 0 0 200 47]\n", " [ 1 0 0 1 0 0 0 1 0 224 25]\n", " [ 0 0 1 0 0 0 1 0 0 249 1]\n", " [ 0 1 0 0 0 0 0 0 0 218 33]\n", " [ 20 32 12 17 5 17 14 8 15 16764 145]\n", " [ 318 4 6 11 14 21 36 7 2 122 1992]]\n", "[[ 0 0 0 0 0 0 0 0 0 1811 831]\n", " [ 0 0 0 0 0 0 0 0 0 76 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 1 19 14 5 0 0 0 0 0 16849 49]\n", " [ 0 0 1 1 0 0 0 0 0 299 918]]\n", "[[ 0 0 0 0 0 0 0 0 0 4 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 1 0 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 68 4 15 1 3 48 1 12 4 19468 114]\n", " [ 57 1 0 0 0 0 0 0 0 188 1104]]\n", "[[ 5 0 0 0 0 0 0 0 0 8 28]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 1 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 57 15]\n", " [ 3 2 4 4 3 1 0 0 5 17518 37]\n", " [ 276 0 0 0 0 0 0 0 1 919 1990]]\n", "[[ 0 0 0 0 0 0 0 0 0 3 4]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 1 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 1 0 8 4 2 3 17 6 9 20126 64]\n", " [ 22 1 0 0 0 0 0 0 0 281 541]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 20 4 2 1 1 0 15596 42]\n", " [ 320 1 0 0 0 1 233 5159]]\n", "[[ 0 0 0 0 0 0 0 0 0 6 9]\n", " [ 0 0 0 0 0 0 0 0 0 64 8]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 70 2]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 20437 119]\n", " [ 0 0 0 0 0 0 0 0 0 237 434]]\n", "[[ 0 0 0 0 0 0 0 0 0 209 1154]\n", " [ 0 0 0 0 0 0 0 0 0 36 36]\n", " [ 0 0 0 0 0 0 0 0 0 50 22]\n", " [ 0 0 0 0 0 0 0 0 0 71 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 4 12 2 2 0 0 0 0 18510 175]\n", " [ 0 1 0 1 0 0 0 0 0 417 936]]\n", "[[ 0 0 0 0 0 0 0 0 0 21 11]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 6 0 0 0 0 0 0 0 0 56 10]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 4 0 0 0 0 0 0 0 0 67 1]\n", " [ 0 0 0 0 0 0 0 0 0 59 13]\n", " [ 41 0 0 3 0 1 1 0 0 15467 122]\n", " [ 152 3 2 0 0 0 0 0 2 953 4463]]\n", "[[ 2 0 0 0 0 0 0 0 0 5 14]\n", " [ 1 0 0 0 0 0 0 0 0 14 21]\n", " [ 0 0 0 0 0 0 0 0 0 18 18]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 24 12]\n", " [ 0 0 0 0 0 0 0 0 0 22 14]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 0 1 0 0 0 0 0 0 0 34]\n", " [ 5 14 9 13 5 1 2 6 0 20272 49]\n", " [ 33 0 0 0 0 0 0 0 0 164 936]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 95 0 0 0 0 7 1 0 0 302 82]\n", " [ 0 0 0 0 0 0 0 0 0 332 47]\n", " [ 0 0 0 0 0 0 0 0 0 332 28]\n", " [ 0 0 0 0 0 0 0 0 0 352 8]\n", " [ 0 0 0 0 0 0 0 0 0 347 13]\n", " [ 0 0 0 0 0 0 0 1 0 338 21]\n", " [ 0 0 0 0 1 0 0 0 0 354 5]\n", " [ 0 0 0 0 0 0 0 0 0 354 6]\n", " [ 0 0 0 0 0 0 0 1 0 347 12]\n", " [ 2 2 1 1 0 4 6 2 1 18066 30]\n", " [ 0 0 0 0 1 0 0 0 1 83 232]]\n", "[[ 0 0 0 0 0 0 0 0 0 83 15]\n", " [ 0 0 0 0 0 0 2 0 0 87 0]\n", " [ 0 0 1 0 0 0 0 0 0 68 3]\n", " [ 0 0 0 0 0 0 0 0 0 66 6]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 67 3]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 2]\n", " [ 0 11 30 5 6 10 14 33 10 19999 49]\n", " [ 5 2 1 0 0 3 3 1 0 509 446]]\n", "[[ 0 0 0 0 0 0 0 0 0 180 422]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 1 0 0 0 0 0 0 12 23]\n", " [ 1 0 0 0 0 0 0 0 0 8 27]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 1 35]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 0 36]\n", " [ 16 28 5 3 25 19 10 2 0 16491 197]\n", " [ 46 4 2 0 0 3 3 0 0 600 3410]]\n", "[[ 2 0 0 0 0 0 0 0 0 8 2]\n", " [ 1 0 0 0 0 0 0 0 0 28 79]\n", " [ 0 0 0 0 0 0 0 0 0 32 76]\n", " [ 2 0 0 0 0 0 0 0 0 99 7]\n", " [ 0 0 0 0 0 0 0 0 0 101 7]\n", " [ 0 0 1 0 0 0 0 0 0 96 4]\n", " [ 0 0 0 0 0 0 0 0 0 63 9]\n", " [ 0 0 0 0 0 0 0 0 0 50 22]\n", " [ 0 0 0 0 0 0 0 0 0 50 22]\n", " [ 9 22 11 2 1 6 2 2 1 15865 140]\n", " [ 124 2 7 14 0 0 2 0 0 447 4336]]\n", "[[ 1 0 0 0 0 0 0 0 0 20 1]\n", " [ 0 0 0 0 0 0 0 0 0 87 36]\n", " [ 0 0 0 0 0 0 0 0 0 88 20]\n", " [ 0 0 0 1 0 0 0 0 0 107 0]\n", " [ 0 0 0 0 0 0 0 0 0 83 0]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 78 1]\n", " [ 3 0 0 2 5 3 7 1 2 19025 68]\n", " [ 5 1 4 0 0 0 0 4 0 1206 679]]\n", "[[ 0 0 0 0 0 0 0 0 0 9 3]\n", " [ 0 0 0 0 0 0 0 0 0 105 3]\n", " [ 0 0 0 0 0 0 0 0 0 80 28]\n", " [ 0 0 0 0 0 0 0 0 0 96 12]\n", " [ 0 0 0 0 0 0 0 0 0 86 22]\n", " [ 0 0 0 0 0 0 0 0 0 88 20]\n", " [ 0 0 0 0 0 0 0 0 0 103 5]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 4 0 5 1 2 1 0 4 1 15064 95]\n", " [ 0 0 0 0 0 0 0 0 0 3652 2049]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 9 21 7 4 1 3 30 14982 280]\n", " [ 1 1 0 3 0 3 0 0 0 186 556]]\n", "[[ 0 0 0 0 0 0 0 0 0 7 16]\n", " [ 0 0 0 0 0 0 0 0 0 28 74]\n", " [ 0 0 0 0 0 0 0 0 0 29 67]\n", " [ 0 0 0 0 0 0 0 0 0 45 44]\n", " [ 0 0 0 0 0 0 0 0 0 55 40]\n", " [ 0 0 0 0 0 0 0 0 0 51 34]\n", " [ 0 0 0 0 0 0 0 0 0 57 29]\n", " [ 0 0 0 0 0 0 0 0 0 48 35]\n", " [ 0 0 0 0 0 0 0 0 0 56 25]\n", " [ 0 0 0 1 0 1 0 1 4 14084 175]\n", " [ 0 0 0 1 0 2 0 0 0 107 971]]\n", "[[ 0 0 0 0 0 0 0 0 0 6 10]\n", " [ 0 0 0 0 0 0 0 0 0 21 6]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 28 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 1]\n", " [ 0 0 0 0 0 0 0 0 0 29 0]\n", " [ 0 0 0 0 0 0 0 0 0 29 0]\n", " [ 0 0 0 0 0 0 0 0 0 22 0]\n", " [ 0 3 2 0 0 2 5 1 0 13312 48]\n", " [ 8 7 0 0 0 2 0 0 0 719 1740]]\n", "[[ 0 0 0 0 0 0 0 0 0 27 88]\n", " [ 0 0 2 0 0 0 0 0 0 31 2]\n", " [ 0 0 0 0 0 0 0 0 0 29 7]\n", " [ 0 0 0 0 0 0 0 0 0 34 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 0]\n", " [ 0 0 0 0 0 0 0 0 0 35 1]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 1 0 35 0]\n", " [ 0 0 1 1 1 0 1 2 0 14887 41]\n", " [ 1 1 0 1 0 3 8 20 1 79 642]]\n", "[[ 0 0 0 0 0 5 0 0 0 76 96]\n", " [ 0 0 0 0 0 0 0 0 0 199 2]\n", " [ 0 0 0 0 0 0 0 0 0 152 24]\n", " [ 0 0 0 0 0 0 0 0 0 157 6]\n", " [ 0 0 0 0 0 0 0 0 0 140 0]\n", " [ 0 0 0 0 0 0 0 0 0 144 0]\n", " [ 0 0 0 0 0 0 0 0 0 135 8]\n", " [ 0 0 0 0 0 0 0 0 0 113 27]\n", " [ 0 0 0 0 0 0 0 0 0 130 5]\n", " [ 15 1 3 3 2 4 0 7 2 13687 33]\n", " [ 22 0 0 1 0 2 0 0 0 65 821]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 378 0 0 0 0 0 0 0 0 49 158]\n", " [ 14 0 2 0 0 0 0 0 0 34 96]\n", " [ 13 6 0 8 1 0 0 0 0 85 18]\n", " [ 0 7 1 0 1 0 0 0 0 92 0]\n", " [ 0 8 1 0 0 0 0 0 0 110 2]\n", " [ 0 8 2 0 0 0 0 0 0 107 3]\n", " [ 0 4 9 9 0 0 0 0 0 95 2]\n", " [ 0 2 0 0 0 0 0 0 0 107 8]\n", " [ 1 6 2 13 0 0 0 0 0 72 5]\n", " [ 36 275 281 434 58 0 0 0 0 12727 129]\n", " [ 111 2 0 3 11 0 0 0 0 173 851]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 17 0 0 0 0 0 0 0 0 4 10]\n", " [ 15 2 0 0 0 0 0 0 0 0 10]\n", " [ 5 8 0 0 0 0 0 0 0 14 6]\n", " [ 0 0 6 0 0 0 0 0 0 24 2]\n", " [ 0 0 7 0 0 0 0 0 0 18 0]\n", " [ 0 0 1 0 0 0 0 0 0 29 0]\n", " [ 0 0 1 0 0 0 0 0 0 24 0]\n", " [ 0 0 0 0 0 0 0 0 0 26 0]\n", " [ 7 12 126 17 13 26 22 7 2 14858 115]\n", " [ 0 4 0 0 0 1 0 0 3 125 1063]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 1 3 1 4 8 5 7 4 14276 133]\n", " [ 7 0 0 30 1 0 0 0 168 1982]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 1 0 2 10 2 1 15863 46]\n", " [ 33 54 1 0 0 0 77 540]]\n", "[[ 0 0 0 0 0 0 0 0 0 25 9]\n", " [ 0 0 0 0 0 0 0 0 0 67 5]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 69 3]\n", " [ 0 0 0 0 0 0 0 0 0 71 1]\n", " [ 0 0 0 0 0 0 0 0 0 72 0]\n", " [ 0 0 0 0 0 0 0 0 0 67 4]\n", " [ 0 1 0 0 1 0 0 0 1 15558 42]\n", " [ 10 0 0 0 0 0 0 1 0 60 347]]\n", "[[14769 176]\n", " [ 308 894]]\n", "[[11702 177]\n", " [ 253 4015]]\n", "[[ 0 0 0 0 0 0 0 0 0 4 15]\n", " [ 0 0 0 0 0 0 0 0 0 59 0]\n", " [ 0 0 0 0 0 0 0 0 0 44 1]\n", " [ 0 0 0 0 0 0 0 0 0 49 1]\n", " [ 0 0 0 0 0 0 0 0 0 54 1]\n", " [ 0 0 0 0 0 0 0 0 0 47 0]\n", " [ 0 0 0 0 0 0 0 0 0 55 1]\n", " [ 0 0 0 0 0 0 0 0 0 47 0]\n", " [ 0 0 0 0 0 0 0 0 0 55 0]\n", " [ 0 0 0 0 0 0 0 0 0 13096 50]\n", " [ 0 0 0 0 0 0 0 0 0 352 2216]]\n", "[[15618 54]\n", " [ 78 397]]\n", "[[ 0 0 0 0 0 0 0 0 0 9 2]\n", " [ 0 0 0 0 0 0 0 0 0 103 4]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 107 1]\n", " [ 0 0 0 0 0 0 0 0 0 105 2]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 108 0]\n", " [ 0 0 0 0 0 0 0 0 0 106 2]\n", " [ 0 0 0 0 0 0 0 0 0 14504 60]\n", " [ 0 0 0 0 0 0 0 0 0 98 612]]\n", "[[ 13 0 0 0 0 0 0 0 0 290 3]\n", " [ 0 0 0 0 0 0 0 0 0 52 0]\n", " [ 0 0 0 0 0 0 0 0 0 58 1]\n", " [ 0 0 1 0 0 0 0 0 0 61 0]\n", " [ 0 0 0 0 0 0 0 0 0 66 0]\n", " [ 0 0 0 0 0 0 0 0 0 47 2]\n", " [ 0 0 0 0 0 0 0 0 0 31 0]\n", " [ 0 0 0 0 0 0 0 0 0 27 4]\n", " [ 0 0 0 0 0 0 0 0 0 32 0]\n", " [ 5 3 22 0 0 3 0 0 0 15705 18]\n", " [ 30 31 26 0 0 0 0 0 0 663 332]]\n", "[[ 26 0 4 0 0 0 0 0 0 130 632]\n", " [ 0 0 0 0 0 0 0 0 0 60 35]\n", " [ 0 0 0 0 0 0 0 0 0 27 62]\n", " [ 3 2 0 0 0 0 0 0 0 28 62]\n", " [ 14 6 0 0 0 0 0 0 0 29 47]\n", " [ 0 1 0 0 0 0 0 0 0 27 64]\n", " [ 1 5 0 0 0 0 0 0 0 30 61]\n", " [ 0 0 0 0 0 0 0 0 0 54 45]\n", " [ 0 0 0 0 0 0 0 0 0 51 43]\n", " [ 24 3 12 26 6 0 0 1 3 11349 59]\n", " [ 19 5 16 0 0 0 0 2 0 755 3697]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 16 0 1 1 0 0 7478 49]\n", " [ 545 9 1 57 4 2 668 8695]]\n", "[[ 0 0 0 0 0 0 0 0 1 10 26]\n", " [ 0 0 0 0 0 0 0 0 3 73 22]\n", " [ 0 0 0 0 0 0 0 0 0 96 2]\n", " [ 0 0 0 0 0 0 0 0 0 91 1]\n", " [ 0 0 0 0 0 0 0 0 0 99 1]\n", " [ 0 0 0 0 0 0 0 0 0 92 0]\n", " [ 0 0 0 0 0 0 0 0 0 93 5]\n", " [ 0 0 0 0 0 0 0 0 0 95 0]\n", " [ 0 0 0 0 0 0 0 0 0 94 1]\n", " [ 1 4 4 0 3 3 0 0 2 16098 34]\n", " [ 7 0 1 0 0 0 0 0 1 103 460]]\n", "[[ 1 1 1 0 0 0 0 4 18 76 414]\n", " [ 8 0 2 0 0 0 0 0 1 539 11]\n", " [ 14 0 0 0 0 0 0 0 0 512 8]\n", " [ 2 0 0 1 0 0 0 0 0 523 10]\n", " [ 0 0 0 0 0 0 0 0 0 478 18]\n", " [ 0 0 0 0 0 0 0 0 0 486 12]\n", " [ 0 0 1 0 0 0 1 1 0 493 5]\n", " [ 0 0 0 0 0 0 0 14 0 462 27]\n", " [ 0 0 0 0 0 0 0 0 0 489 13]\n", " [ 2 1 4 8 4 1 3 0 0 12326 17]\n", " [ 0 0 0 0 0 0 0 0 0 63 451]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 142 361 136 170 41 32 15 45 23 15280 82]\n", " [ 306 21 1 1 0 6 0 2 4 173 299]]\n", "[[ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0]\n", " [ 33 34 28 126 31 9 26 17 13 15427 95]\n", " [ 251 72 0 0 2 1 1 0 0 119 855]]\n", "[[ 8 0 0 0 0 0 0 0 0 8 15]\n", " [ 0 0 0 0 0 0 0 0 0 97 2]\n", " [ 0 0 0 0 0 0 0 0 0 79 2]\n", " [ 0 0 0 0 0 0 0 0 0 92 0]\n", " [ 0 0 0 0 0 0 0 0 0 79 0]\n", " [ 0 0 0 0 0 0 0 0 0 87 3]\n", " [ 0 0 0 0 0 0 0 0 0 91 0]\n", " [ 0 0 1 0 0 0 0 0 0 92 0]\n", " [ 0 0 0 0 0 0 0 0 0 88 1]\n", " [ 33 15 27 11 8 3 4 2 1 13903 29]\n", " [ 846 24 0 0 0 0 0 0 0 811 678]]\n", "[[ 0 0 0 0 0 0 0 0 0 2 3]\n", " [ 0 0 0 0 0 0 0 0 0 11 25]\n", " [ 0 0 0 0 0 0 0 0 0 25 11]\n", " [ 0 0 0 0 0 0 1 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 34 1]\n", " [ 0 0 0 0 1 0 0 0 0 35 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 0 0 0 0 0 0 0 0 0 36 0]\n", " [ 31 11 7 14 1 5 1 3 1 14597 61]\n", " [ 155 29 1 0 0 1 0 0 0 158 1772]]\n", "[[ 10 0 0 0 0 0 0 0 0 17 20]\n", " [ 0 0 0 0 0 0 0 0 0 213 2]\n", " [ 0 0 0 0 0 0 0 0 0 209 6]\n", " [ 0 0 0 0 0 0 0 0 0 214 0]\n", " [ 0 0 0 0 0 0 0 0 0 212 4]\n", " [ 0 0 0 0 0 0 0 0 0 207 6]\n", " [ 0 0 2 0 0 0 0 0 0 193 20]\n", " [ 0 0 0 0 0 0 0 0 0 201 9]\n", " [ 0 0 0 0 0 0 0 0 0 214 2]\n", " [ 6 0 3 10 4 1 0 2 0 14214 23]\n", " [ 115 0 0 1 1 0 0 1 0 92 906]]\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 278 194 114 180 9 8 3 1 1 20]\n", " [ 158 1385 725 427 166 63 30 12 12 240]\n", " [ 65 659 383 285 132 75 31 15 7 276]\n", " [ 39 461 279 165 93 50 35 15 7 224]\n", " [ 17 236 212 134 84 26 21 14 9 266]\n", " [ 14 156 124 93 70 29 21 30 18 219]\n", " [ 2 78 84 67 54 14 13 17 28 285]\n", " [ 9 80 84 75 40 20 23 17 27 222]\n", " [ 9 96 96 56 51 21 15 11 31 175]\n", " [ 58 624 539 371 293 132 179 89 246 1915]]\n", "[[ 45 59 13 9 2 3 3 4 0 15]\n", " [ 50 466 175 105 39 25 17 13 6 214]\n", " [ 28 267 146 72 54 22 12 37 13 224]\n", " [ 15 206 117 53 53 20 26 32 16 289]\n", " [ 8 183 102 58 42 20 30 14 6 303]\n", " [ 15 146 101 59 56 30 13 29 10 293]\n", " [ 19 99 98 47 47 26 12 9 23 307]\n", " [ 32 130 83 47 58 24 7 10 16 277]\n", " [ 14 106 90 55 34 39 17 11 3 233]\n", " [ 177 1047 839 679 445 261 244 276 203 4734]]\n", "[[ 45 23 21 30 1 0 2 2 2 88]\n", " [ 91 149 84 44 14 14 3 8 12 278]\n", " [ 39 56 42 18 7 11 5 5 12 326]\n", " [ 55 34 40 10 6 12 13 7 5 286]\n", " [ 58 49 46 20 9 14 8 9 11 244]\n", " [ 47 33 17 15 14 9 8 6 6 313]\n", " [ 37 16 24 10 12 10 28 5 4 316]\n", " [ 40 27 22 22 12 9 33 4 1 273]\n", " [ 35 19 21 8 20 8 15 7 2 261]\n", " [ 591 499 245 135 135 168 117 95 130 9109]]\n", "[[ 126 93 18 4 5 3 1 4 26 226]\n", " [ 269 675 73 43 31 13 6 6 2 372]\n", " [ 84 354 84 40 24 17 14 4 13 414]\n", " [ 45 236 60 29 20 35 22 9 21 396]\n", " [ 48 81 60 25 21 10 9 6 6 356]\n", " [ 53 102 54 28 25 23 22 10 12 276]\n", " [ 18 68 54 25 27 27 13 3 2 303]\n", " [ 11 69 25 23 31 23 20 16 3 270]\n", " [ 0 92 15 24 18 14 8 3 2 280]\n", " [ 27 805 392 286 273 242 105 101 89 6410]]\n", "[[ 219 238 136 47 6 28 3 9 7 89]\n", " [ 73 812 260 97 37 22 11 42 37 577]\n", " [ 32 368 113 52 26 19 12 34 18 517]\n", " [ 25 236 68 52 16 16 14 13 9 505]\n", " [ 25 125 50 26 25 14 12 7 9 463]\n", " [ 12 51 37 20 8 14 10 5 8 433]\n", " [ 6 55 22 30 19 24 9 9 3 321]\n", " [ 19 37 36 46 11 12 6 4 6 274]\n", " [ 2 75 34 13 12 2 5 8 2 240]\n", " [ 93 1151 373 295 212 136 112 80 36 5282]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 17 124 79 98 180 25 26 27 111 16172]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 6 6 4 10 7 10 4 16812]]\n", "[[ 0 0 0 0 0 0 0 0 0 7]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 2 1 7 3 8 13 11 11 1 16507]]\n", "[[ 157 5 0 0 0 0 0 0 1 460]\n", " [ 0 2 0 2 0 0 0 2 0 389]\n", " [ 5 0 0 0 0 0 0 0 0 300]\n", " [ 17 0 0 0 0 0 0 0 0 205]\n", " [ 51 0 0 0 0 0 0 0 0 129]\n", " [ 48 0 0 0 0 0 0 0 0 132]\n", " [ 31 0 0 0 0 0 0 0 0 149]\n", " [ 14 0 0 0 0 0 0 0 1 165]\n", " [ 15 2 0 0 0 0 0 0 2 161]\n", " [ 1 2 13 4 4 1 2 10 3 14374]]\n", "[[ 112 3 9 0 0 0 0 0 0 707]\n", " [ 13 3 0 0 1 14 1 0 0 400]\n", " [ 2 1 0 0 1 29 0 0 0 352]\n", " [ 2 0 0 0 0 37 0 1 0 284]\n", " [ 0 0 0 0 0 36 0 0 0 278]\n", " [ 12 1 0 0 0 19 0 0 0 256]\n", " [ 5 0 0 0 1 0 0 0 0 282]\n", " [ 1 0 0 0 0 0 0 0 0 287]\n", " [ 2 0 0 0 0 0 0 0 0 286]\n", " [ 8 10 6 2 0 5 5 2 0 13383]]\n", "[[1810 75 13 12 15 26 5 2 8 136]\n", " [ 129 520 133 69 72 42 20 23 20 319]\n", " [ 49 264 110 91 63 67 38 24 15 243]\n", " [ 20 164 81 58 33 55 17 15 4 187]\n", " [ 15 99 54 45 20 25 11 12 6 183]\n", " [ 11 160 57 32 17 9 11 4 6 60]\n", " [ 5 112 60 33 22 9 2 6 2 29]\n", " [ 0 60 34 22 22 13 4 9 15 29]\n", " [ 0 42 36 25 32 7 1 1 11 25]\n", " [ 162 3501 1643 1101 1197 435 191 139 976 2902]]\n", "[[ 50 1 0 0 1 0 0 0 0 26]\n", " [ 31 1 0 0 1 0 0 0 0 255]\n", " [ 38 2 2 0 3 0 0 0 0 243]\n", " [ 28 7 8 7 0 0 0 3 0 218]\n", " [ 31 3 3 5 1 1 1 0 0 207]\n", " [ 65 2 6 5 6 0 0 0 0 168]\n", " [ 65 0 2 3 6 0 0 1 0 175]\n", " [ 25 5 3 10 0 0 1 5 0 203]\n", " [ 47 4 4 3 3 0 4 1 0 186]\n", " [ 71 172 379 167 130 64 27 27 46 15531]]\n", "[[ 1 0 0 0 0 0 0 0 0 8]\n", " [ 1 1 0 0 1 0 1 0 0 68]\n", " [ 1 1 1 0 0 0 1 0 0 68]\n", " [ 1 2 1 1 0 0 1 2 0 64]\n", " [ 1 2 1 1 2 3 0 4 0 58]\n", " [ 0 2 3 0 0 0 0 0 0 67]\n", " [ 0 0 2 0 2 1 0 1 0 66]\n", " [ 0 0 0 0 0 0 0 1 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 115 111 120 60 74 43 26 38 27 17600]]\n", "[[ 269 10 3 11 0 13 4 0 1 75]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 2 0 0 0 0 0 0 0 142]\n", " [ 0 1 0 1 0 0 0 0 0 142]\n", " [ 0 0 1 0 0 0 0 0 0 143]\n", " [ 0 1 0 0 0 0 0 1 0 142]\n", " [ 0 1 0 0 1 0 0 0 0 142]\n", " [ 0 1 6 0 1 0 0 0 0 135]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 17 45 31 32 26 17 19 21 11 17079]]\n", "[[ 1 0 0 0 0 0 0 0 0 3]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 1 0 0 2 0 0 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 1 0 0 0 0 35]\n", " [ 0 0 1 0 0 0 0 0 0 35]\n", " [ 5 41 34 32 39 8 8 5 3 18332]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 806 8 0 1 8 1 0 2 0 209]\n", " [ 164 25 4 4 14 4 3 1 1 412]\n", " [ 32 3 1 22 8 2 1 0 0 419]\n", " [ 7 8 15 0 0 0 0 4 0 434]\n", " [ 25 16 1 5 5 8 2 1 0 382]\n", " [ 20 45 1 1 6 2 10 0 1 346]\n", " [ 14 33 3 0 8 2 8 4 0 360]\n", " [ 8 5 2 0 2 1 8 5 1 400]\n", " [ 34 10 6 2 8 1 0 1 0 370]\n", " [ 183 57 62 262 71 32 107 46 73 12727]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 259 417 96 118 151 151 87 70 30 17037]]\n", "[[ 89 2 0 0 0 0 0 0 0 0]\n", " [ 6 0 0 0 0 0 0 0 0 30]\n", " [ 1 0 0 0 1 0 0 0 0 34]\n", " [ 19 1 0 0 1 0 0 0 0 15]\n", " [ 23 0 0 0 0 0 0 0 0 13]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 6 0 0 0 3 0 0 0 0 27]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 74 8 11 7 10 12 4 15 7 17889]]\n", "[[ 3 0 0 0 0 0 0 0 0 13]\n", " [ 27 1 0 1 0 0 0 0 0 79]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 1 0 0 0 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 1 0 0 0 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 14 6 5 7 9 2 2 10 10 17471]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 10 1 6 7 1 2 5 6 1 18377]]\n", "[[ 147 0 0 1 0 0 0 0 0 488]\n", " [ 12 0 3 18 1 0 0 0 0 762]\n", " [ 13 0 4 6 4 0 0 0 0 614]\n", " [ 3 0 1 7 0 0 0 0 0 587]\n", " [ 24 0 1 11 4 0 0 0 0 530]\n", " [ 36 0 8 3 7 0 0 0 0 486]\n", " [ 29 0 1 4 0 0 0 0 0 490]\n", " [ 2 0 1 3 0 0 0 0 0 498]\n", " [ 42 0 0 1 0 0 0 0 0 392]\n", " [ 35 2 36 104 53 0 5 2 6 13628]]\n", "[[ 452 5 1 0 0 0 0 0 0 114]\n", " [ 63 2 6 0 1 0 1 1 0 145]\n", " [ 9 1 0 0 2 1 2 4 5 192]\n", " [ 0 1 1 0 1 3 0 0 10 200]\n", " [ 0 1 0 1 0 1 6 6 13 188]\n", " [ 0 4 0 0 0 3 0 0 0 209]\n", " [ 18 1 0 0 0 0 2 0 3 192]\n", " [ 36 2 0 0 0 0 0 0 0 178]\n", " [ 48 0 0 0 2 0 0 0 0 157]\n", " [ 225 181 121 63 147 96 178 404 330 15076]]\n", "[[ 152 34 49 1 2 0 4 0 1 50]\n", " [ 0 0 3 0 3 1 0 0 0 307]\n", " [ 0 3 1 0 0 2 2 0 0 229]\n", " [ 1 0 2 2 0 1 1 1 0 208]\n", " [ 0 1 1 0 2 2 0 0 0 241]\n", " [ 2 0 0 0 0 0 1 0 0 224]\n", " [ 0 1 1 0 1 0 0 0 1 212]\n", " [ 5 0 2 0 2 2 0 2 0 203]\n", " [ 1 0 0 0 1 2 0 0 0 212]\n", " [ 379 75 76 43 46 49 35 39 14 16177]]\n", "[[ 66 1 2 1 7 0 0 0 0 257]\n", " [ 2 2 0 1 0 1 1 3 0 472]\n", " [ 0 0 1 0 0 1 0 4 1 419]\n", " [ 0 2 1 1 1 0 1 1 0 389]\n", " [ 0 1 0 1 2 0 3 0 1 321]\n", " [ 0 0 0 1 0 1 0 0 0 322]\n", " [ 0 2 0 0 1 1 0 0 0 320]\n", " [ 0 0 1 0 1 1 1 1 0 287]\n", " [ 7 1 1 1 0 0 1 1 0 248]\n", " [ 77 44 43 21 37 25 17 24 9 15651]]\n", "[[ 150 0 3 0 0 0 0 0 1 99]\n", " [ 1 1 1 3 0 0 1 0 2 171]\n", " [ 1 0 1 3 0 3 0 1 0 170]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 1 0 0 0 0 0 0 0 143]\n", " [ 0 1 1 0 0 1 0 0 0 141]\n", " [ 1 0 1 0 0 0 0 0 0 142]\n", " [ 0 1 0 0 0 0 2 1 0 140]\n", " [ 0 4 0 0 0 0 0 1 0 139]\n", " [ 13 20 23 47 38 25 71 18 13 17371]]\n", "[[ 0 0 0 3 0 0 0 0 0 72]\n", " [ 0 10 0 17 0 0 0 0 0 81]\n", " [ 0 1 0 0 0 0 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 1 0 107]\n", " [ 0 0 0 0 0 1 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 1 1 5 1 3 3 3 3 23 18109]]\n", "[[ 126 96 38 0 1 0 0 6 39 418]\n", " [ 10 0 0 1 0 0 0 0 0 210]\n", " [ 0 0 0 0 0 0 0 1 0 215]\n", " [ 0 0 0 0 0 1 0 0 0 215]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 0 0 1 0 0 215]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 0 1 0 0 0 215]\n", " [ 0 0 0 0 0 2 0 1 0 200]\n", " [ 12 145 95 23 29 20 1 20 5 16297]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 249 8 21 8 42 36 7 15 33 18672]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 10 0 0 0 0 0 0 0 0 7]\n", " [ 12 0 0 0 0 0 0 0 0 24]\n", " [ 5 0 0 0 0 0 0 0 0 31]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 3 6 3 3 12 3 5 8 18742]]\n", "[[ 2 0 0 0 0 0 0 0 0 6]\n", " [ 25 0 0 0 0 0 0 0 0 47]\n", " [ 10 0 0 0 0 0 0 0 0 62]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 2 1 0 0 0 0 0 0 69]\n", " [ 0 1 0 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 1 0 0 0 0 1 0 0 0 70]\n", " [ 2 1 1 3 2 2 1 3 0 18492]]\n", "[[ 0 0 0 0 0 0 0 0 0 1072]\n", " [ 0 0 0 0 0 0 0 0 0 1374]\n", " [ 0 0 0 0 0 0 0 0 0 1062]\n", " [ 0 0 0 0 0 0 0 0 0 714]\n", " [ 0 0 0 0 0 0 0 0 0 661]\n", " [ 0 0 0 0 0 0 0 0 0 560]\n", " [ 0 0 0 0 0 0 0 0 0 508]\n", " [ 0 0 0 0 0 0 0 0 0 466]\n", " [ 0 0 0 0 0 0 0 0 0 432]\n", " [ 0 0 0 0 0 0 0 0 0 9800]]\n", "[[ 77 102 34 6 2 4 0 0 0 74]\n", " [ 65 812 177 40 43 48 7 3 1 782]\n", " [ 41 403 204 57 23 32 11 10 9 798]\n", " [ 55 353 180 43 30 38 15 5 23 657]\n", " [ 36 242 99 34 21 22 33 8 13 534]\n", " [ 17 238 76 13 8 22 21 3 16 492]\n", " [ 12 124 61 13 13 7 15 1 16 418]\n", " [ 7 90 27 5 10 17 5 0 9 333]\n", " [ 0 51 11 7 3 18 6 2 4 279]\n", " [ 22 502 174 156 181 82 54 24 124 6554]]\n", "[[ 33 25 20 13 6 5 1 4 0 45]\n", " [ 13 247 79 39 45 18 4 7 1 361]\n", " [ 9 185 71 25 12 9 10 8 4 423]\n", " [ 5 77 56 13 13 9 2 6 6 467]\n", " [ 4 30 37 12 8 7 12 1 9 476]\n", " [ 4 18 31 22 11 5 2 1 5 457]\n", " [ 0 19 17 15 11 10 10 4 7 447]\n", " [ 5 24 5 8 4 20 17 8 4 416]\n", " [ 2 18 17 17 9 11 8 5 7 410]\n", " [ 48 646 353 366 207 161 140 102 106 9437]]\n", "[[ 104 89 129 31 49 18 22 6 9 1245]\n", " [ 1 29 8 3 2 5 1 1 2 112]\n", " [ 10 20 17 3 2 1 3 2 0 122]\n", " [ 22 24 13 7 2 1 2 2 2 105]\n", " [ 1 25 9 3 4 3 1 3 4 127]\n", " [ 2 25 7 1 8 13 3 0 6 115]\n", " [ 3 7 9 6 2 10 3 3 3 134]\n", " [ 0 7 6 6 9 3 7 2 2 138]\n", " [ 2 20 6 3 4 4 0 8 2 131]\n", " [ 60 1364 610 347 189 158 160 179 98 10358]]\n", "[[ 0 0 0 0 0 1 0 0 0 7]\n", " [ 0 0 1 0 3 1 0 0 1 66]\n", " [ 0 1 2 0 0 0 0 0 1 68]\n", " [ 0 0 0 0 1 0 0 0 0 71]\n", " [ 1 2 0 2 0 1 0 0 0 66]\n", " [ 0 0 1 1 0 0 0 0 0 70]\n", " [ 0 1 1 0 0 0 1 0 0 69]\n", " [ 0 2 0 0 1 0 2 1 1 65]\n", " [ 0 2 1 3 0 4 0 0 0 62]\n", " [ 40 825 344 175 156 140 93 80 64 14148]]\n", "[[ 127 0 0 0 0 0 0 0 0 625]\n", " [ 11 5 0 0 0 0 0 0 0 130]\n", " [ 10 3 0 0 0 0 0 0 0 98]\n", " [ 1 0 0 0 2 0 0 0 0 105]\n", " [ 15 2 0 0 0 0 0 0 0 91]\n", " [ 20 1 0 0 0 0 0 0 0 87]\n", " [ 23 0 0 0 1 0 0 0 0 84]\n", " [ 5 4 0 0 0 0 0 0 0 99]\n", " [ 0 1 0 0 17 0 0 0 0 86]\n", " [ 8 47 17 9 36 16 21 12 31 13125]]\n", "[[ 237 2 0 0 0 0 0 0 0 32]\n", " [ 30 3 0 0 0 0 0 0 1 146]\n", " [ 37 0 1 0 0 0 0 0 0 79]\n", " [ 36 2 0 0 0 0 0 0 0 70]\n", " [ 36 1 0 1 0 0 0 1 0 69]\n", " [ 30 0 0 0 0 0 0 0 0 78]\n", " [ 0 0 0 0 0 0 1 0 0 107]\n", " [ 2 0 0 0 0 1 0 0 0 105]\n", " [ 3 0 0 0 0 0 1 0 0 104]\n", " [ 300 41 53 29 3 14 50 3 5 13261]]\n", "[[ 9 0 0 0 0 0 1 0 0 4]\n", " [ 34 0 0 0 0 0 2 0 0 36]\n", " [ 35 0 0 0 0 0 0 1 0 36]\n", " [ 36 0 0 0 0 0 0 0 0 36]\n", " [ 9 0 0 0 0 0 0 0 0 63]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 19 0 0 0 0 0 0 0 0 53]\n", " [ 33 0 0 0 0 0 0 0 0 39]\n", " [ 23 0 0 0 0 0 0 0 0 49]\n", " [ 20 26 26 4 9 7 14 2 5 14272]]\n", "[[ 6 0 0 0 0 0 0 0 0 1]\n", " [ 1 3 0 0 0 0 0 0 0 32]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 13 9 1 4 4 1 2 2 0 14644]]\n", "[[ 95 0 0 0 0 0 0 0 0 35]\n", " [ 32 0 0 0 0 0 1 0 0 48]\n", " [ 12 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 2 8 6 4 0 0 3 3 6 14468]]\n", "[[ 145 3 0 2 0 0 0 0 0 105]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 57]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 63 1 2 9 0 0 0 0 2 14899]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 155 2 3 36 4 6 5 3 15542]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 0 0 0 0 0 0 0 0 12]\n", " [ 0 2 0 0 0 0 0 0 0 106]\n", " [ 0 0 0 0 0 0 0 2 0 106]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 2 0 0 0 0 0 0 0 0 106]\n", " [ 9 1 0 0 4 0 0 0 0 94]\n", " [ 0 0 0 0 27 0 0 0 0 81]\n", " [ 0 0 3 1 2 2 2 2 2 14866]]\n", "[[ 72 8 5 4 0 0 79 12 0 113]\n", " [ 1 2 0 0 0 0 0 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 5 2 3 0 0 0 0 0 1 25]\n", " [ 0 0 0 1 0 0 0 0 0 35]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 4 6 4 1 1 1 1 0 15156]]\n", "[[ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0]\n", " [ 1 1 7 4 3 3 1 15736]]\n", "[[ 103 11 6 4 3 16 2 0 2 71]\n", " [ 3 44 29 24 4 3 2 3 4 401]\n", " [ 7 40 28 13 10 13 4 3 9 377]\n", " [ 0 16 27 8 5 15 3 5 18 405]\n", " [ 6 14 17 17 7 9 6 7 1 384]\n", " [ 12 22 24 4 10 5 3 5 10 373]\n", " [ 27 18 17 14 5 10 2 4 8 336]\n", " [ 9 13 12 12 12 11 4 4 2 353]\n", " [ 7 11 5 14 9 8 3 6 2 367]\n", " [ 65 209 311 206 321 275 151 98 131 13291]]\n", "[[ 115 0 0 1 0 0 0 0 0 29]\n", " [ 14 12 1 1 1 1 1 0 0 225]\n", " [ 1 8 2 0 0 1 0 0 0 240]\n", " [ 1 2 2 2 2 0 1 0 0 242]\n", " [ 1 3 0 0 2 1 3 0 0 242]\n", " [ 2 6 6 2 1 8 0 0 0 227]\n", " [ 13 2 5 2 1 1 0 1 0 227]\n", " [ 26 1 8 1 0 0 1 6 3 200]\n", " [ 1 4 1 0 1 0 0 2 0 207]\n", " [ 76 130 86 93 150 82 78 25 25 16172]]\n", "[[ 135 0 0 0 0 1 0 0 0 17]\n", " [ 0 1 0 0 0 0 0 0 0 115]\n", " [ 0 0 0 1 0 1 0 0 1 105]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 2 0 1 0 105]\n", " [ 0 0 0 0 0 0 0 0 2 106]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 2 1 1 0 0 0 0 0 104]\n", " [ 10 36 22 35 38 48 26 43 74 17683]]\n", "[[ 96 1 0 0 0 0 0 0 0 13]\n", " [ 9 4 1 0 0 0 0 0 0 130]\n", " [ 3 0 1 0 0 0 0 0 0 120]\n", " [ 1 3 0 0 0 0 0 0 0 104]\n", " [ 0 0 0 1 0 0 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 84]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 6 21 38 20 14 20 20 36 21 17878]]\n", "[[ 37 0 0 0 0 0 1 0 0 8]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 2 0 0 0 0 0 0 0 0 70]\n", " [ 3 0 0 0 0 0 1 0 0 68]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 20 0 0 0 0 0 0 0 0 52]\n", " [ 36 0 0 0 0 0 0 0 0 36]\n", " [ 0 32 15 5 14 15 12 11 27 18287]]\n", "[[ 196 1 0 0 0 2 10 2 0 340]\n", " [ 0 0 0 0 0 2 0 0 0 286]\n", " [ 0 1 0 0 0 0 4 1 0 282]\n", " [ 0 0 0 0 0 0 0 0 0 288]\n", " [ 0 0 0 1 0 0 0 0 1 268]\n", " [ 0 0 0 0 0 0 0 0 1 251]\n", " [ 0 0 0 0 0 0 0 0 0 252]\n", " [ 0 0 0 0 0 0 0 4 0 225]\n", " [ 0 0 1 0 0 0 0 0 0 187]\n", " [ 3 9 36 26 27 32 27 53 46 15045]]\n", "[[ 0 1 0 0 0 0 0 0 0 3]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 1 0 0 0 0 35]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 0 0 0 0 0 0 0 0 35]\n", " [ 48 101 41 61 71 56 132 29 25 17054]]\n", "[[ 172 4 1 1 0 3 0 0 1 207]\n", " [ 0 1 2 1 0 0 2 1 0 248]\n", " [ 0 0 2 0 0 0 0 0 0 224]\n", " [ 0 0 0 0 0 0 0 0 2 214]\n", " [ 0 0 1 0 0 0 0 0 0 215]\n", " [ 0 0 0 1 1 0 0 0 0 214]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 1 0 0 0 0 0 0 1 0 214]\n", " [ 1 1 0 0 0 0 0 0 0 214]\n", " [ 69 12 40 51 12 19 12 11 14 15504]]\n", "[[ 68 0 0 0 0 0 0 0 1 116]\n", " [ 0 0 1 0 0 0 0 0 1 214]\n", " [ 0 0 0 1 0 0 0 0 0 215]\n", " [ 0 0 0 1 0 0 1 1 0 213]\n", " [ 11 0 1 0 1 0 0 1 0 202]\n", " [ 4 0 1 0 0 0 0 1 0 210]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 26 0 0 0 0 0 0 0 1 189]\n", " [ 109 22 19 20 15 13 17 15 22 15745]]\n", "[[ 147 0 1 1 0 0 0 0 1 207]\n", " [ 1 1 0 0 0 0 0 0 0 185]\n", " [ 1 0 0 0 0 0 0 0 0 179]\n", " [ 0 1 0 0 0 0 0 0 0 179]\n", " [ 0 0 0 0 0 0 0 0 0 180]\n", " [ 1 0 0 0 0 0 0 0 0 166]\n", " [ 0 0 1 0 0 0 0 0 0 143]\n", " [ 0 0 0 0 0 1 0 1 0 142]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 23 5 15 10 12 12 10 8 7 16125]]\n", "[[ 3 0 0 0 0 0 2 0 0 40]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 0 0 0 0 2 0 0 0 70]\n", " [ 0 0 0 0 0 1 0 0 0 71]\n", " [ 0 0 0 0 1 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 3 26 6 13 13 17 21 7 113 18289]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 134 0 0 0 0 3 2 10 0 2467]\n", " [ 6 0 1 0 0 1 0 11 0 720]\n", " [ 8 0 2 1 0 0 1 17 0 487]\n", " [ 9 0 0 0 3 0 0 35 1 414]\n", " [ 24 0 0 0 3 1 9 9 1 350]\n", " [ 30 0 0 0 0 0 6 5 0 291]\n", " [ 1 0 0 0 0 0 0 1 0 283]\n", " [ 3 0 0 0 1 0 0 2 0 246]\n", " [ 0 0 0 0 0 0 0 0 0 252]\n", " [ 0 11 3 13 23 3 2 143 6 13074]]\n", "[[ 13 19 0 0 0 0 0 0 0 138]\n", " [ 0 12 0 2 0 0 0 0 0 58]\n", " [ 5 2 4 1 0 0 0 0 0 60]\n", " [ 3 4 1 0 0 0 0 0 0 64]\n", " [ 3 3 0 0 0 0 0 0 0 66]\n", " [ 4 3 4 1 0 0 0 0 0 60]\n", " [ 0 1 1 0 0 0 0 0 0 70]\n", " [ 0 1 0 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 88 229 87 276 190 39 63 48 34 17329]]\n", "[[ 104 2 0 0 0 5 0 0 0 10]\n", " [ 5 0 0 0 1 4 0 0 0 26]\n", " [ 0 1 0 0 0 0 0 0 0 35]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 11 0 0 0 0 0 0 0 0 25]\n", " [ 6 0 0 3 0 0 0 2 0 25]\n", " [ 0 0 5 0 0 0 0 0 0 31]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 1 0 0 0 35]\n", " [ 42 42 33 41 24 16 9 6 3 18504]]\n", "[[ 194 0 0 0 0 0 0 0 0 49]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 0 0 0 0 0 2 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 1 1 0 0 34]\n", " [ 0 1 0 2 0 0 1 0 0 32]\n", " [ 0 3 0 4 1 0 1 1 0 26]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 7 23 6 22 16 8 9 2 5 18500]]\n", "[[ 0 14 0 0 0 0 0 0 0 105]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 1 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 0 0 0 1 0 0 0 0 0 107]\n", " [ 0 1 0 1 0 0 0 0 0 106]\n", " [ 0 1 2 3 5 0 1 5 1 16837]]\n", "[[ 85 0 0 0 0 0 0 0 1 33]\n", " [ 18 0 0 0 0 0 0 3 0 51]\n", " [ 13 0 0 0 0 0 0 0 0 59]\n", " [ 25 0 0 0 0 0 0 0 0 47]\n", " [ 27 0 0 0 0 0 0 0 0 45]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 69 53 5 4 24 11 10 52 46 16869]]\n", "[[ 0 0 0 0 0 0 0 0 0 16]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 8 0 0 0 0 64]\n", " [ 0 0 0 0 1 0 0 0 0 71]\n", " [ 18 4 0 2 5 15 1 10 6 17185]]\n", "[[ 90 1 0 1 0 1 0 0 4 595]\n", " [ 19 2 0 0 0 0 0 0 0 492]\n", " [ 33 1 1 0 0 0 0 0 0 397]\n", " [ 16 4 1 2 0 0 0 0 0 409]\n", " [ 7 1 0 17 0 0 0 0 1 385]\n", " [ 0 0 0 1 0 0 0 0 1 394]\n", " [ 0 1 0 0 1 0 0 0 0 394]\n", " [ 0 0 0 0 0 0 0 0 0 396]\n", " [ 0 0 0 0 0 0 1 0 0 373]\n", " [ 1 5 3 1 12 0 4 5 5 13760]]\n", "[[ 2 0 0 0 0 0 0 0 0 10]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 1 0 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 1 0 0 0 0 71]\n", " [ 0 13 5 23 18 25 12 12 7 17135]]\n", "[[ 2 9 0 0 0 0 0 0 0 153]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 1 0 0 0 0 71]\n", " [ 0 0 0 1 1 0 0 0 0 70]\n", " [ 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 1 0 0 2 0 0 0 69]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 1 27 17 8 43 52 14 18 31 19303]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 35 5 4 3 8 2 4 2 20191]]\n", "[[ 0 0 0 0 0 0 0 0 0 21]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 12 1226 1 0 1 2 0 3 35 18665]]\n", "[[ 0 0 0 0 0 0 0 0 0 8]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 1 0 0 0 0 0 0 0 0 71]\n", " [ 1 0 0 0 0 0 0 0 0 71]\n", " [ 0 6 2 1 3 9 1 1 0 19647]]\n", "[[ 51 4 0 0 0 0 0 0 16 89]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 1 0 3 2 1 2 1 19508]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[1214 55 5 3 1 3 1 20 2 453]\n", " [ 11 92 6 17 2 6 3 8 8 1183]\n", " [ 13 103 2 5 2 1 1 1 6 1009]\n", " [ 17 50 4 3 0 0 1 0 1 854]\n", " [ 38 37 19 1 0 0 0 0 2 604]\n", " [ 7 37 0 3 3 0 0 0 0 411]\n", " [ 1 17 0 0 0 0 0 0 0 407]\n", " [ 5 1 0 0 0 1 0 0 0 369]\n", " [ 2 0 1 1 1 0 0 0 0 324]\n", " [ 9 167 22 14 16 21 16 7 13 8350]]\n", "[[ 423 10 2 4 6 4 3 33 4 74]\n", " [ 42 81 22 8 3 34 19 12 1 606]\n", " [ 51 59 19 16 12 10 6 8 1 531]\n", " [ 20 47 14 12 4 8 6 2 2 481]\n", " [ 8 26 24 20 7 6 3 3 2 455]\n", " [ 8 12 17 14 13 3 13 3 4 332]\n", " [ 43 16 14 7 0 5 3 7 3 298]\n", " [ 31 5 11 8 8 4 1 0 3 325]\n", " [ 12 11 3 6 1 0 0 3 2 358]\n", " [ 358 495 297 139 110 148 131 65 46 9443]]\n", "[[ 251 2 2 0 1 0 12 5 2 106]\n", " [ 23 12 20 7 3 8 4 3 2 320]\n", " [ 34 15 2 2 8 4 3 0 1 255]\n", " [ 42 10 11 4 6 5 3 2 0 241]\n", " [ 50 14 4 12 10 0 3 3 0 224]\n", " [ 30 20 6 6 11 5 1 0 1 208]\n", " [ 25 12 8 6 8 3 4 2 1 237]\n", " [ 12 3 9 31 6 4 5 1 5 248]\n", " [ 21 16 12 16 2 1 18 2 1 235]\n", " [ 150 240 254 134 152 66 43 71 42 11948]]\n", "[[ 671 4 7 4 1 3 7 6 8 188]\n", " [ 82 12 21 9 24 11 15 16 2 782]\n", " [ 20 28 15 13 14 3 9 16 1 724]\n", " [ 30 8 13 3 18 0 5 6 3 569]\n", " [ 5 14 6 9 6 4 7 15 14 473]\n", " [ 10 13 2 3 6 2 1 4 28 402]\n", " [ 7 2 10 10 9 5 4 1 0 366]\n", " [ 21 7 8 8 8 16 7 2 1 289]\n", " [ 9 14 14 9 7 6 4 2 4 291]\n", " [ 40 85 90 61 66 39 41 43 51 10041]]\n", "[[ 936 23 10 5 6 0 17 23 5 199]\n", " [ 68 76 29 12 4 4 11 7 3 881]\n", " [ 20 55 17 6 6 5 6 3 4 705]\n", " [ 2 40 20 10 9 6 7 2 10 567]\n", " [ 7 12 5 6 2 3 1 2 0 582]\n", " [ 4 12 7 2 6 4 0 2 3 536]\n", " [ 3 18 13 7 4 2 4 2 7 456]\n", " [ 2 19 12 10 3 0 1 1 3 434]\n", " [ 9 12 9 13 9 3 0 8 0 397]\n", " [ 81 189 128 70 77 41 38 51 39 8903]]\n", "[[ 33 0 0 0 0 0 0 0 0 530]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 1 143]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 0 0 0 0 1 0 0 0 2 141]\n", " [ 0 0 0 0 3 0 0 0 0 141]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 0 3 1 0 0 0 0 0 0 140]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 3 21 17 37 32 13 22 16 15 15543]]\n", "[[ 32 0 0 0 0 0 0 0 0 375]\n", " [ 6 0 0 0 0 0 1 0 1 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 1 1 0 0 0 0 0 0 142]\n", " [ 0 0 0 0 0 0 0 1 0 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 38 16 14 8 6 8 8 23 22 15725]]\n", "[[ 148 0 0 0 0 1 0 0 0 51]\n", " [ 38 0 0 0 0 0 0 0 0 106]\n", " [ 3 0 0 0 0 0 1 1 0 139]\n", " [ 4 0 0 0 0 0 0 0 0 140]\n", " [ 0 0 0 0 0 0 0 0 1 143]\n", " [ 30 0 0 0 0 1 0 0 1 112]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 1 0 0 0 0 1 0 0 0 142]\n", " [ 0 1 0 1 0 0 0 0 0 142]\n", " [ 664 10 1 9 6 12 18 44 6 15312]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 20 13 21 13 6 13 5 19 3 17321]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 3 6 6 9 7 6 3 2 6 17386]]\n", "[[ 4 1 0 2 0 0 0 0 0 191]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 2 1 69]\n", " [ 2 0 0 0 0 0 0 0 0 70]\n", " [ 1 0 0 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 1 71]\n", " [ 0 0 0 0 0 0 0 0 2 70]\n", " [ 0 0 0 0 0 0 0 0 2 70]\n", " [ 46 19 18 16 6 200 16 14 150 15991]]\n", "[[ 105 6 0 0 3 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 154]\n", " [ 0 0 0 0 0 0 0 0 0 130]\n", " [ 0 0 0 0 0 0 0 0 0 90]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 2 0 0 0 1 0 0 0 0 69]\n", " [ 2 0 0 0 0 0 0 0 0 70]\n", " [ 2 0 0 0 0 0 0 0 0 70]\n", " [ 68 25 14 5 22 8 17 6 36 16129]]\n", "[[ 96 10 1 0 0 1 0 0 0 23]\n", " [ 6 0 0 0 0 0 0 0 0 138]\n", " [ 8 1 0 0 0 0 0 0 0 135]\n", " [ 0 1 1 0 0 0 0 0 0 142]\n", " [ 0 0 0 0 1 0 1 0 0 142]\n", " [ 13 0 0 0 0 0 0 0 0 131]\n", " [ 2 0 0 0 0 0 1 0 0 141]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 5 0 0 0 0 0 0 0 0 139]\n", " [ 38 9 3 4 1 61 6 0 3 15842]]\n", "[[ 536 30 3 14 5 4 4 11 30 929]\n", " [ 43 5 2 3 0 0 2 0 2 967]\n", " [ 75 23 1 3 1 10 4 6 6 561]\n", " [ 50 14 0 2 1 7 0 0 3 500]\n", " [ 30 1 1 3 0 0 0 0 1 468]\n", " [ 19 1 0 1 0 0 0 0 0 483]\n", " [ 24 1 5 1 1 0 0 0 1 452]\n", " [ 10 1 2 1 2 0 4 0 3 445]\n", " [ 9 0 0 3 0 0 1 0 0 455]\n", " [ 2 13 20 14 6 7 9 8 1 10884]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 143 13 6 0 4 0 2 0 0 19]\n", " [ 54 27 30 2 4 2 0 0 0 205]\n", " [ 37 6 24 4 2 2 1 0 1 247]\n", " [ 7 8 4 1 14 2 2 2 0 255]\n", " [ 59 4 7 4 8 1 5 1 0 199]\n", " [ 28 6 2 6 28 4 2 1 1 210]\n", " [ 1 1 4 4 29 1 2 0 0 246]\n", " [ 13 2 13 3 3 1 1 0 0 218]\n", " [ 25 2 6 2 1 0 2 0 0 214]\n", " [ 27 149 207 68 45 56 92 54 39 14013]]\n", "[[ 7 4 0 0 5 3 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 146]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 1 0 2 0 0 0 141]\n", " [ 0 0 0 0 0 3 0 0 0 141]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 4 5 26 26 6 12 10 3 3 17676]]\n", "[[ 2 0 0 0 0 0 0 0 0 14]\n", " [ 0 0 1 0 1 0 0 0 0 142]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 1 0 0 0 0 0 0 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 1 0 0 0 0 0 0 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 2 7 12 11 10 6 45 18 43 17694]]\n", "[[ 1 0 0 0 0 0 0 0 0 18]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 1 0 0 0 0 0 143]\n", " [ 0 0 0 12 0 0 0 0 1 131]\n", " [ 0 0 0 7 1 0 0 0 0 136]\n", " [ 0 0 0 1 1 0 0 0 0 142]\n", " [ 0 8 6 4 19 8 14 10 5 17771]]\n", "[[ 84 6 0 0 0 7 0 0 0 94]\n", " [ 2 0 0 1 0 1 2 0 0 337]\n", " [ 1 1 1 0 0 0 0 0 0 311]\n", " [ 0 0 0 0 0 0 2 0 1 249]\n", " [ 0 0 0 0 0 0 0 0 0 225]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 1 0 0 0 0 215]\n", " [ 0 0 0 0 0 0 0 0 1 215]\n", " [ 0 0 0 0 1 0 0 0 0 189]\n", " [ 1 8 11 9 10 7 8 3 8 16788]]\n", "[[ 40 0 0 0 0 4 0 0 0 17]\n", " [ 3 0 0 0 0 0 0 0 0 141]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 1 143]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 0 0 0 0 0 0 0 0 0 144]\n", " [ 7 71 44 7 12 4 5 4 3 17646]]\n", "[[ 5 0 0 0 0 0 0 0 0 73]\n", " [ 0 0 0 1 0 0 0 0 3 140]\n", " [ 0 0 0 0 0 0 0 0 0 128]\n", " [ 0 0 0 0 0 0 0 0 1 107]\n", " [ 0 0 0 0 0 0 0 1 1 106]\n", " [ 0 0 0 0 0 0 0 4 2 102]\n", " [ 0 0 0 0 0 0 0 3 0 105]\n", " [ 0 0 0 0 0 0 0 1 0 107]\n", " [ 0 0 0 0 0 0 0 2 0 106]\n", " [ 11 8 34 36 3 12 84 410 108 17248]]\n", "[[ 1 0 0 0 0 0 0 0 0 50]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 1 0 0 0 0 0 0 215]\n", " [ 0 1 1 0 0 0 0 0 1 213]\n", " [ 7 0 0 0 0 0 0 0 0 186]\n", " [ 7 0 0 0 0 0 0 0 0 173]\n", " [ 37 0 0 0 0 0 0 0 0 143]\n", " [ 28 0 0 0 0 0 0 0 0 152]\n", " [ 13 0 0 2 0 0 0 0 0 165]\n", " [ 8 26 22 8 3 2 15 30 12 17214]]\n", "[[ 0 0 0 0 0 0 0 0 0 4]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 1 0 0 0 0 35]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 1 0 0 1 0 0 0 1 1 32]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 4 60 22 37 28 7 12 37 27 18426]]\n", "[[ 134 1 1 0 1 3 10 0 4 260]\n", " [ 0 0 0 0 0 0 0 0 0 252]\n", " [ 0 0 0 6 0 0 0 0 0 246]\n", " [ 0 0 0 3 0 0 0 0 0 249]\n", " [ 0 0 0 4 0 0 0 0 0 226]\n", " [ 0 0 0 5 0 0 0 1 0 210]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 0 0 0 0 0 216]\n", " [ 0 0 0 0 0 0 0 0 0 215]\n", " [ 3 3 13 30 6 6 24 9 22 16573]]\n", "[[ 0 0 0 0 0 0 0 0 1 3]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 3 0 0 2 1 0 0 1 1 28]\n", " [ 0 0 0 4 1 0 0 0 0 31]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 2 5 46 49 30 29 10 13 5 18471]]\n", "[[ 0 0 0 0 0 0 0 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 1 35]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 2 34]\n", " [ 0 0 0 0 2 0 0 0 6 28]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 1 0 0 0 35]\n", " [ 0 0 0 0 0 0 0 0 1 35]\n", " [ 2 76 17 14 97 16 40 79 42 17990]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 4 6 3 5 11 6 2 3 18652]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 89 0 0 0 0 0 2 0 0 595]\n", " [ 19 0 2 0 0 0 0 1 0 308]\n", " [ 36 0 0 0 0 0 0 0 0 252]\n", " [ 36 0 0 0 0 0 0 0 0 238]\n", " [ 36 0 0 0 0 0 1 0 0 208]\n", " [ 37 0 0 0 0 1 0 0 0 178]\n", " [ 46 0 0 0 0 0 0 0 0 170]\n", " [ 45 0 0 0 0 0 0 0 0 164]\n", " [ 47 0 0 0 0 0 0 0 0 133]\n", " [ 6 2 2 12 3 2 12 2 1 16008]]\n", "[[ 244 3 0 0 39 75 33 1 1 144]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 2 8 36 9 16 4 6 6 6 18061]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 4 4 3 8 4 3 2 1 18665]]\n", "[[ 161 0 0 0 0 0 0 0 3 4]\n", " [ 18 2 0 0 0 0 0 0 0 40]\n", " [ 0 3 1 0 0 0 0 0 0 50]\n", " [ 1 0 4 1 0 0 1 1 2 49]\n", " [ 0 0 0 0 0 0 0 1 0 49]\n", " [ 0 0 0 0 0 0 0 2 8 36]\n", " [ 0 0 0 0 2 0 0 0 4 45]\n", " [ 0 0 0 0 3 0 0 0 0 49]\n", " [ 0 0 0 0 0 0 0 0 0 76]\n", " [ 86 197 148 129 146 61 119 44 52 13296]]\n", "[[ 0 0 0 0 0 0 0 0 0 11]\n", " [ 0 0 0 0 0 0 0 0 0 57]\n", " [ 0 1 0 0 0 0 0 0 0 53]\n", " [ 0 0 0 0 0 0 0 0 0 51]\n", " [ 0 0 0 0 0 0 0 0 0 54]\n", " [ 0 0 0 0 0 0 0 0 0 59]\n", " [ 0 0 0 0 0 0 0 0 0 49]\n", " [ 0 0 0 0 0 0 0 0 0 49]\n", " [ 0 0 0 0 0 0 1 0 1 30]\n", " [ 6 20 38 36 27 43 155 49 30 14074]]\n", "[[ 128 1 0 0 0 0 0 2 0 47]\n", " [ 50 2 0 0 0 0 0 0 0 108]\n", " [ 4 0 0 0 0 0 0 0 0 107]\n", " [ 0 0 0 0 0 0 0 0 0 108]\n", " [ 2 0 0 0 0 0 0 0 0 77]\n", " [ 29 1 0 0 0 0 0 0 0 40]\n", " [ 0 0 0 0 0 0 0 0 0 56]\n", " [ 0 0 0 0 0 0 0 0 0 55]\n", " [ 2 0 0 0 0 0 0 0 0 55]\n", " [ 265 14 16 8 10 11 5 14 11 13666]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 1 11 11 6 4 7 4 4 14846]]\n", "[[ 2 0 0 0 0 0 0 0 0 6]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 1 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 1 0 70]\n", " [ 0 0 0 0 0 0 0 0 0 71]\n", " [ 0 0 0 0 0 0 0 0 0 71]\n", " [ 14 4 7 1 1 3 1 3 1 14278]]\n", "[[ 194 0 1 10 11 16 7 8 5 129]\n", " [ 17 1 0 0 0 6 16 0 0 133]\n", " [ 23 1 0 0 0 0 16 2 0 92]\n", " [ 25 1 0 0 0 0 4 6 0 93]\n", " [ 24 0 0 0 6 0 8 5 0 65]\n", " [ 0 0 0 0 0 0 0 0 0 49]\n", " [ 1 0 0 0 0 0 5 0 0 53]\n", " [ 0 0 0 0 0 0 6 1 0 46]\n", " [ 0 1 2 0 0 0 6 0 0 43]\n", " [ 75 199 148 54 221 86 93 106 32 13140]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 62 40 17 13 10 6 9 9 6 15120]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 274 17 19 12 12 4 3 4 14947]]\n", "[[ 0 0 0 0 0 0 0 4 0 243]\n", " [ 1 1 1 0 0 0 0 2 0 52]\n", " [ 0 0 0 0 0 0 0 4 0 49]\n", " [ 3 0 0 0 0 0 0 0 0 52]\n", " [ 3 0 0 0 0 0 0 0 0 43]\n", " [ 0 0 0 0 0 0 0 2 0 43]\n", " [ 0 0 0 0 0 0 0 7 0 29]\n", " [ 0 0 0 0 0 0 0 0 0 20]\n", " [ 0 0 0 0 0 0 0 0 0 28]\n", " [ 4 10 6 6 8 0 2 3 0 14666]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 5 3 1 1 2 4 14 1 15261]]\n", "[[ 326 30 4 1 12 5 7 9 0 144]\n", " [ 3 6 3 21 4 0 3 2 5 193]\n", " [ 1 3 5 1 0 0 0 2 0 148]\n", " [ 0 4 1 7 0 0 0 0 3 119]\n", " [ 4 5 6 6 1 0 0 3 4 87]\n", " [ 1 0 2 1 0 0 2 2 1 82]\n", " [ 0 1 0 2 2 0 0 0 0 76]\n", " [ 0 2 3 0 2 0 0 1 1 49]\n", " [ 1 22 0 0 2 0 0 0 0 27]\n", " [ 21 83 50 110 76 31 56 31 26 12617]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 1 0 0 0 0 0 0 0 0 4]\n", " [ 0 0 0 0 0 0 0 0 0 30]\n", " [ 0 0 1 0 0 0 0 0 0 33]\n", " [ 0 2 0 0 0 0 0 0 0 32]\n", " [ 3 0 2 0 0 1 0 0 0 26]\n", " [ 0 0 0 0 0 0 0 0 1 21]\n", " [ 1 0 0 0 0 0 0 0 0 25]\n", " [ 0 0 0 1 0 0 0 0 0 24]\n", " [ 0 0 0 0 0 0 0 0 0 25]\n", " [ 59 28 50 23 14 37 8 11 7 14101]]\n", "[[ 0 0 0 0 0 0 0 0 0 4]\n", " [ 0 0 0 0 0 0 0 0 0 24]\n", " [ 0 0 0 0 0 0 0 0 0 22]\n", " [ 0 0 0 0 0 0 0 0 0 26]\n", " [ 0 0 0 0 0 0 0 0 0 30]\n", " [ 0 0 0 0 0 0 0 0 0 26]\n", " [ 0 0 0 0 0 0 0 0 0 30]\n", " [ 0 0 0 0 0 0 0 0 0 27]\n", " [ 0 0 0 0 0 0 0 0 0 21]\n", " [ 284 26 35 14 88 3 1 23 9 13878]]\n", "[[ 2 0 0 0 0 2 0 0 0 0]\n", " [ 1 1 0 0 0 0 0 0 0 34]\n", " [ 0 0 0 0 0 0 0 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 2 0 0 0 0 0 1 1 0 30]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 10 3 8 4 3 8 3 5 3 14237]]\n", "[[ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0]\n", " [ 3 7 3 4 3 1 2 4 14544]]\n", "[[ 91 0 0 0 1 1 0 0 0 33]\n", " [ 4 0 0 1 2 6 1 0 0 104]\n", " [ 0 0 1 0 0 0 0 0 0 121]\n", " [ 0 0 0 6 0 0 0 3 1 110]\n", " [ 1 0 0 2 0 0 0 3 0 109]\n", " [ 0 0 0 0 0 0 0 1 0 121]\n", " [ 5 0 0 1 0 0 0 0 0 113]\n", " [ 1 0 0 1 0 0 0 0 0 124]\n", " [ 3 0 0 0 0 0 0 1 0 111]\n", " [ 142 16 34 31 29 6 27 97 26 13018]]\n", "[[ 39 0 0 0 0 0 0 0 0 148]\n", " [ 0 2 0 0 0 0 0 0 0 124]\n", " [ 0 0 0 0 0 0 0 0 0 124]\n", " [ 1 0 0 0 0 0 0 0 0 123]\n", " [ 0 2 0 0 0 0 0 0 0 124]\n", " [ 0 0 0 0 0 0 0 0 0 124]\n", " [ 0 0 0 0 0 0 0 1 0 121]\n", " [ 0 0 0 0 0 0 0 0 0 123]\n", " [ 0 0 0 0 0 0 0 0 0 109]\n", " [ 105 11 2 9 7 16 18 7 7 13162]]\n", "[[ 96 0 0 0 0 0 0 0 0 45]\n", " [ 0 0 0 0 0 0 0 0 0 110]\n", " [ 1 1 4 2 0 0 0 0 0 122]\n", " [ 31 0 0 2 0 0 0 0 0 94]\n", " [ 29 7 0 0 0 0 0 0 0 81]\n", " [ 35 34 0 0 0 0 0 0 0 51]\n", " [ 34 22 0 0 0 0 0 0 0 72]\n", " [ 47 21 1 0 0 0 0 0 0 61]\n", " [ 30 25 0 0 0 0 0 0 0 41]\n", " [ 526 22 4 1 12 10 8 11 3 12813]]\n", "[[ 0 0 0 0 0 0 0 0 0 26]\n", " [ 2 0 0 0 0 0 0 0 0 29]\n", " [ 0 0 0 0 0 0 0 0 0 29]\n", " [ 0 0 0 0 0 0 0 0 0 28]\n", " [ 0 0 0 0 0 0 0 0 0 28]\n", " [ 0 0 0 0 0 0 0 0 0 35]\n", " [ 0 0 0 2 0 0 0 0 0 25]\n", " [ 0 0 0 0 0 0 0 0 0 33]\n", " [ 0 0 0 0 0 0 0 0 0 36]\n", " [ 16 16 26 11 9 13 25 23 14 14083]]\n", "[[ 12 0 0 0 0 0 0 0 0 19]\n", " [ 20 0 0 0 0 0 0 0 0 54]\n", " [ 36 0 0 0 0 0 0 0 0 36]\n", " [ 31 0 0 0 0 0 0 0 0 41]\n", " [ 21 0 1 0 0 0 1 0 0 49]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 70]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 12 2 9 11 15 7 14 5 6 13821]]\n", "[[ 106 1 0 0 0 0 0 0 0 81]\n", " [ 0 0 0 0 0 0 0 0 0 147]\n", " [ 0 0 0 0 1 0 0 0 0 147]\n", " [ 0 0 0 0 0 0 0 0 1 152]\n", " [ 0 0 0 0 0 1 0 0 0 142]\n", " [ 0 0 0 0 0 0 0 0 0 151]\n", " [ 1 1 1 3 2 1 0 0 0 126]\n", " [ 0 0 0 0 0 1 0 0 0 145]\n", " [ 1 0 0 0 1 0 0 0 0 142]\n", " [ 4 11 10 14 8 17 33 8 11 14336]]\n", "[[ 95 12 12 56 0 11 0 0 0 57]\n", " [ 0 0 0 0 0 0 0 0 0 54]\n", " [ 0 0 0 0 0 0 0 0 0 55]\n", " [ 0 0 0 0 0 0 0 1 0 58]\n", " [ 1 0 0 0 0 0 0 0 0 60]\n", " [ 1 1 1 0 0 0 0 0 0 48]\n", " [ 0 0 0 0 0 0 0 0 0 60]\n", " [ 0 0 0 0 0 0 0 0 0 49]\n", " [ 0 0 0 0 0 0 0 0 0 55]\n", " [ 13 8 17 5 22 10 15 11 5 15014]]\n", "[[ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 18]\n", " [ 0 0 0 0 0 0 0 0 0 29]\n", " [ 0 0 0 0 0 0 0 0 0 31]\n", " [ 1 15 3 6 2 10 4 12 4 15672]]\n", "[[ 6 0 0 1 0 0 0 0 0 41]\n", " [ 0 0 0 0 0 0 0 0 0 97]\n", " [ 0 0 0 0 0 0 0 0 0 87]\n", " [ 0 0 0 0 0 1 0 0 0 99]\n", " [ 0 0 0 0 0 1 1 0 0 93]\n", " [ 0 0 0 0 0 0 0 0 0 96]\n", " [ 0 0 0 0 0 0 0 0 0 72]\n", " [ 0 0 0 0 0 0 0 0 0 56]\n", " [ 0 0 0 0 0 0 0 0 0 68]\n", " [ 15 5 0 4 7 6 1 7 1 15042]]\n", "[[ 239 0 0 0 0 13 0 0 0 150]\n", " [ 0 0 0 0 0 0 0 0 0 214]\n", " [ 0 0 0 0 0 0 0 0 0 215]\n", " [ 0 0 0 0 0 0 0 2 0 213]\n", " [ 0 0 0 0 0 0 0 0 0 197]\n", " [ 0 0 0 0 0 0 0 0 0 176]\n", " [ 0 0 0 0 0 0 0 0 0 179]\n", " [ 0 0 0 0 0 0 0 0 0 180]\n", " [ 0 0 0 0 0 0 0 0 0 163]\n", " [ 2 3 4 3 0 1 2 1 2 13848]]\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.0933323 0.10989166 0.11766825 0.05614049 0.11224687 0.08126399\n", " 0.12064259 0.05895795 0.13374344 0.11611245]\n", "[ 0.09142572 0.11444904 0.11910066 0.06154669 0.10538376 0.08307471\n", " 0.12178083 0.0603405 0.12457242 0.11832566]\n", "[ 0.09373139 0.11561793 0.12068691 0.06018291 0.09371799 0.08434777\n", " 0.11792445 0.06703002 0.12962012 0.11714051]\n", "[ 0.08800064 0.11568187 0.11985847 0.06279341 0.10463351 0.08692242\n", " 0.11101742 0.06704839 0.1209844 0.12305948]\n", "[ 0.11250946 0.1168199 0.11550914 0.06283925 0.09098561 0.08410523\n", " 0.11158497 0.0729696 0.10865319 0.12402364]\n", "[ 0.0778841 0.11154581 0.12465396 0.07033192 0.06541114 0.0821813\n", " 0.15298234 0.08171407 0.11007968 0.12321568]\n", "[ 0.08259304 0.10839353 0.13567985 0.06213928 0.06444749 0.07195679\n", " 0.15717343 0.06940598 0.1131782 0.13503241]\n", "[ 0.0842396 0.11364558 0.13438868 0.06392707 0.07180858 0.06324969\n", " 0.1601231 0.06166414 0.09731089 0.14964269]\n", "[ 0.07504246 0.11140781 0.13975234 0.07152515 0.06929229 0.06052671\n", " 0.13248941 0.06236477 0.10720621 0.17039287]\n", "[ 0.06360985 0.14037973 0.14400432 0.09463372 0.06347095 0.0692899\n", " 0.12140993 0.06232031 0.10832228 0.132559 ]\n", "[ 0.06261671 0.13392278 0.12351848 0.10157164 0.06036381 0.07170253\n", " 0.09278018 0.0694719 0.15432097 0.129731 ]\n", "[ 0.05961096 0.13658122 0.11117098 0.07851431 0.05193526 0.05985963\n", " 0.18493108 0.06466552 0.14709948 0.10563156]\n", "[ 0.05717266 0.15670987 0.10679428 0.07709579 0.05340806 0.06131751\n", " 0.19481614 0.06672367 0.12251043 0.1034516 ]\n", "[ 0.05564384 0.13573232 0.1132826 0.07382232 0.05092899 0.05530726\n", " 0.20090011 0.06017163 0.13993338 0.11427753]\n", "[ 0.05612047 0.14942206 0.10326939 0.07856952 0.05763394 0.06407918\n", " 0.19642886 0.06074436 0.11944866 0.11428356]\n", "[ 0.07407964 0.1317687 0.10943678 0.09439348 0.06803424 0.09853405\n", " 0.11124997 0.06413562 0.13620006 0.11216745]\n", "[ 0.07374935 0.14517127 0.10943379 0.07372464 0.08513338 0.06342497\n", " 0.10762827 0.06478276 0.1611352 0.11581638]\n", "[ 0.0627017 0.15124613 0.11470151 0.08547138 0.06610277 0.06384556\n", " 0.10770723 0.06352327 0.16950891 0.11519155]\n", "[ 0.05953894 0.16445205 0.12076257 0.08016368 0.06568432 0.07124748\n", " 0.10933482 0.0648302 0.14622471 0.11776123]\n", "[ 0.0634569 0.19145109 0.11545566 0.06264208 0.07646792 0.08146246\n", " 0.10667084 0.06633395 0.12168543 0.11437367]\n", "[ 0.04710628 0.12998841 0.10317567 0.14098088 0.03470775 0.03294386\n", " 0.07683423 0.13221227 0.18729622 0.11475442]\n", "[ 0.06139716 0.12438329 0.11490009 0.08614869 0.08368979 0.05700497\n", " 0.1358408 0.10157792 0.11758848 0.11746882]\n", "[ 0.06198556 0.12862905 0.11309641 0.10545137 0.06258333 0.06947987\n", " 0.12307118 0.09123406 0.11659498 0.12787421]\n", "[ 0.07713673 0.13725344 0.1148388 0.06936812 0.0871788 0.0728507\n", " 0.115479 0.09218207 0.11136956 0.12234278]\n", "[ 0.0660074 0.13355121 0.11703538 0.09104789 0.06132789 0.0647237\n", " 0.10886411 0.09291588 0.13968844 0.12483809]\n", "[ 0.06328368 0.13551429 0.13510706 0.05151946 0.07035359 0.07014256\n", " 0.12324397 0.11018506 0.12244746 0.11820288]\n", "[ 0.07562371 0.14072212 0.14744605 0.06186394 0.05797247 0.06233449\n", " 0.11522415 0.09744714 0.11437741 0.12698853]\n", "[ 0.07559944 0.15233977 0.12500765 0.06869389 0.08739934 0.05500207\n", " 0.10526584 0.09323509 0.11429607 0.12316084]\n", "[ 0.06707335 0.15310456 0.12899668 0.08053659 0.06257548 0.08412154\n", " 0.09880633 0.10361682 0.09800021 0.12316844]\n", "[ 0.06158315 0.14609734 0.12618068 0.07371934 0.08369259 0.06712593\n", " 0.09841702 0.10047919 0.10990608 0.13279867]\n", "[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "[ 0.07230197 0.14281021 0.11750508 0.07209069 0.04928558 0.05606866\n", " 0.07851976 0.0645453 0.15139956 0.19547319]\n", "[ 0.08959411 0.13772583 0.12302344 0.07866093 0.06384071 0.06199305\n", " 0.08346886 0.06948422 0.1393316 0.15287727]\n", "[ 0.09279916 0.16475253 0.12784722 0.06615841 0.06187233 0.06883932\n", " 0.09383945 0.06857639 0.12793595 0.12737924]\n", "[ 0.08504512 0.13762523 0.12848624 0.07107841 0.07431769 0.06965608\n", " 0.1052146 0.07170463 0.13766865 0.11920334]\n", "[ 0.07383281 0.10896246 0.1239089 0.04659077 0.07776405 0.07972221\n", " 0.13173519 0.11794601 0.10066273 0.13887485]\n", "[ 0.06514109 0.13089743 0.10416354 0.09464549 0.05805746 0.08483241\n", " 0.10675641 0.09137881 0.14248747 0.12163989]\n", "[ 0.05677332 0.15009287 0.11096069 0.09122527 0.06533717 0.06593115\n", " 0.08859242 0.08371172 0.15635063 0.13102476]\n", "[ 0.07242417 0.16049263 0.12390525 0.08824697 0.05413253 0.06409294\n", " 0.08209271 0.08348389 0.13775434 0.13337457]\n", "[ 0.06017129 0.16224442 0.11548344 0.07307357 0.06831611 0.07103211\n", " 0.0862003 0.09127506 0.1399775 0.1322262 ]\n", "[ 0.05681863 0.14216729 0.11312518 0.10311246 0.06915898 0.05554213\n", " 0.10961596 0.11690771 0.10997882 0.12357284]\n", "[ 0.05382209 0.13621883 0.1620542 0.06908548 0.05775127 0.05620702\n", " 0.11595331 0.10044793 0.12956531 0.11889458]\n", "[ 0.04576155 0.13185325 0.14478256 0.06900908 0.05482674 0.05066009\n", " 0.12949702 0.1235302 0.09568909 0.15439041]\n", "[ 0.05341167 0.15122478 0.15416748 0.06559283 0.05871005 0.05772766\n", " 0.1223785 0.08634083 0.1205516 0.12989461]\n", "[ 0.06554877 0.17664132 0.13394369 0.09004331 0.05759076 0.05209746\n", " 0.1144135 0.07930788 0.10330716 0.12710616]\n", "[ 0.08008404 0.12865911 0.13605671 0.07789755 0.06772816 0.06423423\n", " 0.09819976 0.06761928 0.13742723 0.14209392]\n", "[ 0.07760608 0.12158796 0.12892674 0.07227588 0.07344864 0.06853562\n", " 0.12853646 0.07320947 0.12461292 0.13126022]\n", "[ 0.07662874 0.12913791 0.12757301 0.07274773 0.06833292 0.06832735\n", " 0.12681451 0.074028 0.12915763 0.1272522 ]\n", "[ 0.07534263 0.1310923 0.12506959 0.06799957 0.07018075 0.07035493\n", " 0.13455266 0.07758401 0.11938839 0.12843516]\n", "[ 0.07515601 0.12861803 0.11863529 0.06820349 0.07111379 0.06968343\n", " 0.13628099 0.08333001 0.1210508 0.12792817]\n", "[ 0.06869331 0.13207375 0.12139461 0.06709697 0.07531454 0.07172589\n", " 0.16548902 0.08849947 0.08761883 0.12209361]\n", "[ 0.06556469 0.17163146 0.12604676 0.07239932 0.05010925 0.07176492\n", " 0.12283349 0.09756141 0.10161137 0.12047733]\n", "[ 0.06365197 0.14887938 0.11744326 0.08836789 0.0597438 0.06178994\n", " 0.12357653 0.09499381 0.11116299 0.13039043]\n", "[ 0.07076289 0.12987299 0.12484864 0.07544773 0.0634213 0.08183143\n", " 0.11544542 0.09811841 0.1172928 0.12295838]\n", "[ 0.06656027 0.13607438 0.1222393 0.08042272 0.06632062 0.08224431\n", " 0.10877012 0.09290079 0.12045737 0.12401011]\n", "[ 0.06928963 0.10460521 0.12162093 0.06014348 0.06604628 0.07546009\n", " 0.19523193 0.08355491 0.08369445 0.1403531 ]\n", "[ 0.06195636 0.0954068 0.13244705 0.05990656 0.06548884 0.07560302\n", " 0.18952047 0.09594043 0.09866943 0.12506105]\n", "[ 0.05091843 0.17343557 0.10255706 0.10645746 0.04795989 0.06742944\n", " 0.12804699 0.08859052 0.12831066 0.106294 ]\n", "[ 0.05471873 0.18890367 0.10072247 0.08133778 0.06111127 0.0560308\n", " 0.11379035 0.0747049 0.145107 0.12357302]\n", "[ 0.05472003 0.17140413 0.10314034 0.11128166 0.05153394 0.0638715\n", " 0.10578038 0.07489029 0.15299919 0.11037854]\n", "[ 0.08237574 0.09786009 0.17928938 0.07885625 0.07218341 0.05004513\n", " 0.17334095 0.05881069 0.06474298 0.14249539]\n", "[ 0.06520095 0.10052651 0.13150588 0.10169403 0.06735134 0.06447067\n", " 0.15469549 0.08201307 0.10586961 0.12667245]\n", "[ 0.06675441 0.17312275 0.10728451 0.10016967 0.05427069 0.06008455\n", " 0.11922197 0.09529205 0.09919045 0.12460895]\n", "[ 0.07253892 0.13896686 0.12811953 0.10651121 0.06259094 0.06097394\n", " 0.12323015 0.10036912 0.09272564 0.11397369]\n", "[ 0.06520186 0.14460033 0.12475706 0.08850509 0.06396519 0.07196302\n", " 0.11676582 0.08803092 0.11054632 0.1256644 ]\n", "[ 0.08042397 0.1135261 0.11589022 0.06840586 0.07315141 0.07364933\n", " 0.14410948 0.12292632 0.09704745 0.11086984]\n", "[ 0.07761903 0.10935407 0.11581317 0.06408151 0.07846244 0.07731815\n", " 0.14022043 0.11702148 0.11051251 0.10959721]\n", "[ 0.07245315 0.12000947 0.1092362 0.0631256 0.07241565 0.06931241\n", " 0.1669316 0.10602612 0.11369967 0.10679014]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ 0.06874151 0.10718303 0.1106965 0.06882545 0.06916366 0.07143073\n", " 0.17031083 0.08974133 0.11341696 0.13049 ]\n", "[ 0.06283533 0.11089429 0.12737674 0.06959678 0.06745864 0.06451782\n", " 0.16699392 0.08329332 0.11349448 0.13353868]\n", "[ 0.06403991 0.1318859 0.1120675 0.08975758 0.05901902 0.05874002\n", " 0.1004157 0.14024448 0.11726996 0.12655994]\n", "[ 0.06482403 0.12289132 0.10763163 0.06895969 0.05725932 0.06405451\n", " 0.11920844 0.13971939 0.12906882 0.12638284]\n", "[ 0.06712332 0.13477827 0.11630043 0.08909739 0.0629202 0.0753663\n", " 0.10602372 0.0913916 0.14500018 0.11199858]\n", "[ 0.06862771 0.14373003 0.12346359 0.08784386 0.06267372 0.06712294\n", " 0.10066481 0.09284388 0.1261378 0.12689166]\n", "[ 0.06943919 0.13313029 0.12401727 0.0982027 0.06381223 0.07076575\n", " 0.10127271 0.09368987 0.12265383 0.12301614]\n", "[ 0.08111898 0.1088717 0.13460148 0.05913963 0.06770224 0.077296\n", " 0.14338437 0.09165023 0.09671588 0.1395195 ]\n", "[ 0.07234426 0.12232766 0.12742693 0.06941621 0.06178556 0.08542753\n", " 0.11654374 0.09984521 0.12192205 0.12296084]\n", "[ 0.07137874 0.11167448 0.1245414 0.08219674 0.06356481 0.0718992\n", " 0.11063178 0.12422858 0.11851983 0.12136443]\n", "[ 0.06276236 0.12656853 0.12687186 0.10027672 0.06412292 0.06892759\n", " 0.09874815 0.10711464 0.12301385 0.12159337]\n", "[ 0.06386152 0.12253836 0.12667963 0.09752091 0.05686959 0.07441195\n", " 0.09968495 0.10098058 0.12658542 0.1308671 ]\n", "[ 0.04263946 0.16652543 0.1489648 0.09867583 0.04763513 0.04979266\n", " 0.12025455 0.08286506 0.10723132 0.13541576]\n", "[ 0.03783464 0.16992003 0.12032887 0.11834664 0.04163776 0.05448809\n", " 0.10242286 0.13015427 0.10669368 0.11817316]\n", "[ 0.04217026 0.15296374 0.13043805 0.13194763 0.05670708 0.04828758\n", " 0.09332482 0.09671278 0.11638399 0.13106406]\n", "[ 0.06458087 0.14831063 0.13398954 0.10585182 0.05298889 0.05753339\n", " 0.10292704 0.08613301 0.11137486 0.13630995]\n", "[ 0.06061549 0.1592199 0.11832481 0.07518489 0.06247986 0.0630618\n", " 0.10837801 0.08989287 0.13784458 0.1249978 ]\n", "[ 0.07949505 0.12650078 0.13628388 0.0572519 0.06166979 0.0685874\n", " 0.14275329 0.09868806 0.11462046 0.11414941]\n", "[ 0.0741346 0.13002353 0.12453219 0.05603109 0.06737848 0.0714123\n", " 0.14261795 0.0994056 0.10419436 0.13026989]\n", "[ 0.0713954 0.11947436 0.12225755 0.06672858 0.06604244 0.0757647\n", " 0.14835474 0.08726248 0.11060713 0.1321126 ]\n", "[ 0.07568509 0.12564084 0.1315617 0.06289759 0.06567295 0.07610565\n", " 0.14514074 0.08329174 0.10538533 0.12861837]\n", "[ 0.07968457 0.12378142 0.12303967 0.06281403 0.07209789 0.07855817\n", " 0.13735815 0.08092298 0.11141537 0.13032776]\n", "[ 0.06113853 0.13208522 0.13037215 0.06339832 0.05835984 0.06315411\n", " 0.12520677 0.07913184 0.1047044 0.18244881]\n", "[ 0.07594879 0.13057298 0.11775447 0.04287185 0.060526 0.07321104\n", " 0.15675475 0.08784222 0.12078116 0.13373673]\n", "[ 0.07088602 0.13150502 0.11868866 0.07466387 0.05899106 0.06967957\n", " 0.12911534 0.10153519 0.12147066 0.12346461]\n", "[ 0.0675455 0.13540215 0.11726038 0.07756636 0.05969759 0.07049414\n", " 0.13488966 0.08705183 0.11945253 0.13063987]\n", "[ 0.06768868 0.13629775 0.12392109 0.07578386 0.06931641 0.07046486\n", " 0.12888746 0.08592931 0.10750728 0.13420329]\n", "[ 0.06820312 0.10946713 0.13738688 0.05815156 0.06509689 0.06892587\n", " 0.15802499 0.09970796 0.08970206 0.14533353]\n", "[ 0.07422604 0.10655771 0.12269721 0.06566994 0.06859207 0.07262621\n", " 0.13843748 0.09901366 0.10473626 0.14744341]\n", "[ 0.07436958 0.10527629 0.12516836 0.06614644 0.06578343 0.06986482\n", " 0.14184655 0.09966152 0.12187125 0.13001175]\n", "[ 0.05523481 0.16447819 0.12303607 0.09599382 0.04944712 0.04890601\n", " 0.10952985 0.0964629 0.12517791 0.13173332]\n", "[ 0.0471788 0.16730647 0.10749577 0.12430294 0.0457555 0.04584687\n", " 0.09987654 0.08043547 0.15365796 0.1281437 ]\n", "[ 0.06382097 0.09660586 0.12995725 0.07940374 0.08499719 0.08999791\n", " 0.10006189 0.10038334 0.11946193 0.13530991]\n", "[ 0.07021866 0.12358206 0.1264897 0.07322733 0.06411478 0.06477981\n", " 0.10775989 0.13956181 0.09180625 0.13845971]\n", "[ 0.06963795 0.11507614 0.12925425 0.07707866 0.05894135 0.07148572\n", " 0.09536403 0.12577229 0.11724418 0.14014544]\n", "[ 0.07686372 0.12901425 0.12174188 0.07032471 0.07400578 0.07363329\n", " 0.09366727 0.11488685 0.10967176 0.13619051]\n", "[ 0.07791442 0.12932652 0.12583649 0.07521538 0.06067652 0.06944313\n", " 0.09869279 0.09760603 0.13631353 0.12897519]\n", "[ 0.0400434 0.11733925 0.11641106 0.10851102 0.06461234 0.06975226\n", " 0.07932221 0.12626612 0.12307945 0.1546629 ]\n", "[ 0.04118949 0.16432086 0.11036985 0.12016146 0.05280412 0.04219808\n", " 0.08744331 0.09630971 0.15873398 0.12646914]\n", "[ 0.04088249 0.17110183 0.11643369 0.10822755 0.03928793 0.04138116\n", " 0.09502313 0.11963516 0.15387678 0.11415028]\n", "[ 0.04163798 0.13388376 0.13658023 0.12213517 0.03849875 0.04906794\n", " 0.09746775 0.13575982 0.12858789 0.11638071]\n", "[ 0.03613378 0.1510801 0.1135552 0.13421106 0.03730952 0.04005543\n", " 0.08561011 0.12375533 0.15700291 0.12128656]\n", "[ 0.08051882 0.10341572 0.12874398 0.0687307 0.06135008 0.06372951\n", " 0.11384524 0.1347084 0.11539348 0.12956405]\n", "[ 0.06589462 0.10898129 0.12160287 0.07375325 0.07677134 0.06389183\n", " 0.09390386 0.1287041 0.13076541 0.13573142]\n", "[ 0.06940176 0.11595436 0.12639941 0.08342165 0.04965245 0.07015625\n", " 0.09144234 0.14357334 0.12019584 0.12980259]\n", "[ 0.06449498 0.11594546 0.13288458 0.07113777 0.0596367 0.07822184\n", " 0.09487594 0.1417244 0.10479673 0.13628161]\n", "[ 0.069541 0.12052401 0.12606239 0.07311435 0.06828079 0.06352941\n", " 0.10096498 0.12182435 0.12309392 0.13306479]\n", "[ 0.0637862 0.10621581 0.12316064 0.06992619 0.07679563 0.07066122\n", " 0.11242998 0.12977247 0.10148038 0.14577149]\n", "[ 0.06232386 0.10714306 0.13173453 0.08725784 0.06913179 0.07892069\n", " 0.11305922 0.10565741 0.10992758 0.13484401]\n", "[ 0.06026706 0.12178146 0.13132984 0.10013668 0.06007304 0.07193416\n", " 0.10026958 0.10853669 0.11202284 0.13364866]\n", "[ 0.05590956 0.1485021 0.12597281 0.10670459 0.05265461 0.06080718\n", " 0.08918976 0.11389855 0.10990641 0.13645443]\n", "[ 0.05645503 0.15101022 0.13723446 0.10290658 0.05190957 0.05516691\n", " 0.08603329 0.11806425 0.10762709 0.1335926 ]\n", "[ 0.0683587 0.1373861 0.12728575 0.07219721 0.07349065 0.07919682\n", " 0.11767768 0.09767852 0.09898466 0.12774391]\n", "[ 0.07655302 0.12461432 0.12726802 0.06755781 0.06772925 0.0795216\n", " 0.11484635 0.11407263 0.09675977 0.13107724]\n", "[ 0.07102354 0.13272122 0.12073324 0.07022751 0.06857944 0.0750737\n", " 0.10379438 0.10934087 0.12154797 0.12695812]\n", "[ 0.07103003 0.1431809 0.12396478 0.06787794 0.06668909 0.07126427\n", " 0.11281564 0.11166155 0.10590425 0.12561155]\n", "[ 0.06832113 0.13732979 0.12592311 0.07688089 0.06124992 0.06836598\n", " 0.10663283 0.10820759 0.11370894 0.1333798 ]\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }