{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# k-NN classifier results" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from imblearn.over_sampling import RandomOverSampler\n", "from sklearn import preprocessing\n", "from sklearn.metrics import classification_report\n", "from sklearn.model_selection import TimeSeriesSplit\n", "from sklearn.neighbors import KNeighborsClassifier" ] }, { "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)) # index for classes\n", "list5 = list(zip(list4, list2))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.983002 0.953712 0.968135 16311\n", " 20 0.506536 0.742337 0.602176 1044\n", "\n", "avg / total 0.954340 0.940997 0.946121 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.939021 0.936903 0.937961 15072\n", " 20 0.589555 0.598336 0.593913 2283\n", "\n", "avg / total 0.893050 0.892365 0.892702 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.649076 0.917014 0.760125 9845\n", " 20 0.762914 0.350067 0.479920 7510\n", "\n", "avg / total 0.698337 0.671680 0.638872 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.883899 0.958171 0.919538 13579\n", " 20 0.784440 0.547405 0.644829 3776\n", "\n", "avg / total 0.862260 0.868799 0.859768 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.960302 0.943429 0.951791 14000\n", " 20 0.780061 0.837258 0.807648 3355\n", "\n", "avg / total 0.925459 0.922904 0.923926 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965984 0.953742 0.959824 16019\n", " 20 0.499025 0.736337 0.594888 1043\n", "\n", "avg / total 0.921612 0.924575 0.921688 17355\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1113: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n", " 'precision', 'predicted', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 249\n", " 11 0.000000 0.000000 0.000000 192\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 155\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.887408 0.915288 0.901132 14260\n", " 20 0.441176 0.667976 0.531388 1527\n", "\n", "avg / total 0.767970 0.810833 0.787184 17355\n", "\n", "Classification report for turbine 1, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.630744 0.796039 0.703817 9845\n", " 20 0.743615 0.298535 0.426033 7510\n", "\n", "avg / total 0.679587 0.580755 0.583612 17355\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1115: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n", " 'recall', 'true', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.013699 0.011905 0.012739 84\n", " 11 0.018072 0.083333 0.029703 36\n", " 12 0.016129 0.083333 0.027027 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.019048 0.055556 0.028369 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.869747 0.906191 0.887595 13293\n", " 20 0.751868 0.518157 0.613509 3690\n", "\n", "avg / total 0.826218 0.804782 0.810532 17355\n", "\n", "Classification report for turbine 1, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.051948 0.055556 0.053691 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.938235 0.902144 0.919835 13622\n", " 20 0.740092 0.820701 0.778315 3140\n", "\n", "avg / total 0.870542 0.856814 0.863023 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.982489 0.956287 0.969211 16311\n", " 20 0.517918 0.733716 0.607214 1044\n", "\n", "avg / total 0.954543 0.942898 0.947435 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.938685 0.936505 0.937593 15072\n", " 20 0.587144 0.596145 0.591611 2283\n", "\n", "avg / total 0.892440 0.891731 0.892080 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.649284 0.916912 0.760232 9845\n", " 20 0.763036 0.350732 0.480569 7510\n", "\n", "avg / total 0.698508 0.671910 0.639214 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.885528 0.959349 0.920961 13579\n", " 20 0.791225 0.554025 0.651713 3776\n", "\n", "avg / total 0.865010 0.871161 0.862380 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.961550 0.943143 0.952257 14000\n", " 20 0.780293 0.842623 0.810261 3355\n", "\n", "avg / total 0.926510 0.923711 0.924807 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.134783 0.469697 0.209459 66\n", " 11 0.013017 0.158879 0.024062 107\n", " 12 0.007610 0.069444 0.013717 72\n", " 13 0.005119 0.050847 0.009302 59\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976432 0.592968 0.737853 16070\n", " 20 0.346833 0.340469 0.343621 981\n", "\n", "avg / total 0.924382 0.571536 0.703677 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.938176 0.799429 0.863263 15072\n", " 20 0.564257 0.492335 0.525848 2283\n", "\n", "avg / total 0.888988 0.759032 0.818877 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.650764 0.890909 0.752133 9845\n", " 20 0.784431 0.313981 0.448459 7510\n", "\n", "avg / total 0.708606 0.641256 0.620725 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.031180 0.113821 0.048951 123\n", " 11 0.013072 0.013029 0.013051 307\n", " 12 0.007317 0.011905 0.009063 252\n", " 13 0.011799 0.015873 0.013536 252\n", " 14 0.039130 0.035714 0.037344 252\n", " 15 0.000000 0.000000 0.000000 233\n", " 16 0.000000 0.000000 0.000000 184\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.805181 0.866828 0.834868 11977\n", " 20 0.639568 0.398536 0.491070 3415\n", "\n", "avg / total 0.682818 0.678594 0.674235 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.072464 0.107527 0.086580 93\n", " 11 0.015238 0.186047 0.028169 43\n", " 12 0.002933 0.027778 0.005305 36\n", " 13 0.004950 0.055556 0.009091 36\n", " 14 0.007092 0.055556 0.012579 36\n", " 15 0.003378 0.027778 0.006024 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.942539 0.778078 0.852449 13703\n", " 20 0.763174 0.754289 0.758706 3264\n", "\n", "avg / total 0.888197 0.757591 0.816362 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.513932 0.525316 0.519562 316\n", " 11 0.100967 0.129655 0.113527 725\n", " 12 0.080601 0.087537 0.083926 674\n", " 13 0.035806 0.023609 0.028455 593\n", " 14 0.029514 0.029720 0.029617 572\n", " 15 0.029851 0.033333 0.031496 540\n", " 16 0.039352 0.033268 0.036055 511\n", " 17 0.030797 0.037281 0.033730 456\n", " 18 0.039356 0.050926 0.044400 432\n", " 19 0.769539 0.720057 0.743976 12006\n", " 20 0.225049 0.433962 0.296392 530\n", "\n", "avg / total 0.562010 0.535811 0.547169 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.214286 0.908257 0.346760 109\n", " 11 0.028933 0.181818 0.049922 88\n", " 12 0.009785 0.069444 0.017153 72\n", " 13 0.008287 0.083333 0.015075 72\n", " 14 0.012214 0.111111 0.022008 72\n", " 15 0.009983 0.083333 0.017831 72\n", " 16 0.004983 0.041667 0.008902 72\n", " 17 0.001880 0.013889 0.003311 72\n", " 18 0.007386 0.069444 0.013351 72\n", " 19 0.899079 0.647416 0.752771 14476\n", " 20 0.555762 0.411846 0.473101 2178\n", "\n", "avg / total 0.821397 0.600288 0.690104 17355\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 51\n", " 11 0.017094 0.037736 0.023529 53\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.013158 0.055556 0.021277 36\n", " 16 0.004219 0.027778 0.007326 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.577679 0.689709 0.628743 9591\n", " 20 0.776151 0.300486 0.433243 7408\n", "\n", "avg / total 0.650635 0.509709 0.532527 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.263768 0.834862 0.400881 109\n", " 11 0.019417 0.166667 0.034783 72\n", " 12 0.012063 0.138889 0.022198 72\n", " 13 0.007657 0.069444 0.013793 72\n", " 14 0.005650 0.041667 0.009950 72\n", " 15 0.012987 0.111111 0.023256 72\n", " 16 0.004640 0.029851 0.008032 67\n", " 17 0.002141 0.027778 0.003976 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.911416 0.710097 0.798259 13301\n", " 20 0.745202 0.450667 0.561664 3446\n", "\n", "avg / total 0.848401 0.641314 0.726304 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.050676 0.333333 0.087977 45\n", " 11 0.005042 0.041667 0.008996 72\n", " 12 0.008489 0.069444 0.015129 72\n", " 13 0.004211 0.027778 0.007313 72\n", " 14 0.002128 0.013889 0.003690 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.006780 0.055556 0.012085 72\n", " 17 0.002331 0.013889 0.003992 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.938003 0.687924 0.793732 13548\n", " 20 0.747721 0.720967 0.734100 3186\n", "\n", "avg / total 0.869759 0.671161 0.754824 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.983029 0.951750 0.967137 16311\n", " 20 0.496481 0.743295 0.595320 1044\n", "\n", "avg / total 0.953761 0.939211 0.944770 17355\n", "\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.938864 0.936372 0.937616 15072\n", " 20 0.587172 0.597459 0.592271 2283\n", "\n", "avg / total 0.892600 0.891789 0.892187 17355\n", "\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 65\n", " 11 0.000000 0.000000 0.000000 88\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.626303 0.914436 0.743428 9525\n", " 20 0.736949 0.354245 0.478486 7173\n", "\n", "avg / total 0.648325 0.648286 0.605781 17355\n", "\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.021739 0.037037 0.027397 27\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.033333 0.009259 0.014493 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.834566 0.950683 0.888848 12815\n", " 20 0.746038 0.528912 0.618987 3649\n", "\n", "avg / total 0.773348 0.813310 0.786608 17355\n", "\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.960042 0.911286 0.935029 14000\n", " 20 0.781022 0.829210 0.804395 3355\n", "\n", "avg / total 0.925435 0.895419 0.909775 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 71\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958040 0.948705 0.953350 15908\n", " 20 0.495464 0.703667 0.581491 1009\n", "\n", "avg / total 0.906967 0.910516 0.907670 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 224\n", " 11 0.000000 0.000000 0.000000 260\n", " 12 0.023810 0.004425 0.007463 226\n", " 13 0.076923 0.009479 0.016878 211\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.837493 0.923635 0.878457 13514\n", " 20 0.477324 0.526238 0.500589 2020\n", "\n", "avg / total 0.708942 0.780640 0.742605 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000829 0.001095 0.000943 913\n", " 11 0.000000 0.000000 0.000000 80\n", " 12 0.036765 0.069444 0.048077 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.508658 0.697682 0.588361 8673\n", " 20 0.705804 0.221712 0.337429 7185\n", "\n", "avg / total 0.546598 0.440795 0.433973 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.008621 0.007576 0.008065 132\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.858010 0.840454 0.849141 13294\n", " 20 0.736128 0.506454 0.600065 3641\n", "\n", "avg / total 0.811741 0.750101 0.776398 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 138\n", " 11 0.103896 0.098765 0.101266 324\n", " 12 0.011834 0.006173 0.008114 324\n", " 13 0.042683 0.021605 0.028689 324\n", " 14 0.012000 0.009259 0.010453 324\n", " 15 0.014599 0.006173 0.008677 324\n", " 16 0.022556 0.009259 0.013129 324\n", " 17 0.021858 0.012346 0.015779 324\n", " 18 0.020270 0.009868 0.013274 304\n", " 19 0.786014 0.851012 0.817222 11464\n", " 20 0.759704 0.806036 0.782184 3181\n", "\n", "avg / total 0.663093 0.713109 0.686897 17355\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984241 0.846239 0.910038 16311\n", " 20 0.562404 0.699234 0.623399 1044\n", "\n", "avg / total 0.958865 0.837396 0.892795 17355\n", "\n", "Classification report for turbine 1, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.025000 0.035714 80\n", " 11 0.006410 0.009174 0.007547 109\n", " 12 0.000000 0.000000 0.000000 86\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.928280 0.863282 0.894602 14753\n", " 20 0.483182 0.560950 0.519170 1895\n", "\n", "avg / total 0.842192 0.795275 0.817376 17355\n", "\n", "Classification report for turbine 1, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000692 0.008547 0.001280 117\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.041667 0.020833 0.027778 144\n", " 13 0.022989 0.013889 0.017316 144\n", " 14 0.006369 0.007937 0.007067 126\n", " 15 0.022727 0.009259 0.013158 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.535784 0.714076 0.612213 8859\n", " 20 0.740753 0.300853 0.427911 7389\n", "\n", "avg / total 0.589604 0.493057 0.495211 17355\n", "\n", "Classification report for turbine 1, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.876982 0.875690 0.876336 13579\n", " 20 0.786475 0.508210 0.617439 3776\n", "\n", "avg / total 0.857290 0.795736 0.820006 17355\n", "\n", "Classification report for turbine 1, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.027397 0.055556 0.036697 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.948736 0.896116 0.921676 13775\n", " 20 0.765558 0.820091 0.791887 3285\n", "\n", "avg / total 0.897994 0.866609 0.881518 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.196901 0.304225 0.239070 710\n", " 11 0.336113 0.179514 0.234033 2919\n", " 12 0.135397 0.162959 0.147905 1798\n", " 13 0.093013 0.156158 0.116585 1364\n", " 14 0.081301 0.124334 0.098315 1126\n", " 15 0.077526 0.094984 0.085372 937\n", " 16 0.053494 0.078880 0.063753 786\n", " 17 0.064351 0.085020 0.073256 741\n", " 18 0.034717 0.068452 0.046069 672\n", " 19 0.517377 0.303918 0.382908 6074\n", " 20 0.049419 0.074561 0.059441 228\n", "\n", "avg / total 0.283624 0.202190 0.227209 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.045397 0.292683 0.078603 123\n", " 11 0.138353 0.237569 0.174868 905\n", " 12 0.065589 0.188011 0.097252 734\n", " 13 0.043879 0.118076 0.063981 686\n", " 14 0.047114 0.128617 0.068966 622\n", " 15 0.040945 0.084967 0.055260 612\n", " 16 0.030255 0.064626 0.041215 588\n", " 17 0.020658 0.046875 0.028678 576\n", " 18 0.039755 0.074004 0.051724 527\n", " 19 0.694858 0.261083 0.379554 10196\n", " 20 0.405594 0.162374 0.231907 1786\n", "\n", "avg / total 0.468061 0.210775 0.271509 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.006953 0.113333 0.013102 150\n", " 11 0.107822 0.135638 0.120141 376\n", " 12 0.036145 0.051282 0.042403 351\n", " 13 0.019900 0.024691 0.022039 324\n", " 14 0.016129 0.015432 0.015773 324\n", " 15 0.013953 0.018519 0.015915 324\n", " 16 0.030702 0.045307 0.036601 309\n", " 17 0.004073 0.007042 0.005161 284\n", " 18 0.004163 0.055556 0.007746 252\n", " 19 0.504064 0.373479 0.429055 7971\n", " 20 0.753196 0.290583 0.419372 6690\n", "\n", "avg / total 0.526588 0.291328 0.364146 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.184426 0.165138 0.174250 545\n", " 11 0.177327 0.247537 0.206631 1624\n", " 12 0.083741 0.160865 0.110145 1063\n", " 13 0.047956 0.100000 0.064825 880\n", " 14 0.049498 0.112462 0.068741 658\n", " 15 0.046864 0.101404 0.064103 641\n", " 16 0.044901 0.102431 0.062434 576\n", " 17 0.035934 0.064576 0.046174 542\n", " 18 0.022798 0.045175 0.030303 487\n", " 19 0.688757 0.270635 0.388583 8602\n", " 20 0.491722 0.341969 0.403396 1737\n", "\n", "avg / total 0.427403 0.226332 0.277155 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.199708 0.172327 0.185010 795\n", " 11 0.233975 0.356936 0.282663 2076\n", " 12 0.071710 0.128728 0.092109 1274\n", " 13 0.066377 0.105005 0.081338 1019\n", " 14 0.054152 0.094697 0.068902 792\n", " 15 0.042254 0.070978 0.052972 634\n", " 16 0.029756 0.052434 0.037966 534\n", " 17 0.023422 0.047228 0.031314 487\n", " 18 0.036158 0.073733 0.048522 434\n", " 19 0.638601 0.240400 0.349305 8203\n", " 20 0.266508 0.302620 0.283418 1107\n", "\n", "avg / total 0.371630 0.210833 0.245344 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.982812 0.953528 0.967949 16311\n", " 20 0.504575 0.739464 0.599845 1044\n", "\n", "avg / total 0.954043 0.940651 0.945805 17355\n", "\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 664\n", " 11 0.000000 0.000000 0.000000 419\n", " 12 0.000000 0.000000 0.000000 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.000000 0.000000 0.000000 259\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 208\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.825181 0.933032 0.875799 13290\n", " 20 0.356529 0.701606 0.472800 1183\n", "\n", "avg / total 0.656205 0.762316 0.702892 17355\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.210884 0.837838 0.336957 37\n", " 11 0.047244 0.166667 0.073620 36\n", " 12 0.007143 0.027778 0.011364 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 15\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.579205 0.714925 0.639948 9615\n", " 20 0.756915 0.329631 0.459258 7472\n", "\n", "avg / total 0.647334 0.540190 0.553166 17355\n", "\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.487500 0.344523 0.403727 566\n", " 11 0.015424 0.023810 0.018721 252\n", " 12 0.018059 0.031746 0.023022 252\n", " 13 0.022222 0.019841 0.020964 252\n", " 14 0.041152 0.039683 0.040404 252\n", " 15 0.008333 0.003968 0.005376 252\n", " 16 0.035176 0.027778 0.031042 252\n", " 17 0.083682 0.079365 0.081466 252\n", " 18 0.019802 0.007937 0.011331 252\n", " 19 0.759724 0.839397 0.797576 11681\n", " 20 0.568900 0.384541 0.458896 3092\n", "\n", "avg / total 0.632138 0.648113 0.635117 17355\n", "\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.501923 0.337646 0.403712 773\n", " 11 0.072319 0.039781 0.051327 729\n", " 12 0.026769 0.029046 0.027861 482\n", " 13 0.022951 0.020000 0.021374 350\n", " 14 0.006557 0.006601 0.006579 303\n", " 15 0.003704 0.004000 0.003846 250\n", " 16 0.007326 0.009259 0.008180 216\n", " 17 0.033962 0.041667 0.037422 216\n", " 18 0.033816 0.032407 0.033097 216\n", " 19 0.806761 0.782980 0.794693 11704\n", " 20 0.519645 0.718809 0.603212 2116\n", "\n", "avg / total 0.635130 0.634803 0.631970 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.982695 0.953957 0.968113 16311\n", " 20 0.506246 0.737548 0.600390 1044\n", "\n", "avg / total 0.954034 0.940939 0.945993 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.938892 0.936837 0.937863 15072\n", " 20 0.588946 0.597459 0.593172 2283\n", "\n", "avg / total 0.892858 0.892192 0.892520 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.649098 0.916912 0.760104 9845\n", " 20 0.762761 0.350200 0.480015 7510\n", "\n", "avg / total 0.698283 0.671680 0.638902 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.873815 0.956973 0.913505 13387\n", " 20 0.751299 0.553308 0.637280 3658\n", "\n", "avg / total 0.832383 0.854797 0.838967 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 57\n", " 11 0.000000 0.000000 0.000000 132\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.902876 0.930885 0.916667 13152\n", " 20 0.748134 0.830571 0.787200 3258\n", "\n", "avg / total 0.824664 0.861366 0.842449 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 32\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.881926 0.956058 0.917497 14633\n", " 20 0.501340 0.749499 0.600803 998\n", "\n", "avg / total 0.772433 0.849208 0.808144 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.071770 0.208333 0.106762 72\n", " 12 0.003690 0.013889 0.005831 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.004950 0.013889 0.007299 72\n", " 19 0.908882 0.814001 0.858829 14570\n", " 20 0.565151 0.503414 0.532499 2197\n", "\n", "avg / total 0.834908 0.748084 0.788918 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.001730 0.009259 0.002915 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.006410 0.018519 0.009524 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.010050 0.018519 0.013029 108\n", " 18 0.015625 0.037037 0.021978 108\n", " 19 0.529747 0.579258 0.553398 8977\n", " 20 0.767123 0.321324 0.452930 7494\n", "\n", "avg / total 0.605475 0.438894 0.482122 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 25\n", " 11 0.011407 0.020833 0.014742 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.006135 0.013889 0.008511 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.014706 0.027778 0.019231 144\n", " 16 0.033088 0.062500 0.043269 144\n", " 17 0.014151 0.020833 0.016854 144\n", " 18 0.022222 0.034722 0.027100 144\n", " 19 0.818879 0.833227 0.825991 12556\n", " 20 0.785861 0.527885 0.631544 3622\n", "\n", "avg / total 0.757297 0.714492 0.730468 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.020000 0.142857 0.035088 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.004464 0.027778 0.007692 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.012500 0.083333 0.021739 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.030568 0.194444 0.052830 36\n", " 19 0.943103 0.823521 0.879265 13707\n", " 20 0.797698 0.826722 0.811951 3353\n", "\n", "avg / total 0.899086 0.810833 0.851499 17355\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982909 0.951996 0.967205 16311\n", " 20 0.497110 0.741379 0.595156 1044\n", "\n", "avg / total 0.953686 0.939326 0.944825 17355\n", "\n", "Classification report for turbine 1, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 710\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.908306 0.943031 0.925343 14622\n", " 20 0.461362 0.578098 0.513175 1735\n", "\n", "avg / total 0.811393 0.852319 0.830926 17355\n", "\n", "Classification report for turbine 1, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.808519 0.825190 0.816770 9845\n", " 20 0.702962 0.224368 0.340164 7510\n", "\n", "avg / total 0.762842 0.565197 0.610529 17355\n", "\n", "Classification report for turbine 1, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.886378 0.941601 0.913155 13579\n", " 20 0.794106 0.549523 0.649554 3776\n", "\n", "avg / total 0.866302 0.856295 0.855802 17355\n", "\n", "Classification report for turbine 1, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961077 0.933000 0.946830 14000\n", " 20 0.778793 0.838450 0.807521 3355\n", "\n", "avg / total 0.925839 0.914722 0.919900 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.982994 0.956839 0.969740 16311\n", " 20 0.523681 0.741379 0.613799 1044\n", "\n", "avg / total 0.955364 0.943878 0.948328 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.938842 0.937036 0.937938 15072\n", " 20 0.589533 0.597021 0.593254 2283\n", "\n", "avg / total 0.892891 0.892308 0.892596 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8763\n", " 19 0.497160 0.961619 0.655450 7191\n", " 20 0.113465 0.279086 0.161337 1401\n", "\n", "avg / total 0.215157 0.420974 0.284608 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.479365 0.393229 315\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.867398 0.951225 0.907379 13224\n", " 20 0.630833 0.467284 0.536879 3240\n", "\n", "avg / total 0.784752 0.820743 0.798764 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.943776 0.915494 0.929420 13715\n", " 20 0.765484 0.812127 0.788116 3348\n", "\n", "avg / total 0.893502 0.880150 0.886523 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.946047 0.862827 0.902523 16461\n", " 20 0.692073 0.809380 0.746144 3646\n", "\n", "avg / total 0.887111 0.840924 0.861653 20399\n", "\n", "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 57\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.915021 0.939997 0.927341 17549\n", " 20 0.571497 0.539017 0.554782 2217\n", "\n", "avg / total 0.849292 0.867248 0.858074 20399\n", "\n", "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 151\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.006329 0.006711 0.006515 149\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 119\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.884239 0.873775 0.878976 15718\n", " 20 0.673390 0.750432 0.709827 3470\n", "\n", "avg / total 0.795925 0.800971 0.798069 20399\n", "\n", "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.008230 0.023810 0.012232 84\n", " 11 0.000000 0.000000 0.000000 40\n", " 12 0.008065 0.027778 0.012500 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.011364 0.083333 0.020000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.006803 0.027778 0.010929 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.914444 0.869967 0.891651 16119\n", " 20 0.771736 0.679816 0.722865 3904\n", "\n", "avg / total 0.870357 0.817883 0.843041 20399\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.014493 0.250000 0.027397 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.006410 0.027778 0.010417 36\n", " 19 0.940606 0.889893 0.914547 13614\n", " 20 0.899278 0.883341 0.891238 6489\n", "\n", "avg / total 0.913828 0.875043 0.893891 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.948540 0.919269 0.933675 16462\n", " 20 0.696738 0.849890 0.765731 3644\n", "\n", "avg / total 0.889934 0.893671 0.890263 20399\n", "\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 279\n", " 11 0.000000 0.000000 0.000000 276\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 236\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.869271 0.943564 0.904895 16603\n", " 20 0.412289 0.525403 0.462024 1673\n", "\n", "avg / total 0.741324 0.811069 0.774398 20399\n", "\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.034934 0.400000 0.064257 20\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.948308 0.816687 0.877590 16780\n", " 20 0.598614 0.573845 0.585968 3311\n", "\n", "avg / total 0.877264 0.765332 0.817068 20399\n", "\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.930301 0.881885 0.905446 16467\n", " 20 0.788165 0.701170 0.742127 3932\n", "\n", "avg / total 0.902904 0.847051 0.873966 20399\n", "\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 86\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.013158 0.013889 0.013514 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.926956 0.918029 0.922471 13395\n", " 20 0.883617 0.869126 0.876312 6342\n", "\n", "avg / total 0.883446 0.873082 0.878231 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.965435 0.919080 0.941688 16745\n", " 20 0.696052 0.849206 0.765039 3654\n", "\n", "avg / total 0.917181 0.906564 0.910045 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.945247 0.954023 0.949615 18096\n", " 20 0.610304 0.565784 0.587201 2303\n", "\n", "avg / total 0.907433 0.910192 0.908699 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.939135 0.930461 0.934778 16782\n", " 20 0.690615 0.720210 0.705102 3617\n", "\n", "avg / total 0.895069 0.893181 0.894054 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.932610 0.949657 0.941056 16467\n", " 20 0.771688 0.712614 0.740976 3932\n", "\n", "avg / total 0.901591 0.903966 0.902490 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.957084 0.958053 0.957568 13827\n", " 20 0.911558 0.909617 0.910586 6572\n", "\n", "avg / total 0.942417 0.942448 0.942432 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.180795 0.860714 0.298822 280\n", " 11 0.008221 0.106918 0.015267 159\n", " 12 0.004462 0.069444 0.008386 144\n", " 13 0.013233 0.145833 0.024263 144\n", " 14 0.007246 0.062500 0.012987 144\n", " 15 0.008074 0.048611 0.013848 144\n", " 16 0.006612 0.055556 0.011817 144\n", " 17 0.010740 0.062500 0.018330 144\n", " 18 0.008264 0.048611 0.014127 144\n", " 19 0.896463 0.403647 0.556653 15573\n", " 20 0.348354 0.118970 0.177366 3379\n", "\n", "avg / total 0.745040 0.343987 0.459293 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.077268 0.357513 0.127072 193\n", " 11 0.005391 0.005051 0.005215 396\n", " 12 0.075812 0.106061 0.088421 396\n", " 13 0.008865 0.012626 0.010417 396\n", " 14 0.006494 0.010667 0.008073 375\n", " 15 0.011799 0.012346 0.012066 324\n", " 16 0.000000 0.000000 0.000000 296\n", " 17 0.005831 0.006944 0.006339 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.819660 0.760368 0.788901 15649\n", " 20 0.361194 0.269188 0.308477 1798\n", "\n", "avg / total 0.663503 0.613314 0.636044 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.510501 0.504792 0.507631 626\n", " 11 0.040770 0.064632 0.050000 557\n", " 12 0.030856 0.046709 0.037162 471\n", " 13 0.023229 0.043764 0.030349 457\n", " 14 0.017682 0.045802 0.025514 393\n", " 15 0.021918 0.044444 0.029358 360\n", " 16 0.016293 0.024316 0.019512 329\n", " 17 0.010183 0.016287 0.012531 307\n", " 18 0.019769 0.041667 0.026816 288\n", " 19 0.780193 0.637468 0.701646 14076\n", " 20 0.454326 0.445365 0.449801 2535\n", "\n", "avg / total 0.614254 0.517427 0.560429 20399\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.136682 0.526961 0.217062 408\n", " 11 0.016035 0.027708 0.020314 397\n", " 12 0.003626 0.012626 0.005634 396\n", " 13 0.011218 0.035354 0.017032 396\n", " 14 0.036254 0.061856 0.045714 388\n", " 15 0.035714 0.053156 0.042724 301\n", " 16 0.003630 0.007937 0.004981 252\n", " 17 0.019298 0.043651 0.026764 252\n", " 18 0.006881 0.013100 0.009023 229\n", " 19 0.808860 0.625949 0.705746 14089\n", " 20 0.545033 0.321787 0.404662 3291\n", "\n", "avg / total 0.651498 0.498995 0.559893 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.009217 0.566038 0.018138 53\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.001323 0.013889 0.002415 72\n", " 13 0.004267 0.041667 0.007742 72\n", " 14 0.001946 0.013889 0.003413 72\n", " 15 0.002342 0.013889 0.004008 72\n", " 16 0.002513 0.013889 0.004255 72\n", " 17 0.004367 0.027778 0.007547 72\n", " 18 0.010720 0.097222 0.019310 72\n", " 19 0.949199 0.669919 0.785473 13527\n", " 20 0.824537 0.385392 0.525270 6243\n", "\n", "avg / total 0.881899 0.564439 0.681838 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.890977 0.096656 0.174393 2452\n", " 11 0.033898 0.027778 0.030534 72\n", " 12 0.230769 0.166667 0.193548 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.069767 0.041667 0.052174 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.019608 0.013889 0.016260 72\n", " 18 0.016260 0.027778 0.020513 72\n", " 19 0.927653 0.896352 0.911734 16093\n", " 20 0.193187 0.621283 0.294729 1278\n", "\n", "avg / total 0.852343 0.758665 0.759809 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 452\n", " 11 0.096491 0.037801 0.054321 291\n", " 12 0.012658 0.005435 0.007605 184\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.028037 0.020833 0.023904 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.032787 0.027778 0.030075 144\n", " 17 0.033708 0.023810 0.027907 126\n", " 18 0.023529 0.018519 0.020725 108\n", " 19 0.883558 0.890460 0.886996 16898\n", " 20 0.438780 0.522109 0.476831 1764\n", "\n", "avg / total 0.772113 0.783960 0.777505 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.944055 0.834585 0.885951 16782\n", " 20 0.688895 0.682610 0.685738 3617\n", "\n", "avg / total 0.898812 0.807638 0.850451 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.006952 0.025751 0.010949 233\n", " 11 0.012422 0.046512 0.019608 86\n", " 12 0.006667 0.013889 0.009009 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.005525 0.013889 0.007905 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.908869 0.831569 0.868503 16155\n", " 20 0.666461 0.630810 0.648145 3421\n", "\n", "avg / total 0.831723 0.764939 0.796775 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.955382 0.878065 0.915093 13827\n", " 20 0.916748 0.852861 0.883651 6572\n", "\n", "avg / total 0.942936 0.869945 0.904964 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.800000 0.012121 0.023881 330\n", " 11 0.000000 0.000000 0.000000 163\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.018182 0.041667 0.025316 72\n", " 14 0.000000 0.000000 0.000000 68\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949879 0.880374 0.913807 16468\n", " 20 0.595437 0.855289 0.702091 3082\n", "\n", "avg / total 0.869800 0.840286 0.844263 20399\n", "\n", "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.943621 0.924901 0.934167 18096\n", " 20 0.574190 0.477204 0.521224 2303\n", "\n", "avg / total 0.901913 0.874357 0.887546 20399\n", "\n", "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.946052 0.901800 0.923396 16782\n", " 20 0.699921 0.731269 0.715251 3617\n", "\n", "avg / total 0.902410 0.871562 0.886489 20399\n", "\n", "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.934071 0.942977 0.938503 16467\n", " 20 0.774725 0.681333 0.725034 3932\n", "\n", "avg / total 0.903357 0.892544 0.897356 20399\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.956722 0.948073 0.952377 13827\n", " 20 0.911669 0.899878 0.905736 6572\n", "\n", "avg / total 0.942207 0.932546 0.937351 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 246\n", " 11 0.000000 0.000000 0.000000 155\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 67\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.937119 0.917128 0.927016 16266\n", " 20 0.653303 0.854673 0.740543 3413\n", "\n", "avg / total 0.856557 0.874308 0.863097 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.003717 0.006711 538\n", " 11 0.023077 0.012295 0.016043 244\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 179\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.873440 0.929835 0.900756 16789\n", " 20 0.425854 0.531993 0.473043 1641\n", "\n", "avg / total 0.754311 0.808324 0.779772 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.945285 0.856513 0.898712 16782\n", " 20 0.687744 0.682610 0.685167 3617\n", "\n", "avg / total 0.899619 0.825678 0.860848 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.049505 0.384615 0.087719 26\n", " 11 0.013953 0.041667 0.020906 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.915522 0.905291 0.910378 16197\n", " 20 0.702467 0.648611 0.674466 3600\n", "\n", "avg / total 0.851016 0.833913 0.842063 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.002012 0.006944 0.003120 144\n", " 12 0.090909 0.062500 0.074074 144\n", " 13 0.012500 0.006944 0.008929 144\n", " 14 0.004202 0.006944 0.005236 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.891803 0.898365 0.895072 12909\n", " 20 0.874831 0.818096 0.845513 6322\n", "\n", "avg / total 0.836254 0.822638 0.829108 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 61\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.005952 0.013889 0.008333 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.938661 0.894382 0.915987 16323\n", " 20 0.693469 0.855190 0.765885 3439\n", "\n", "avg / total 0.868035 0.859895 0.862108 20399\n", "\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 115\n", " 11 0.000000 0.000000 0.000000 92\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.928090 0.935863 0.931960 17790\n", " 20 0.510361 0.557956 0.533098 1898\n", "\n", "avg / total 0.856874 0.868082 0.862365 20399\n", "\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.944704 0.890776 0.916948 16782\n", " 20 0.680639 0.623998 0.651089 3617\n", "\n", "avg / total 0.897882 0.843473 0.869808 20399\n", "\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.041667 0.039216 24\n", " 11 0.000000 0.000000 0.000000 40\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.915515 0.928686 0.922054 16196\n", " 20 0.770251 0.687420 0.726482 3887\n", "\n", "avg / total 0.873697 0.868376 0.870550 20399\n", "\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956593 0.929196 0.942696 13827\n", " 20 0.910877 0.881771 0.896088 6572\n", "\n", "avg / total 0.941865 0.913917 0.927680 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.966192 0.793610 0.871438 16745\n", " 20 0.529483 0.361248 0.429478 3654\n", "\n", "avg / total 0.887966 0.716163 0.792272 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.943082 0.920203 0.931502 18096\n", " 20 0.611486 0.550152 0.579200 2303\n", "\n", "avg / total 0.905646 0.878425 0.891728 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.020000 0.055556 0.029412 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.006536 0.027778 0.010582 36\n", " 19 0.931873 0.887622 0.909210 16489\n", " 20 0.705029 0.752420 0.727954 3615\n", "\n", "avg / total 0.878244 0.850973 0.864010 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.241758 0.035313 0.061625 623\n", " 11 0.061728 0.025316 0.035907 395\n", " 12 0.065000 0.042623 0.051485 305\n", " 13 0.057143 0.027027 0.036697 222\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.013699 0.005556 0.007905 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.850961 0.915880 0.882228 14943\n", " 20 0.575651 0.653271 0.612010 3011\n", "\n", "avg / total 0.718622 0.769891 0.740416 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.327869 0.024067 0.044843 831\n", " 11 0.021583 0.006944 0.010508 432\n", " 12 0.011236 0.002597 0.004219 385\n", " 13 0.011111 0.003086 0.004831 324\n", " 14 0.000000 0.000000 0.000000 314\n", " 15 0.000000 0.000000 0.000000 288\n", " 16 0.022989 0.006944 0.010667 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.786140 0.901737 0.839980 11398\n", " 20 0.773960 0.902930 0.833485 5563\n", "\n", "avg / total 0.664851 0.751409 0.698997 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.965187 0.920573 0.942352 16745\n", " 20 0.699639 0.847838 0.766642 3654\n", "\n", "avg / total 0.917620 0.907544 0.910878 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 986\n", " 11 0.000000 0.000000 0.000000 289\n", " 12 0.000000 0.000000 0.000000 260\n", " 13 0.000000 0.000000 0.000000 217\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 158\n", " 19 0.847675 0.949040 0.895498 16307\n", " 20 0.449113 0.658003 0.533851 1462\n", "\n", "avg / total 0.709821 0.805824 0.754124 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.096000 0.151420 0.117503 317\n", " 11 0.005102 0.008929 0.006494 112\n", " 12 0.014218 0.027778 0.018809 108\n", " 13 0.011429 0.018519 0.014134 108\n", " 14 0.031008 0.037037 0.033755 108\n", " 15 0.008130 0.009259 0.008658 108\n", " 16 0.056452 0.064815 0.060345 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.896653 0.859313 0.877586 15993\n", " 20 0.579475 0.610059 0.594374 3221\n", "\n", "avg / total 0.796645 0.773273 0.784467 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.020927 0.043614 0.028283 321\n", " 11 0.003968 0.006944 0.005051 144\n", " 12 0.016529 0.027778 0.020725 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.009615 0.013889 0.011364 144\n", " 15 0.000000 0.000000 0.000000 128\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.865822 0.820023 0.842301 15502\n", " 20 0.693151 0.658963 0.675625 3548\n", "\n", "avg / total 0.779074 0.738811 0.758316 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.648980 0.073339 0.131786 4336\n", " 11 0.091566 0.059098 0.071834 643\n", " 12 0.042493 0.027778 0.033595 540\n", " 13 0.027491 0.015936 0.020177 502\n", " 14 0.040741 0.025463 0.031339 432\n", " 15 0.061538 0.037037 0.046243 432\n", " 16 0.009050 0.004630 0.006126 432\n", " 17 0.014151 0.007389 0.009709 406\n", " 18 0.009539 0.015915 0.011928 377\n", " 19 0.740380 0.811109 0.774133 10604\n", " 20 0.218578 0.727434 0.336150 1695\n", "\n", "avg / total 0.548484 0.502525 0.464197 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.962198 0.918125 0.939645 16745\n", " 20 0.689889 0.834702 0.755418 3654\n", "\n", "avg / total 0.913420 0.903182 0.906645 20399\n", "\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.945665 0.954078 0.949853 18096\n", " 20 0.612045 0.569257 0.589876 2303\n", "\n", "avg / total 0.908000 0.910633 0.909212 20399\n", "\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.948543 0.929269 0.938807 16782\n", " 20 0.700101 0.766105 0.731617 3617\n", "\n", "avg / total 0.904491 0.900338 0.902070 20399\n", "\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.931135 0.950887 0.940908 16452\n", " 20 0.715675 0.706835 0.711228 3643\n", "\n", "avg / total 0.878780 0.893132 0.885868 20399\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.955084 0.956534 0.955808 13827\n", " 20 0.908494 0.904900 0.906693 6572\n", "\n", "avg / total 0.940074 0.939899 0.939985 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 53\n", " 11 0.104167 0.017361 0.029762 288\n", " 12 0.044444 0.006944 0.012012 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.021186 0.018382 0.019685 272\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.035461 0.019841 0.025445 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.849422 0.875869 0.862443 14678\n", " 20 0.687021 0.848337 0.759205 3488\n", "\n", "avg / total 0.731489 0.776116 0.751548 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.061856 0.240000 0.098361 25\n", " 11 0.022321 0.034722 0.027174 144\n", " 12 0.008902 0.041667 0.014670 144\n", " 13 0.012376 0.034722 0.018248 144\n", " 14 0.014682 0.062500 0.023778 144\n", " 15 0.006267 0.048611 0.011102 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.003899 0.013889 0.006088 144\n", " 18 0.009498 0.048611 0.015891 144\n", " 19 0.899145 0.692235 0.782239 17013\n", " 20 0.593672 0.433228 0.500916 2209\n", "\n", "avg / total 0.814812 0.626550 0.707586 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.063492 0.210526 0.097561 19\n", " 11 0.005249 0.037037 0.009195 108\n", " 12 0.020997 0.074074 0.032720 108\n", " 13 0.007444 0.027778 0.011742 108\n", " 14 0.013575 0.055556 0.021818 108\n", " 15 0.002667 0.018519 0.004662 108\n", " 16 0.004115 0.009259 0.005698 108\n", " 17 0.008811 0.037037 0.014235 108\n", " 18 0.003431 0.018519 0.005789 108\n", " 19 0.923477 0.758222 0.832730 15932\n", " 20 0.687365 0.620815 0.652397 3584\n", "\n", "avg / total 0.842429 0.702927 0.765652 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.006579 0.111111 0.012422 18\n", " 11 0.029141 0.175926 0.050000 108\n", " 12 0.009494 0.027778 0.014151 108\n", " 13 0.028481 0.083333 0.042453 108\n", " 14 0.009756 0.037037 0.015444 108\n", " 15 0.005420 0.018519 0.008386 108\n", " 16 0.010336 0.037037 0.016162 108\n", " 17 0.004338 0.018519 0.007030 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.905529 0.779382 0.837733 15656\n", " 20 0.783419 0.631443 0.699269 3861\n", "\n", "avg / total 0.843783 0.719888 0.776128 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010870 0.083333 0.019231 12\n", " 11 0.065000 0.180556 0.095588 72\n", " 12 0.027027 0.083333 0.040816 72\n", " 13 0.005780 0.027778 0.009569 72\n", " 14 0.010753 0.041667 0.017094 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.019481 0.083333 0.031579 72\n", " 17 0.005917 0.027778 0.009756 72\n", " 18 0.005479 0.027778 0.009153 72\n", " 19 0.940043 0.813974 0.872478 13310\n", " 20 0.912624 0.874019 0.892905 6501\n", "\n", "avg / total 0.904707 0.811363 0.854604 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.965100 0.919857 0.941935 16745\n", " 20 0.697680 0.847564 0.765353 3654\n", "\n", "avg / total 0.917198 0.906907 0.910305 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.944502 0.953636 0.949047 18096\n", " 20 0.605733 0.559705 0.581810 2303\n", "\n", "avg / total 0.906256 0.909162 0.907587 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.947484 0.928852 0.938075 16782\n", " 20 0.697492 0.761128 0.727922 3617\n", "\n", "avg / total 0.903157 0.899113 0.900813 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.930944 0.949657 0.940207 16467\n", " 20 0.769786 0.704985 0.735962 3932\n", "\n", "avg / total 0.899880 0.902495 0.900838 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.956405 0.956751 0.956578 13827\n", " 20 0.908939 0.908247 0.908593 6572\n", "\n", "avg / total 0.941113 0.941125 0.941119 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.964765 0.918961 0.941306 16745\n", " 20 0.694988 0.846196 0.763174 3654\n", "\n", "avg / total 0.916441 0.905927 0.909398 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.945445 0.954797 0.950098 18096\n", " 20 0.614878 0.567086 0.590016 2303\n", "\n", "avg / total 0.908124 0.911025 0.909445 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.947100 0.929210 0.938070 16782\n", " 20 0.698017 0.759193 0.727321 3617\n", "\n", "avg / total 0.902934 0.899064 0.900701 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 23\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.916175 0.949929 0.932747 16177\n", " 20 0.769719 0.713628 0.740613 3911\n", "\n", "avg / total 0.874128 0.890142 0.881689 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 56\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.200000 0.030303 0.052632 99\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.919686 0.952460 0.935786 13273\n", " 20 0.889704 0.910711 0.900085 6395\n", "\n", "avg / total 0.878300 0.905388 0.891315 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 62\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 97\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.922589 0.951133 0.936644 16678\n", " 20 0.805574 0.839278 0.822080 4374\n", "\n", "avg / total 0.869409 0.898074 0.883505 21751\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 41\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.009615 0.111111 0.017699 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.006173 0.027778 0.010101 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.964337 0.836878 0.896098 18385\n", " 20 0.707063 0.870267 0.780221 3037\n", "\n", "avg / total 0.913855 0.829111 0.866410 21751\n", "\n", "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.916382 0.839314 0.876156 15969\n", " 20 0.770146 0.783466 0.776749 5782\n", "\n", "avg / total 0.877508 0.824468 0.849731 21751\n", "\n", "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 51\n", " 11 0.027027 0.027778 0.027397 72\n", " 12 0.054795 0.111111 0.073394 72\n", " 13 0.007634 0.013889 0.009852 72\n", " 14 0.007634 0.013889 0.009852 72\n", " 15 0.020134 0.041667 0.027149 72\n", " 16 0.012821 0.027778 0.017544 72\n", " 17 0.008130 0.013889 0.010256 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.963808 0.881003 0.920547 19950\n", " 20 0.394930 0.822828 0.533702 1174\n", "\n", "avg / total 0.905777 0.853294 0.873712 21751\n", "\n", "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986772 0.912990 0.948448 19446\n", " 20 0.699136 0.878091 0.778462 2305\n", "\n", "avg / total 0.956291 0.909292 0.930434 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.889026 0.944680 0.916008 16070\n", " 20 0.765134 0.847831 0.804362 4219\n", "\n", "avg / total 0.805238 0.862397 0.832783 21751\n", "\n", "Classification report for turbine 3, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.002257 0.027778 0.004175 36\n", " 19 0.969563 0.772617 0.859958 18471\n", " 20 0.724915 0.861065 0.787146 2987\n", "\n", "avg / total 0.922910 0.774401 0.838382 21751\n", "\n", "Classification report for turbine 3, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.912447 0.790970 0.847377 15969\n", " 20 0.757777 0.728814 0.743013 5782\n", "\n", "avg / total 0.871331 0.774447 0.819634 21751\n", "\n", "Classification report for turbine 3, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989751 0.871215 0.926708 20507\n", " 20 0.433054 0.831994 0.569620 1244\n", "\n", "avg / total 0.957912 0.868972 0.906285 21751\n", "\n", "Classification report for turbine 3, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985675 0.912887 0.947886 19446\n", " 20 0.697359 0.870716 0.774455 2305\n", "\n", "avg / total 0.955121 0.908418 0.929507 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.959184 0.939728 0.949356 17305\n", " 20 0.782572 0.844354 0.812290 4446\n", "\n", "avg / total 0.923084 0.920234 0.921339 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.980215 0.942298 0.960883 18665\n", " 20 0.717174 0.884964 0.792283 3086\n", "\n", "avg / total 0.942895 0.934164 0.936962 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.926339 0.909575 0.917881 15969\n", " 20 0.762148 0.800242 0.780731 5782\n", "\n", "avg / total 0.882693 0.880511 0.881422 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989420 0.930316 0.958959 20507\n", " 20 0.421223 0.836013 0.560194 1244\n", "\n", "avg / total 0.956923 0.924923 0.936152 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.986072 0.953872 0.969705 19446\n", " 20 0.694898 0.886334 0.779028 2305\n", "\n", "avg / total 0.955216 0.946715 0.949498 21751\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 63\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.928495 0.931874 0.930181 16763\n", " 20 0.809481 0.820648 0.815026 4349\n", "\n", "avg / total 0.877421 0.882258 0.879830 21751\n", "\n", "Classification report for turbine 3, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978783 0.899652 0.937551 18665\n", " 20 0.732987 0.869086 0.795256 3086\n", "\n", "avg / total 0.943910 0.895315 0.917362 21751\n", "\n", "Classification report for turbine 3, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.911220 0.849981 0.879536 15698\n", " 20 0.762533 0.803057 0.782270 5758\n", "\n", "avg / total 0.859501 0.826031 0.841859 21751\n", "\n", "Classification report for turbine 3, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.076923 0.064516 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978453 0.903302 0.939377 20259\n", " 20 0.417917 0.842149 0.558619 1191\n", "\n", "avg / total 0.934253 0.887499 0.905567 21751\n", "\n", "Classification report for turbine 3, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986102 0.934074 0.959383 19446\n", " 20 0.656687 0.732755 0.692639 2305\n", "\n", "avg / total 0.951193 0.912740 0.931116 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965261 0.871887 0.916201 17305\n", " 20 0.761204 0.733468 0.747079 4446\n", "\n", "avg / total 0.923551 0.843593 0.881632 21751\n", "\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.042484 0.265306 0.073239 49\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.951791 0.929440 0.940483 18098\n", " 20 0.702511 0.850066 0.769277 3028\n", "\n", "avg / total 0.889835 0.892281 0.889789 21751\n", "\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.934949 0.869435 0.901003 15969\n", " 20 0.756789 0.771186 0.763920 5782\n", "\n", "avg / total 0.887590 0.843318 0.864562 21751\n", "\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990165 0.903350 0.944767 20507\n", " 20 0.420684 0.820740 0.556252 1244\n", "\n", "avg / total 0.957595 0.898625 0.922547 21751\n", "\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 57\n", " 11 0.086957 0.018519 0.030534 108\n", " 12 0.015152 0.009259 0.011494 108\n", " 13 0.085106 0.037037 0.051613 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.942432 0.930673 0.936516 18593\n", " 20 0.658319 0.857845 0.744953 2237\n", "\n", "avg / total 0.874237 0.884097 0.877624 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 347\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.939019 0.919893 0.929358 16840\n", " 20 0.739283 0.843280 0.787865 3988\n", "\n", "avg / total 0.862551 0.866811 0.863978 21751\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.476190 0.505618 0.490463 178\n", " 11 0.000000 0.000000 0.000000 41\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.008065 0.027778 0.012500 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966870 0.892767 0.928342 18306\n", " 20 0.728684 0.836247 0.778769 2974\n", "\n", "avg / total 0.917276 0.869891 0.891823 21751\n", "\n", "Classification report for turbine 3, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.934922 0.850147 0.890521 15969\n", " 20 0.745891 0.682809 0.712957 5782\n", "\n", "avg / total 0.884672 0.805664 0.843320 21751\n", "\n", "Classification report for turbine 3, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989789 0.902814 0.944303 20507\n", " 20 0.441564 0.807878 0.571023 1244\n", "\n", "avg / total 0.958434 0.897384 0.922954 21751\n", "\n", "Classification report for turbine 3, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.979992 0.924931 0.951666 19329\n", " 20 0.645855 0.878302 0.744353 2120\n", "\n", "avg / total 0.933818 0.907544 0.918247 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 92\n", " 11 0.037500 0.014851 0.021277 606\n", " 12 0.004919 0.012963 0.007132 540\n", " 13 0.002976 0.005597 0.003886 536\n", " 14 0.021552 0.010893 0.014472 459\n", " 15 0.007576 0.002469 0.003724 405\n", " 16 0.063158 0.015152 0.024440 396\n", " 17 0.012766 0.007792 0.009677 385\n", " 18 0.113636 0.031348 0.049140 319\n", " 19 0.804072 0.767174 0.785190 14775\n", " 20 0.577054 0.733169 0.645811 3238\n", "\n", "avg / total 0.636972 0.632293 0.632080 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.012987 0.500000 0.025316 4\n", " 11 0.111111 0.638889 0.189300 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973392 0.908051 0.939587 18532\n", " 20 0.659791 0.710284 0.684107 2927\n", "\n", "avg / total 0.918310 0.870397 0.892912 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 56\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004630 0.009259 0.006173 108\n", " 14 0.000000 0.000000 0.000000 100\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.893373 0.875213 0.884200 15250\n", " 20 0.731622 0.656201 0.691862 5733\n", "\n", "avg / total 0.819219 0.786630 0.802315 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 23\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.045752 0.097222 0.062222 72\n", " 13 0.000000 0.000000 0.000000 87\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.950556 0.887189 0.917780 19741\n", " 20 0.387170 0.699836 0.498535 1216\n", "\n", "avg / total 0.884512 0.844651 0.861045 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.049774 0.079137 0.061111 139\n", " 11 0.037234 0.032407 0.034653 216\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 201\n", " 14 0.036176 0.087500 0.051188 160\n", " 15 0.026749 0.090278 0.041270 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007853 0.020833 0.011407 144\n", " 19 0.927495 0.847481 0.885685 18083\n", " 20 0.628112 0.759259 0.687487 2160\n", "\n", "avg / total 0.834644 0.782171 0.806058 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.003704 0.007042 0.004854 142\n", " 11 0.006944 0.009259 0.007937 216\n", " 12 0.021526 0.101852 0.035541 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 200\n", " 17 0.025243 0.072222 0.037410 180\n", " 18 0.054878 0.050000 0.052326 180\n", " 19 0.866983 0.808037 0.836473 15826\n", " 20 0.773340 0.719768 0.745593 4143\n", "\n", "avg / total 0.779087 0.727185 0.751839 21751\n", "\n", "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.008319 0.138889 0.015699 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970269 0.726087 0.830603 18473\n", " 20 0.694794 0.777889 0.733997 2985\n", "\n", "avg / total 0.919408 0.723645 0.806183 21751\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.078704 0.087179 0.082725 195\n", " 11 0.007634 0.013072 0.009639 153\n", " 12 0.000000 0.000000 0.000000 103\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.004566 0.013889 0.006873 72\n", " 15 0.005263 0.013889 0.007634 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.006711 0.013889 0.009050 72\n", " 18 0.009709 0.027778 0.014388 72\n", " 19 0.880089 0.826904 0.852668 15373\n", " 20 0.721935 0.711556 0.716708 5495\n", "\n", "avg / total 0.805252 0.765298 0.784640 21751\n", "\n", "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.006757 0.018519 0.009901 108\n", " 12 0.015528 0.046296 0.023256 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.012308 0.037037 0.018476 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.013699 0.027778 0.018349 108\n", " 19 0.950702 0.828509 0.885410 19692\n", " 20 0.406457 0.778154 0.533992 1181\n", "\n", "avg / total 0.883015 0.792975 0.830936 21751\n", "\n", "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.016129 0.009346 0.011834 107\n", " 11 0.014599 0.055556 0.023121 72\n", " 12 0.004444 0.013889 0.006734 72\n", " 13 0.004651 0.013889 0.006969 72\n", " 14 0.020080 0.069444 0.031153 72\n", " 15 0.008403 0.027778 0.012903 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.963718 0.866280 0.912405 18980\n", " 20 0.642960 0.857280 0.734811 2088\n", "\n", "avg / total 0.902917 0.838858 0.867033 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.823503 0.718389 0.767363 2507\n", " 11 0.095853 0.211259 0.131872 1652\n", " 12 0.061651 0.153114 0.087907 1156\n", " 13 0.050554 0.135834 0.073684 773\n", " 14 0.025083 0.092820 0.039493 571\n", " 15 0.013810 0.054591 0.022044 403\n", " 16 0.042274 0.091772 0.057884 316\n", " 17 0.015094 0.049180 0.023099 244\n", " 18 0.005064 0.050926 0.009213 216\n", " 19 0.663054 0.167108 0.266940 12082\n", " 20 0.197898 0.061715 0.094088 1831\n", "\n", "avg / total 0.493982 0.215668 0.264586 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.038168 0.576923 0.071599 78\n", " 11 0.009859 0.024306 0.014028 288\n", " 12 0.003810 0.013889 0.005979 288\n", " 13 0.014360 0.040590 0.021215 271\n", " 14 0.003012 0.007937 0.004367 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.003636 0.007937 0.004988 252\n", " 17 0.009967 0.011905 0.010850 252\n", " 18 0.008646 0.011905 0.010017 252\n", " 19 0.889765 0.751607 0.814872 16957\n", " 20 0.511032 0.275201 0.357748 2609\n", "\n", "avg / total 0.755745 0.622500 0.679318 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000612 0.111111 0.001217 9\n", " 11 0.021739 0.305556 0.040590 72\n", " 12 0.002484 0.027778 0.004561 72\n", " 13 0.010279 0.097222 0.018592 72\n", " 14 0.004396 0.027778 0.007590 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.921244 0.755485 0.830171 15406\n", " 20 0.699159 0.389757 0.500502 5760\n", "\n", "avg / total 0.837785 0.639879 0.720779 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.525714 0.476684 0.500000 386\n", " 11 0.005442 0.027778 0.009101 144\n", " 12 0.003597 0.013889 0.005714 144\n", " 13 0.004843 0.013889 0.007181 144\n", " 14 0.002488 0.006944 0.003663 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.002907 0.006944 0.004098 144\n", " 17 0.006977 0.020979 0.010471 143\n", " 18 0.004525 0.018519 0.007273 108\n", " 19 0.933755 0.777824 0.848686 19372\n", " 20 0.291163 0.521640 0.373725 878\n", "\n", "avg / total 0.852905 0.722955 0.780123 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.003185 0.250000 0.006289 4\n", " 11 0.001764 0.027778 0.003317 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.003478 0.055556 0.006547 36\n", " 14 0.001919 0.027778 0.003591 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.002475 0.027778 0.004545 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.002786 0.027778 0.005063 36\n", " 19 0.974288 0.806553 0.882521 19168\n", " 20 0.620556 0.487560 0.546077 2291\n", "\n", "avg / total 0.923971 0.762448 0.835275 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.958200 0.937879 0.947931 17305\n", " 20 0.776647 0.840756 0.807431 4446\n", "\n", "avg / total 0.921090 0.918027 0.919212 21751\n", "\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1496\n", " 11 0.000000 0.000000 0.000000 613\n", " 12 0.000000 0.000000 0.000000 424\n", " 13 0.000000 0.000000 0.000000 381\n", " 14 0.000000 0.000000 0.000000 347\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.000000 0.000000 0.000000 238\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 200\n", " 19 0.831592 0.940611 0.882748 15912\n", " 20 0.339728 0.796875 0.476368 1600\n", "\n", "avg / total 0.633344 0.746724 0.680818 21751\n", "\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.020833 0.013514 0.016393 666\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.901902 0.788148 0.841197 15643\n", " 20 0.621357 0.705508 0.660764 4866\n", "\n", "avg / total 0.788279 0.725070 0.753300 21751\n", "\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.125000 0.057143 56\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.014577 0.069444 0.024096 72\n", " 13 0.006780 0.023256 0.010499 86\n", " 14 0.011194 0.027778 0.015957 108\n", " 15 0.003333 0.009259 0.004902 108\n", " 16 0.006250 0.009259 0.007463 108\n", " 17 0.011429 0.018519 0.014134 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.953074 0.816362 0.879436 19729\n", " 20 0.388584 0.768395 0.516147 1196\n", "\n", "avg / total 0.886172 0.783688 0.826543 21751\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.007782 0.100000 0.014440 20\n", " 11 0.006652 0.020833 0.010084 144\n", " 12 0.015707 0.041667 0.022814 144\n", " 13 0.002358 0.007692 0.003610 130\n", " 14 0.002183 0.009259 0.003534 108\n", " 15 0.003431 0.018519 0.005789 108\n", " 16 0.002747 0.009259 0.004237 108\n", " 17 0.006557 0.018519 0.009685 108\n", " 18 0.004975 0.018519 0.007843 108\n", " 19 0.940669 0.782705 0.854447 18514\n", " 20 0.662132 0.797255 0.723438 2259\n", "\n", "avg / total 0.869713 0.749943 0.802829 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.959149 0.953828 0.956481 17305\n", " 20 0.824086 0.841880 0.832888 4446\n", "\n", "avg / total 0.931542 0.930946 0.931218 21751\n", "\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.979654 0.941602 0.960251 18665\n", " 20 0.713986 0.881724 0.789039 3086\n", "\n", "avg / total 0.941962 0.933107 0.935960 21751\n", "\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 64\n", " 11 0.000000 0.000000 0.000000 37\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.918755 0.910740 0.914730 15819\n", " 20 0.738221 0.803191 0.769336 5579\n", "\n", "avg / total 0.857539 0.868374 0.862592 21751\n", "\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.989940 0.926123 0.956969 20507\n", " 20 0.428157 0.831190 0.565182 1244\n", "\n", "avg / total 0.957810 0.920693 0.934561 21751\n", "\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.986093 0.951712 0.968598 19446\n", " 20 0.694898 0.886334 0.779028 2305\n", "\n", "avg / total 0.955235 0.944784 0.948509 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.114943 0.185185 0.141844 54\n", " 11 0.009901 0.003086 0.004706 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.006231 0.006173 0.006202 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.032258 0.003086 0.005634 324\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.846423 0.921941 0.882569 15232\n", " 20 0.725743 0.805371 0.763486 3910\n", "\n", "avg / total 0.724208 0.791044 0.755898 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.007339 0.111111 0.013769 36\n", " 13 0.002500 0.055556 0.004785 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.009969 0.361111 0.019403 36\n", " 16 0.005226 0.083333 0.009836 36\n", " 17 0.002681 0.055556 0.005115 36\n", " 18 0.004386 0.055556 0.008130 36\n", " 19 0.964952 0.672542 0.792639 18381\n", " 20 0.750778 0.784460 0.767250 3076\n", "\n", "avg / total 0.921674 0.680474 0.778436 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.005181 0.100000 0.009852 20\n", " 11 0.009238 0.037037 0.014787 108\n", " 12 0.019499 0.064815 0.029979 108\n", " 13 0.025641 0.074074 0.038095 108\n", " 14 0.016807 0.037037 0.023121 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.005747 0.009259 0.007092 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.005848 0.018519 0.008889 108\n", " 19 0.876274 0.811605 0.842700 15149\n", " 20 0.750942 0.662295 0.703838 5718\n", "\n", "avg / total 0.808129 0.740656 0.772561 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.002262 0.027778 0.004184 36\n", " 18 0.002717 0.027778 0.004950 36\n", " 19 0.975137 0.789310 0.872438 20224\n", " 20 0.435409 0.760552 0.553783 1232\n", "\n", "avg / total 0.931349 0.777068 0.842572 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.002778 0.027778 0.005051 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.010121 0.138889 0.018868 36\n", " 17 0.003497 0.027778 0.006211 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973353 0.823634 0.892256 19159\n", " 20 0.694260 0.773716 0.731838 2298\n", "\n", "avg / total 0.930737 0.807549 0.863298 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.958979 0.955100 0.957035 17305\n", " 20 0.827945 0.840981 0.834412 4446\n", "\n", "avg / total 0.932195 0.931773 0.931971 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.979254 0.940745 0.959613 18665\n", " 20 0.710471 0.879456 0.785983 3086\n", "\n", "avg / total 0.941119 0.932049 0.934979 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.926152 0.912581 0.919316 15969\n", " 20 0.767952 0.799031 0.783184 5782\n", "\n", "avg / total 0.884098 0.882396 0.883128 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989241 0.932608 0.960090 20507\n", " 20 0.428453 0.832797 0.565811 1244\n", "\n", "avg / total 0.957168 0.926900 0.937540 21751\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986285 0.954078 0.969914 19446\n", " 20 0.696259 0.888069 0.780553 2305\n", "\n", "avg / total 0.955550 0.947083 0.949847 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.959841 0.948859 0.954318 17305\n", " 20 0.809432 0.845479 0.827063 4446\n", "\n", "avg / total 0.929097 0.927727 0.928307 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.980050 0.942245 0.960776 18665\n", " 20 0.716763 0.883992 0.791642 3086\n", "\n", "avg / total 0.942695 0.933980 0.936779 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.919911 0.909888 0.914872 15969\n", " 20 0.758395 0.781218 0.769637 5782\n", "\n", "avg / total 0.876976 0.875684 0.876265 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977204 0.932562 0.954361 20226\n", " 20 0.419355 0.842494 0.559978 1219\n", "\n", "avg / total 0.932193 0.914395 0.918833 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 46\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 69\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.083333 0.027778 0.041667 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.967410 0.951724 0.959503 19057\n", " 20 0.677759 0.885144 0.767692 2255\n", "\n", "avg / total 0.917993 0.925659 0.920320 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.035088 0.160000 0.057554 50\n", " 11 0.018223 0.222222 0.033684 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.002930 0.083333 0.005660 36\n", " 14 0.005605 0.138889 0.010776 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955107 0.621726 0.753174 17794\n", " 20 0.749735 0.776013 0.762648 3652\n", "\n", "avg / total 0.905982 0.639047 0.743291 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.008174 0.111111 0.015228 27\n", " 11 0.016064 0.024845 0.019512 161\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.011029 0.020833 0.014423 144\n", " 14 0.012448 0.020833 0.015584 144\n", " 15 0.003922 0.006944 0.005013 144\n", " 16 0.004785 0.006944 0.005666 144\n", " 17 0.007326 0.013889 0.009592 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.885209 0.780495 0.829560 14109\n", " 20 0.784692 0.854453 0.818088 6479\n", "\n", "avg / total 0.807103 0.760420 0.781099 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.021739 0.004255 0.007117 235\n", " 11 0.020000 0.027778 0.023256 108\n", " 12 0.008547 0.018519 0.011696 108\n", " 13 0.006579 0.027778 0.010638 108\n", " 14 0.003839 0.018519 0.006359 108\n", " 15 0.003509 0.009259 0.005089 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.020202 0.055556 0.029630 108\n", " 18 0.021429 0.027778 0.024194 108\n", " 19 0.920573 0.841176 0.879085 17044\n", " 20 0.674070 0.716836 0.694796 3641\n", "\n", "avg / total 0.833581 0.778920 0.804560 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988277 0.735816 0.843562 20622\n", " 20 0.208631 0.802926 0.331203 1162\n", "\n", "avg / total 0.946689 0.739396 0.816232 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991270 0.892338 0.939206 20360\n", " 20 0.596782 0.859551 0.704460 1424\n", "\n", "avg / total 0.965483 0.890195 0.923861 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.932716 0.949826 0.941193 17280\n", " 20 0.745164 0.860452 0.798669 3626\n", "\n", "avg / total 0.863904 0.896667 0.879535 21784\n", "\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.959720 0.816432 0.882296 15117\n", " 20 0.806315 0.884806 0.843739 6667\n", "\n", "avg / total 0.912770 0.837358 0.870496 21784\n", "\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.049020 0.138889 0.072464 36\n", " 12 0.181818 0.055556 0.085106 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.008197 0.055556 0.014286 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.937968 0.877753 0.906862 17571\n", " 20 0.724535 0.785514 0.753793 3921\n", "\n", "avg / total 0.887373 0.849798 0.867439 21784\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987934 0.790079 0.877998 20622\n", " 20 0.213364 0.810671 0.337816 1162\n", "\n", "avg / total 0.946617 0.791177 0.849183 21784\n", "\n" ] } ], "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", " # sort values by timestamp in descending order\n", " dfx = dfx.sort_values(by=\"timestamp\", ascending=False)\n", " dfx.reset_index(drop=True, inplace=True) # reset index\n", "\n", " # assigning value to first cell if it's not 0\n", " if dfx.loc[0, \"mins\"] == 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 0deg<= normal <=3.5deg\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 # normal\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", " knn = KNeighborsClassifier(weights=\"distance\", n_jobs=-1)\n", " for m, n in list5:\n", " Ym = Y[:, m]\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 = Ym[train_index], Ym[test_index]\n", " if len(set(Y_train)) > 1:\n", " ros = RandomOverSampler()\n", " Xt, Yt = ros.fit_sample(X_train, Y_train)\n", " else:\n", " Xt, Yt = X_train, Y_train\n", " knn1 = knn.fit(Xt, Yt) # fit to classifier and predict\n", " Yp = knn1.predict(X_test)\n", " print(\n", " \"Classification report for turbine %s, turbine category %s\"\n", " % (x, n)\n", " )\n", " print(classification_report(Y_test, Yp, digits=6))\n", " print(\"------------------------------------------------------------\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.041494 0.200000 0.068729 50\n", " 11 0.018100 0.222222 0.033473 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.002896 0.083333 0.005597 36\n", " 14 0.005599 0.138889 0.010764 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952504 0.623244 0.753474 17794\n", " 20 0.756137 0.767525 0.761788 3652\n", "\n", "avg / total 0.904944 0.638955 0.743417 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.010582 0.148148 0.019753 27\n", " 11 0.016000 0.024845 0.019465 161\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.011152 0.020833 0.014528 144\n", " 14 0.012295 0.020833 0.015464 144\n", " 15 0.004000 0.006944 0.005076 144\n", " 16 0.004785 0.006944 0.005666 144\n", " 17 0.007299 0.013889 0.009569 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.882428 0.780920 0.828577 14109\n", " 20 0.784358 0.848279 0.815067 6479\n", "\n", "avg / total 0.805205 0.758906 0.779569 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.020833 0.004255 0.007067 235\n", " 11 0.013514 0.018519 0.015625 108\n", " 12 0.008439 0.018519 0.011594 108\n", " 13 0.006550 0.027778 0.010601 108\n", " 14 0.003883 0.018519 0.006421 108\n", " 15 0.003597 0.009259 0.005181 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.020000 0.055556 0.029412 108\n", " 18 0.021429 0.027778 0.024194 108\n", " 19 0.919527 0.839357 0.877615 17044\n", " 20 0.665639 0.711343 0.687732 3641\n", "\n", "avg / total 0.831310 0.776533 0.802189 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1115: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n", " 'recall', 'true', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986854 0.735331 0.842725 20622\n", " 20 0.204255 0.784854 0.324151 1162\n", "\n", "avg / total 0.945109 0.737973 0.815064 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987988 0.892829 0.938001 20360\n", " 20 0.587582 0.817416 0.683700 1424\n", "\n", "avg / total 0.961814 0.887899 0.921378 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.936168 0.948032 0.942063 17280\n", " 20 0.743057 0.878103 0.804955 3626\n", "\n", "avg / total 0.866292 0.898182 0.881271 21784\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1113: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n", " 'precision', 'predicted', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.958001 0.817821 0.882378 15117\n", " 20 0.808757 0.881056 0.843360 6667\n", "\n", "avg / total 0.912325 0.837174 0.870437 21784\n", "\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.051020 0.138889 0.074627 36\n", " 12 0.181818 0.055556 0.085106 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.008230 0.055556 0.014337 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.934890 0.881737 0.907536 17571\n", " 20 0.733333 0.771487 0.751926 3921\n", "\n", "avg / total 0.886478 0.850487 0.867650 21784\n", "\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987164 0.786878 0.875715 20622\n", " 20 0.207961 0.800344 0.330138 1162\n", "\n", "avg / total 0.945600 0.787596 0.846613 21784\n", "\n", "Classification report for turbine 4, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989142 0.935118 0.961371 20360\n", " 20 0.583896 0.850421 0.692396 1424\n", "\n", "avg / total 0.962651 0.929581 0.943789 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.970959 0.949325 0.960020 17997\n", " 20 0.782235 0.865065 0.821567 3787\n", "\n", "avg / total 0.938151 0.934677 0.935951 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.954924 0.902494 0.927969 15117\n", " 20 0.803388 0.903405 0.850466 6667\n", "\n", "avg / total 0.908546 0.902773 0.904249 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.953518 0.936260 0.944810 17791\n", " 20 0.737196 0.796644 0.765768 3993\n", "\n", "avg / total 0.913866 0.910668 0.911992 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988302 0.827563 0.900818 20622\n", " 20 0.212578 0.826162 0.338147 1162\n", "\n", "avg / total 0.946923 0.827488 0.870804 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.990093 0.957171 0.973354 20360\n", " 20 0.584960 0.863062 0.697305 1424\n", "\n", "avg / total 0.963610 0.951019 0.955309 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 5\n", " 19 0.969480 0.798021 0.875434 17992\n", " 20 0.774932 0.831001 0.801988 3787\n", "\n", "avg / total 0.935437 0.803571 0.862465 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 28\n", " 11 0.011561 0.111111 0.020942 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.017544 0.055556 0.026667 36\n", " 15 0.009091 0.027778 0.013699 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 31\n", " 19 0.936521 0.826535 0.878098 14833\n", " 20 0.776638 0.787048 0.781809 6640\n", "\n", "avg / total 0.874480 0.803021 0.836313 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.934354 0.891755 0.912557 17525\n", " 20 0.703601 0.704311 0.703956 3967\n", "\n", "avg / total 0.879808 0.845667 0.862337 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.038835 0.001409 0.002720 2838\n", " 11 0.000000 0.000000 0.000000 248\n", " 12 0.000000 0.000000 0.000000 194\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 168\n", " 15 0.012195 0.013889 0.012987 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.016260 0.013889 0.014981 144\n", " 19 0.909280 0.880550 0.894685 16869\n", " 20 0.114735 0.697609 0.197060 711\n", "\n", "avg / total 0.713117 0.705013 0.699793 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990142 0.809086 0.890505 20360\n", " 20 0.589598 0.804073 0.680333 1424\n", "\n", "avg / total 0.963959 0.808759 0.876766 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.972118 0.951214 0.961553 17997\n", " 20 0.789650 0.870346 0.828037 3787\n", "\n", "avg / total 0.940397 0.937156 0.938342 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.952600 0.902692 0.926975 15117\n", " 20 0.802789 0.898155 0.847798 6667\n", "\n", "avg / total 0.906750 0.901304 0.902743 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.951264 0.934742 0.942931 17791\n", " 20 0.730126 0.786627 0.757324 3993\n", "\n", "avg / total 0.910730 0.907593 0.908909 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 228\n", " 11 0.000000 0.000000 0.000000 80\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 58\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976266 0.828969 0.896608 20394\n", " 20 0.127602 0.738342 0.217599 772\n", "\n", "avg / total 0.918494 0.802240 0.847109 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.005714 0.007634 0.006536 131\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.948798 0.947047 0.947922 19508\n", " 20 0.495859 0.747853 0.596327 1281\n", "\n", "avg / total 0.878861 0.892123 0.883989 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.009317 0.041667 0.015228 72\n", " 11 0.002950 0.005556 0.003854 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.016949 0.011111 0.013423 180\n", " 14 0.000000 0.000000 0.000000 173\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.922459 0.895212 0.908631 17063\n", " 20 0.683274 0.742857 0.711821 3360\n", "\n", "avg / total 0.828129 0.816058 0.821699 21784\n", "\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962382 0.803863 0.876009 15117\n", " 20 0.815782 0.857507 0.836124 6667\n", "\n", "avg / total 0.917515 0.820281 0.863802 21784\n", "\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.008772 0.034483 0.013986 29\n", " 11 0.014409 0.069444 0.023866 72\n", " 12 0.004274 0.013889 0.006536 72\n", " 13 0.018957 0.055556 0.028269 72\n", " 14 0.006897 0.013889 0.009217 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.007752 0.013889 0.009950 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.924903 0.873541 0.898488 17215\n", " 20 0.735533 0.753532 0.744424 3964\n", "\n", "avg / total 0.864941 0.828039 0.845776 21784\n", "\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989326 0.795558 0.881924 20622\n", " 20 0.213721 0.790878 0.336507 1162\n", "\n", "avg / total 0.947954 0.795308 0.852831 21784\n", "\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990856 0.941994 0.965807 20360\n", " 20 0.593781 0.831461 0.692803 1424\n", "\n", "avg / total 0.964899 0.934769 0.947961 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.119964 0.270161 0.166150 496\n", " 11 0.031201 0.044543 0.036697 449\n", " 12 0.022337 0.035135 0.027311 370\n", " 13 0.000000 0.000000 0.000000 307\n", " 14 0.003460 0.003968 0.003697 252\n", " 15 0.037037 0.039683 0.038314 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.010000 0.008230 0.009029 243\n", " 19 0.870727 0.810071 0.839305 16006\n", " 20 0.597020 0.620654 0.608608 2905\n", "\n", "avg / total 0.723725 0.686238 0.703438 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.006068 0.294118 0.011891 17\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.003436 0.027778 0.006116 72\n", " 14 0.002217 0.013889 0.003824 72\n", " 15 0.002786 0.013889 0.004640 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.002212 0.013889 0.003817 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.937025 0.672958 0.783335 14836\n", " 20 0.767485 0.777026 0.772226 6355\n", "\n", "avg / total 0.862098 0.685457 0.758841 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.162765 0.934375 0.277237 320\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.009464 0.027778 0.014118 108\n", " 16 0.007463 0.021505 0.011080 93\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.003268 0.013889 0.005291 72\n", " 19 0.922605 0.752009 0.828617 16803\n", " 20 0.703283 0.700566 0.701922 3884\n", "\n", "avg / total 0.839521 0.718968 0.768508 21784\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.023148 0.094340 0.037175 53\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.003401 0.027778 0.006061 36\n", " 14 0.003460 0.027778 0.006154 36\n", " 15 0.003571 0.027778 0.006329 36\n", " 16 0.002475 0.027778 0.004545 36\n", " 17 0.003745 0.027778 0.006601 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972092 0.705868 0.817861 20331\n", " 20 0.189879 0.722122 0.300693 1112\n", "\n", "avg / total 0.917030 0.696107 0.778798 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.008230 0.117647 0.015385 17\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.018750 0.041667 0.025862 144\n", " 13 0.003195 0.006944 0.004376 144\n", " 14 0.005000 0.013889 0.007353 144\n", " 15 0.008264 0.013889 0.010363 144\n", " 16 0.005731 0.013889 0.008114 144\n", " 17 0.008163 0.013889 0.010283 144\n", " 18 0.010909 0.020833 0.014320 144\n", " 19 0.933528 0.828005 0.877606 19268\n", " 20 0.539945 0.727543 0.619861 1347\n", "\n", "avg / total 0.859498 0.778278 0.815119 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.944821 0.949303 0.947056 17496\n", " 20 0.757907 0.862750 0.806938 3694\n", "\n", "avg / total 0.887362 0.908740 0.897472 21784\n", "\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.947145 0.854667 0.898533 15117\n", " 20 0.810423 0.881656 0.844540 6667\n", "\n", "avg / total 0.905301 0.862927 0.882008 21784\n", "\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.088889 0.031008 0.045977 258\n", " 11 0.105263 0.006211 0.011730 322\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.166667 0.010714 0.020134 280\n", " 14 0.011765 0.004032 0.006006 248\n", " 15 0.000000 0.000000 0.000000 201\n", " 16 0.008130 0.005556 0.006601 180\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.011111 0.006944 0.008547 144\n", " 19 0.856423 0.909646 0.882232 16059\n", " 20 0.678229 0.753279 0.713786 3660\n", "\n", "avg / total 0.750325 0.797879 0.771457 21784\n", "\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987110 0.738968 0.845202 20622\n", " 20 0.203040 0.770224 0.321364 1162\n", "\n", "avg / total 0.945286 0.740635 0.817260 21784\n", "\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990810 0.910855 0.949152 20360\n", " 20 0.599515 0.867275 0.708955 1424\n", "\n", "avg / total 0.965232 0.908006 0.933450 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.327126 0.390338 0.355947 1035\n", " 11 0.056443 0.083861 0.067473 632\n", " 12 0.033599 0.077869 0.046943 488\n", " 13 0.029385 0.068376 0.041105 468\n", " 14 0.007737 0.017978 0.010818 445\n", " 15 0.029246 0.060185 0.039364 432\n", " 16 0.019632 0.037037 0.025662 432\n", " 17 0.026465 0.032407 0.029136 432\n", " 18 0.015198 0.011574 0.013141 432\n", " 19 0.817357 0.609976 0.698601 14776\n", " 20 0.490061 0.613020 0.544688 2212\n", "\n", "avg / total 0.624690 0.503351 0.552320 21784\n", "\n", "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.953512 0.502018 0.657740 15117\n", " 20 0.797507 0.508625 0.621119 6667\n", "\n", "avg / total 0.905766 0.504040 0.646532 21784\n", "\n", "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 91\n", " 11 0.001664 0.027778 0.003140 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.947840 0.739009 0.830498 17606\n", " 20 0.712259 0.700447 0.706304 3799\n", "\n", "avg / total 0.890268 0.719473 0.794396 21784\n", "\n", "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004630 0.062500 0.008621 16\n", " 11 0.003509 0.009259 0.005089 108\n", " 12 0.008955 0.027778 0.013544 108\n", " 13 0.013774 0.046296 0.021231 108\n", " 14 0.025575 0.092593 0.040080 108\n", " 15 0.009202 0.027778 0.013825 108\n", " 16 0.006667 0.018519 0.009804 108\n", " 17 0.012285 0.046296 0.019417 108\n", " 18 0.008333 0.027778 0.012821 108\n", " 19 0.948244 0.699828 0.805314 19792\n", " 20 0.184788 0.696942 0.292122 1112\n", "\n", "avg / total 0.871407 0.672925 0.747265 21784\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992025 0.837033 0.907962 20360\n", " 20 0.582134 0.681882 0.628072 1424\n", "\n", "avg / total 0.965231 0.826891 0.889666 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.028846 0.014634 0.019417 205\n", " 11 0.000000 0.000000 0.000000 124\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.940747 0.947774 0.944247 17405\n", " 20 0.679503 0.814208 0.740782 3294\n", "\n", "avg / total 0.854659 0.880509 0.866633 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.394737 0.005814 0.011459 5160\n", " 11 0.029412 0.009050 0.013841 221\n", " 12 0.000000 0.000000 0.000000 190\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.010309 0.005556 0.007220 180\n", " 15 0.040000 0.016667 0.023529 180\n", " 16 0.006711 0.005556 0.006079 180\n", " 17 0.008621 0.005556 0.006757 180\n", " 18 0.010417 0.005556 0.007246 180\n", " 19 0.876417 0.878097 0.877256 13560\n", " 20 0.177478 0.836618 0.292835 1573\n", "\n", "avg / total 0.652792 0.608795 0.570490 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.031643 0.692913 0.060523 127\n", " 11 0.004320 0.016129 0.006814 124\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.010601 0.027778 0.015345 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.913720 0.756750 0.827860 17073\n", " 20 0.580875 0.441145 0.501458 3704\n", "\n", "avg / total 0.815149 0.672374 0.734560 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.021392 0.357576 0.040369 165\n", " 11 0.002740 0.005587 0.003676 179\n", " 12 0.011407 0.016667 0.013544 180\n", " 13 0.010417 0.011111 0.010753 180\n", " 14 0.012618 0.022222 0.016097 180\n", " 15 0.002770 0.005556 0.003697 180\n", " 16 0.002907 0.005556 0.003817 180\n", " 17 0.006849 0.011111 0.008475 180\n", " 18 0.003623 0.005556 0.004386 180\n", " 19 0.908986 0.699891 0.790851 19193\n", " 20 0.314472 0.585613 0.409204 987\n", "\n", "avg / total 0.815722 0.646575 0.716165 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.350242 0.126087 0.185422 1150\n", " 11 0.018088 0.012681 0.014909 552\n", " 12 0.009434 0.005556 0.006993 540\n", " 13 0.028634 0.024436 0.026369 532\n", " 14 0.025225 0.027778 0.026440 504\n", " 15 0.059211 0.053571 0.056250 504\n", " 16 0.025157 0.016807 0.020151 476\n", " 17 0.048077 0.032051 0.038462 468\n", " 18 0.013587 0.011468 0.012438 436\n", " 19 0.805410 0.809058 0.807230 16340\n", " 20 0.112416 0.712766 0.194203 282\n", "\n", "avg / total 0.629276 0.626974 0.622423 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.971096 0.950214 0.960541 17997\n", " 20 0.785338 0.865593 0.823515 3787\n", "\n", "avg / total 0.938803 0.935503 0.936720 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.957707 0.901766 0.928895 15117\n", " 20 0.803311 0.909705 0.853204 6667\n", "\n", "avg / total 0.910454 0.904196 0.905730 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.952321 0.936316 0.944251 17791\n", " 20 0.736021 0.791134 0.762583 3993\n", "\n", "avg / total 0.912673 0.909704 0.910951 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.988059 0.830569 0.902495 20622\n", " 20 0.214655 0.821859 0.340403 1162\n", "\n", "avg / total 0.946804 0.830105 0.872512 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.990362 0.958890 0.974372 20360\n", " 20 0.595847 0.866573 0.706152 1424\n", "\n", "avg / total 0.964573 0.952855 0.956838 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.266667 0.070175 0.111111 57\n", " 11 0.157407 0.052469 0.078704 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.009709 0.003086 0.004684 324\n", " 14 0.020134 0.009259 0.012685 324\n", " 15 0.060837 0.049383 0.054514 324\n", " 16 0.010204 0.009259 0.009709 324\n", " 17 0.020478 0.018809 0.019608 319\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.856949 0.880679 0.868652 15781\n", " 20 0.710409 0.848306 0.773258 3395\n", "\n", "avg / total 0.736356 0.772494 0.752751 21784\n", "\n", "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.016563 0.222222 0.030829 36\n", " 12 0.004494 0.055556 0.008316 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.003922 0.055556 0.007326 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952968 0.736750 0.831025 14906\n", " 20 0.816258 0.843536 0.829673 6583\n", "\n", "avg / total 0.898791 0.759594 0.819440 21784\n", "\n", "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.010142 0.069444 0.017699 72\n", " 12 0.003030 0.013889 0.004975 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.002778 0.013889 0.004630 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.922406 0.817886 0.867008 17209\n", " 20 0.742221 0.694006 0.717304 3987\n", "\n", "avg / total 0.864583 0.773458 0.816296 21784\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.010076 0.037037 0.015842 108\n", " 12 0.008746 0.027778 0.013304 108\n", " 13 0.002994 0.009259 0.004525 108\n", " 14 0.002899 0.009259 0.004415 108\n", " 15 0.002227 0.009259 0.003591 108\n", " 16 0.003610 0.009259 0.005195 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.945415 0.705122 0.807777 19798\n", " 20 0.207942 0.783318 0.328642 1103\n", "\n", "avg / total 0.869904 0.681004 0.751006 21784\n", "\n", "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.022222 0.033333 0.026667 30\n", " 11 0.005376 0.011111 0.007246 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.003831 0.005556 0.004535 180\n", " 15 0.023256 0.044444 0.030534 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.029304 0.044444 0.035320 180\n", " 18 0.017361 0.028409 0.021552 176\n", " 19 0.938616 0.859592 0.897368 19194\n", " 20 0.469156 0.771352 0.583445 1124\n", "\n", "avg / total 0.851909 0.798338 0.821632 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.970856 0.947714 0.959145 17997\n", " 20 0.776803 0.864801 0.818443 3787\n", "\n", "avg / total 0.937121 0.933300 0.934685 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.958079 0.904081 0.930297 15117\n", " 20 0.807155 0.910304 0.855632 6667\n", "\n", "avg / total 0.911889 0.905986 0.907446 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.952844 0.935866 0.944279 17791\n", " 20 0.735267 0.793639 0.763339 3993\n", "\n", "avg / total 0.912962 0.909796 0.911113 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.987399 0.828339 0.900902 20622\n", " 20 0.210526 0.812392 0.334396 1162\n", "\n", "avg / total 0.945959 0.827488 0.870683 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990692 0.956680 0.973389 20360\n", " 20 0.584550 0.871489 0.699746 1424\n", "\n", "avg / total 0.964143 0.951111 0.955501 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.973187 0.949881 0.961392 17997\n", " 20 0.786155 0.875627 0.828482 3787\n", "\n", "avg / total 0.940673 0.936972 0.938287 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.958465 0.905206 0.931074 15117\n", " 20 0.809111 0.911054 0.857062 6667\n", "\n", "avg / total 0.912755 0.906996 0.908423 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.950639 0.936372 0.943452 17791\n", " 20 0.734272 0.783371 0.758027 3993\n", "\n", "avg / total 0.910979 0.908327 0.909464 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 50\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 77\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953226 0.825588 0.884828 19970\n", " 20 0.196301 0.819535 0.316736 1075\n", "\n", "avg / total 0.883536 0.797282 0.826777 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990997 0.940668 0.965177 20360\n", " 20 0.583962 0.869382 0.698646 1424\n", "\n", "avg / total 0.964389 0.936008 0.947754 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.035714 0.055556 28\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.125000 0.055556 0.076923 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.005291 0.125000 0.010152 8\n", " 19 0.936250 0.902426 0.919027 18878\n", " 20 0.317084 0.429630 0.364875 1620\n", "\n", "avg / total 0.875409 0.853267 0.863316 20786\n", "\n", "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 40\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 56\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.944605 0.945035 0.944820 17593\n", " 20 0.729833 0.782333 0.755172 2683\n", "\n", "avg / total 0.893707 0.900847 0.897159 20786\n", "\n", "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.082192 0.056075 0.066667 107\n", " 11 0.004525 0.006944 0.005479 144\n", " 12 0.037975 0.020833 0.026906 144\n", " 13 0.092308 0.048387 0.063492 124\n", " 14 0.026490 0.043956 0.033058 91\n", " 15 0.010989 0.055556 0.018349 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.904179 0.919071 0.911564 17608\n", " 20 0.673739 0.484736 0.563820 2424\n", "\n", "avg / total 0.845911 0.836140 0.839068 20786\n", "\n", "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984157 0.925177 0.953756 19673\n", " 20 0.628967 0.694519 0.660120 1113\n", "\n", "avg / total 0.965138 0.912826 0.938033 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.019417 0.034188 103\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972131 0.955597 0.963793 19931\n", " 20 0.392906 0.620690 0.481203 464\n", "\n", "avg / total 0.941623 0.930242 0.935060 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.007353 0.033898 0.012085 59\n", " 11 0.014516 0.050000 0.022500 180\n", " 12 0.016435 0.072222 0.026777 180\n", " 13 0.010204 0.005556 0.007194 180\n", " 14 0.009901 0.005556 0.007117 180\n", " 15 0.007168 0.033333 0.011799 180\n", " 16 0.013186 0.172222 0.024496 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.868433 0.652954 0.745434 17721\n", " 20 0.284404 0.376117 0.323893 1566\n", "\n", "avg / total 0.762444 0.588040 0.660817 20786\n", "\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.001976 0.008475 0.003205 118\n", " 11 0.007143 0.027778 0.011364 144\n", " 12 0.013540 0.048611 0.021180 144\n", " 13 0.009804 0.034722 0.015291 144\n", " 14 0.013378 0.055556 0.021563 144\n", " 15 0.002070 0.006944 0.003190 144\n", " 16 0.003012 0.013889 0.004950 144\n", " 17 0.006652 0.020833 0.010084 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.893622 0.731077 0.804219 16845\n", " 20 0.691845 0.603519 0.644671 2671\n", "\n", "avg / total 0.813491 0.671510 0.735205 20786\n", "\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.002933 0.027778 0.005305 36\n", " 14 0.067901 0.611111 0.122222 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.002755 0.027778 0.005013 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.908769 0.800624 0.851276 17941\n", " 20 0.693388 0.465619 0.557123 2545\n", "\n", "avg / total 0.869409 0.749206 0.803203 20786\n", "\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.015209 0.160000 0.027778 25\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.003425 0.027778 0.006098 36\n", " 18 0.003401 0.027778 0.006061 36\n", " 19 0.966951 0.825885 0.890868 19378\n", " 20 0.616027 0.673973 0.643698 1095\n", "\n", "avg / total 0.933934 0.805735 0.864487 20786\n", "\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991097 0.860265 0.921058 20317\n", " 20 0.383481 0.554371 0.453357 469\n", "\n", "avg / total 0.977387 0.853363 0.910505 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.950297 0.919626 0.934710 19148\n", " 20 0.317819 0.437729 0.368259 1638\n", "\n", "avg / total 0.900456 0.881651 0.890072 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.967394 0.956428 0.961880 18085\n", " 20 0.728837 0.784154 0.755484 2701\n", "\n", "avg / total 0.936395 0.934042 0.935060 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.930106 0.969369 0.949332 18217\n", " 20 0.690000 0.483457 0.568551 2569\n", "\n", "avg / total 0.900431 0.909314 0.902270 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983541 0.975042 0.979273 19673\n", " 20 0.617303 0.711590 0.661102 1113\n", "\n", "avg / total 0.963931 0.960935 0.962236 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991322 0.978343 0.984790 20317\n", " 20 0.401361 0.628998 0.490033 469\n", "\n", "avg / total 0.978011 0.970461 0.973627 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.934977 0.918619 0.926726 18862\n", " 20 0.307897 0.429721 0.358749 1615\n", "\n", "avg / total 0.872356 0.866978 0.868820 20786\n", "\n", "Classification report for turbine 5, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 697\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.068966 0.111111 0.085106 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.951719 0.934978 0.943274 17794\n", " 20 0.498610 0.714998 0.587513 2007\n", "\n", "avg / total 0.862989 0.869624 0.864371 20786\n", "\n", "Classification report for turbine 5, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.010204 0.027778 0.014925 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.912444 0.925878 0.919112 17930\n", " 20 0.688738 0.475020 0.562255 2562\n", "\n", "avg / total 0.871983 0.857260 0.862153 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969731 0.934113 0.951589 19412\n", " 20 0.595414 0.673772 0.632174 1079\n", "\n", "avg / total 0.936538 0.907341 0.921503 20786\n", "\n", "Classification report for turbine 5, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991394 0.935571 0.962674 20317\n", " 20 0.381020 0.573561 0.457872 469\n", "\n", "avg / total 0.977622 0.927403 0.951284 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.947439 0.880196 0.912581 19148\n", " 20 0.311243 0.415751 0.355985 1638\n", "\n", "avg / total 0.897305 0.843597 0.868719 20786\n", "\n", "Classification report for turbine 5, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.967386 0.951286 0.959268 18085\n", " 20 0.708271 0.703813 0.706035 2701\n", "\n", "avg / total 0.933716 0.919128 0.926363 20786\n", "\n", "Classification report for turbine 5, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.930004 0.967119 0.948198 18217\n", " 20 0.689407 0.483846 0.568618 2569\n", "\n", "avg / total 0.900268 0.907390 0.901285 20786\n", "\n", "Classification report for turbine 5, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.983537 0.971738 0.977602 19673\n", " 20 0.613459 0.704403 0.655793 1113\n", "\n", "avg / total 0.963720 0.957423 0.960370 20786\n", "\n", "Classification report for turbine 5, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.991294 0.975193 0.983178 20317\n", " 20 0.392523 0.626866 0.482759 469\n", "\n", "avg / total 0.977784 0.967334 0.971887 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.950281 0.919313 0.934540 19148\n", " 20 0.316976 0.437729 0.367692 1638\n", "\n", "avg / total 0.900374 0.881362 0.889871 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.962416 0.958584 0.960496 18085\n", " 20 0.729895 0.749352 0.739496 2701\n", "\n", "avg / total 0.932202 0.931396 0.931779 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.929979 0.968930 0.949055 18217\n", " 20 0.686600 0.482678 0.566857 2569\n", "\n", "avg / total 0.899899 0.908833 0.901818 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.983292 0.975245 0.979252 19673\n", " 20 0.617739 0.707098 0.659405 1113\n", "\n", "avg / total 0.963719 0.960887 0.962126 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991265 0.977507 0.984338 20317\n", " 20 0.391478 0.626866 0.481967 469\n", "\n", "avg / total 0.977732 0.969595 0.973003 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1941\n", " 11 0.042553 0.007937 0.013378 252\n", " 12 0.000000 0.000000 0.000000 265\n", " 13 0.000000 0.000000 0.000000 273\n", " 14 0.002677 0.009259 0.004154 216\n", " 15 0.016129 0.032407 0.021538 216\n", " 16 0.044586 0.075676 0.056112 185\n", " 17 0.003731 0.006135 0.004640 163\n", " 18 0.002959 0.006944 0.004149 144\n", " 19 0.866269 0.831280 0.848414 16068\n", " 20 0.278033 0.569144 0.373572 1063\n", "\n", "avg / total 0.685020 0.673001 0.675939 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.005682 0.025316 0.009281 79\n", " 11 0.002105 0.013889 0.003656 72\n", " 12 0.012500 0.069444 0.021186 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.003861 0.013889 0.006042 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.945331 0.838878 0.888929 17645\n", " 20 0.663060 0.714803 0.687960 2486\n", "\n", "avg / total 0.881868 0.798037 0.837024 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.032258 0.146341 0.052863 41\n", " 11 0.016129 0.037037 0.022472 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.002660 0.009259 0.004132 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 78\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005882 0.013889 0.008264 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.888452 0.852896 0.870311 17491\n", " 20 0.720831 0.466772 0.566627 2528\n", "\n", "avg / total 0.835464 0.775041 0.801534 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.059072 0.081395 0.068460 172\n", " 11 0.009836 0.009646 0.009740 311\n", " 12 0.012346 0.021390 0.015656 187\n", " 13 0.002865 0.005988 0.003876 167\n", " 14 0.002278 0.006944 0.003431 144\n", " 15 0.007168 0.013889 0.009456 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.010067 0.020833 0.013575 144\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.914334 0.848529 0.880204 18327\n", " 20 0.472759 0.576017 0.519305 934\n", "\n", "avg / total 0.828316 0.775378 0.800477 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.011494 0.043478 0.018182 23\n", " 11 0.013972 0.048611 0.021705 144\n", " 12 0.004454 0.013889 0.006745 144\n", " 13 0.004673 0.013889 0.006993 144\n", " 14 0.023411 0.048611 0.031603 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.003205 0.006944 0.004386 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.937903 0.841982 0.887358 19194\n", " 20 0.353033 0.544365 0.428302 417\n", "\n", "avg / total 0.873508 0.789377 0.828502 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.032787 0.095238 0.048780 84\n", " 11 0.003571 0.019417 0.006033 103\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 61\n", " 15 0.005000 0.027778 0.008475 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.924808 0.822973 0.870924 18726\n", " 20 0.278499 0.394357 0.326453 1524\n", "\n", "avg / total 0.853733 0.770855 0.808788 20786\n", "\n", "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.966248 0.880122 0.921176 18085\n", " 20 0.738670 0.748241 0.743425 2701\n", "\n", "avg / total 0.936676 0.862985 0.898078 20786\n", "\n", "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929389 0.935664 0.932516 18217\n", " 20 0.632753 0.353445 0.453546 2569\n", "\n", "avg / total 0.892727 0.863706 0.873319 20786\n", "\n", "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983162 0.940833 0.961531 19673\n", " 20 0.613300 0.671159 0.640927 1113\n", "\n", "avg / total 0.963357 0.926393 0.944364 20786\n", "\n", "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991287 0.952011 0.971252 20317\n", " 20 0.397490 0.607676 0.480607 469\n", "\n", "avg / total 0.977889 0.944241 0.960182 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.243271 0.374801 0.295041 627\n", " 11 0.032407 0.009669 0.014894 724\n", " 12 0.034351 0.015817 0.021661 569\n", " 13 0.029499 0.057034 0.038885 526\n", " 14 0.030960 0.020080 0.024361 498\n", " 15 0.033898 0.004274 0.007590 468\n", " 16 0.000000 0.000000 0.000000 452\n", " 17 0.127660 0.013889 0.025052 432\n", " 18 0.000000 0.000000 0.000000 397\n", " 19 0.732071 0.782760 0.756568 14919\n", " 20 0.150723 0.230835 0.182369 1174\n", "\n", "avg / total 0.548264 0.589243 0.565592 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.254414 0.545611 0.347017 581\n", " 11 0.045348 0.199313 0.073885 291\n", " 12 0.006527 0.017361 0.009488 288\n", " 13 0.015258 0.045139 0.022807 288\n", " 14 0.013699 0.034722 0.019646 288\n", " 15 0.018793 0.065972 0.029253 288\n", " 16 0.014563 0.041667 0.021583 288\n", " 17 0.011710 0.069444 0.020040 288\n", " 18 0.008216 0.028571 0.012762 245\n", " 19 0.845964 0.518516 0.642949 15824\n", " 20 0.677845 0.582428 0.626524 2117\n", "\n", "avg / total 0.722012 0.476234 0.565862 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.083565 0.517241 0.143885 174\n", " 11 0.004990 0.034722 0.008726 144\n", " 12 0.008782 0.055556 0.015166 144\n", " 13 0.015470 0.097222 0.026692 144\n", " 14 0.007400 0.048611 0.012844 144\n", " 15 0.014728 0.069444 0.024301 144\n", " 16 0.002283 0.013889 0.003922 144\n", " 17 0.011679 0.055556 0.019300 144\n", " 18 0.007394 0.055556 0.013051 144\n", " 19 0.889814 0.607582 0.722100 17066\n", " 20 0.590722 0.239348 0.340666 2394\n", "\n", "avg / total 0.799806 0.533725 0.634168 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.222050 0.315673 0.260711 453\n", " 11 0.038976 0.053681 0.045161 652\n", " 12 0.026560 0.038536 0.031447 519\n", " 13 0.031519 0.047009 0.037736 468\n", " 14 0.026442 0.050926 0.034810 432\n", " 15 0.020231 0.034398 0.025478 407\n", " 16 0.022901 0.037879 0.028544 396\n", " 17 0.019118 0.035714 0.024904 364\n", " 18 0.019802 0.030120 0.023895 332\n", " 19 0.802007 0.688097 0.740698 15912\n", " 20 0.481338 0.439483 0.459459 851\n", "\n", "avg / total 0.643123 0.558886 0.597144 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.260736 0.335968 0.293610 253\n", " 11 0.014656 0.072222 0.024367 180\n", " 12 0.010022 0.050279 0.016713 179\n", " 13 0.005803 0.041667 0.010187 144\n", " 14 0.010859 0.076389 0.019015 144\n", " 15 0.010514 0.062500 0.018000 144\n", " 16 0.003992 0.027778 0.006981 144\n", " 17 0.009101 0.055556 0.015640 144\n", " 18 0.009132 0.041667 0.014981 144\n", " 19 0.934489 0.627126 0.750559 18993\n", " 20 0.280738 0.432177 0.340373 317\n", "\n", "avg / total 0.861891 0.586885 0.695523 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.158254 0.342435 0.216469 879\n", " 11 0.017179 0.034483 0.022933 551\n", " 12 0.067194 0.034908 0.045946 487\n", " 13 0.015075 0.012821 0.013857 468\n", " 14 0.016552 0.025641 0.020117 468\n", " 15 0.048780 0.013730 0.021429 437\n", " 16 0.013115 0.022222 0.016495 360\n", " 17 0.017204 0.023256 0.019778 344\n", " 18 0.010909 0.041667 0.017291 288\n", " 19 0.753682 0.654956 0.700859 15627\n", " 20 0.242366 0.144812 0.181299 877\n", "\n", "avg / total 0.587970 0.517223 0.547465 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.231330 0.251236 0.240872 1011\n", " 11 0.018927 0.028662 0.022799 628\n", " 12 0.051685 0.092929 0.066426 495\n", " 13 0.013369 0.037594 0.019724 399\n", " 14 0.015579 0.045070 0.023155 355\n", " 15 0.014986 0.033951 0.020794 324\n", " 16 0.009434 0.018519 0.012500 324\n", " 17 0.014011 0.024691 0.017877 324\n", " 18 0.017241 0.021605 0.019178 324\n", " 19 0.825177 0.655730 0.730759 14965\n", " 20 0.550377 0.490531 0.518734 1637\n", "\n", "avg / total 0.651880 0.529058 0.582824 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.117277 0.306849 0.169697 365\n", " 11 0.009592 0.037037 0.015238 216\n", " 12 0.032020 0.120370 0.050584 216\n", " 13 0.002999 0.009524 0.004561 210\n", " 14 0.001753 0.011111 0.003028 180\n", " 15 0.012367 0.038889 0.018767 180\n", " 16 0.004132 0.011111 0.006024 180\n", " 17 0.003454 0.011111 0.005270 180\n", " 18 0.002841 0.020134 0.004979 149\n", " 19 0.890470 0.671200 0.765441 16691\n", " 20 0.650765 0.325822 0.434234 2219\n", "\n", "avg / total 0.787243 0.581641 0.665032 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.145723 0.438095 0.218700 315\n", " 11 0.007209 0.021875 0.010844 320\n", " 12 0.002551 0.008547 0.003929 234\n", " 13 0.014327 0.046296 0.021882 216\n", " 14 0.011457 0.038462 0.017654 182\n", " 15 0.001767 0.005556 0.002681 180\n", " 16 0.004710 0.016667 0.007344 180\n", " 17 0.004724 0.016667 0.007362 180\n", " 18 0.003454 0.011111 0.005270 180\n", " 19 0.892246 0.683688 0.774167 17840\n", " 20 0.577035 0.413973 0.482089 959\n", "\n", "avg / total 0.795134 0.614211 0.690790 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.001333 0.027778 0.002545 36\n", " 12 0.004431 0.083333 0.008415 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.003697 0.055556 0.006932 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.001592 0.027778 0.003012 36\n", " 18 0.003817 0.055556 0.007143 36\n", " 19 0.976594 0.731117 0.836212 20031\n", " 20 0.417832 0.516199 0.461836 463\n", "\n", "avg / total 0.950454 0.716492 0.816175 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.949900 0.918895 0.934140 19148\n", " 20 0.313743 0.433455 0.364009 1638\n", "\n", "avg / total 0.899769 0.880641 0.889212 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.967455 0.956649 0.962022 18085\n", " 20 0.729935 0.784524 0.756246 2701\n", "\n", "avg / total 0.936591 0.934283 0.935283 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.929874 0.968820 0.948947 18217\n", " 20 0.685493 0.481900 0.565943 2569\n", "\n", "avg / total 0.899670 0.908640 0.901611 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.983591 0.974991 0.979272 19673\n", " 20 0.617121 0.712489 0.661384 1113\n", "\n", "avg / total 0.963968 0.960935 0.962250 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.991320 0.978097 0.984664 20317\n", " 20 0.398649 0.628998 0.488007 469\n", "\n", "avg / total 0.977947 0.970220 0.973458 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 34\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.021277 0.005747 0.009050 174\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.881153 0.902324 0.891613 17814\n", " 20 0.305568 0.435279 0.359068 1576\n", "\n", "avg / total 0.778512 0.806360 0.791430 20786\n", "\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.019608 0.076923 0.031250 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.045198 0.111111 0.064257 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.003077 0.013889 0.005038 72\n", " 15 0.015915 0.083333 0.026726 72\n", " 16 0.003472 0.013889 0.005556 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.017730 0.069444 0.028249 72\n", " 19 0.941113 0.850997 0.893789 17503\n", " 20 0.748652 0.772829 0.760548 2694\n", "\n", "avg / total 0.889809 0.817810 0.851663 20786\n", "\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.025974 0.166667 0.044944 12\n", " 11 0.003984 0.013889 0.006192 72\n", " 12 0.007435 0.027778 0.011730 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.002353 0.013889 0.004024 72\n", " 15 0.029557 0.083333 0.043636 72\n", " 16 0.008130 0.027778 0.012579 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.005291 0.013889 0.007663 72\n", " 19 0.902572 0.871753 0.886895 17630\n", " 20 0.697179 0.433022 0.534230 2568\n", "\n", "avg / total 0.851876 0.793611 0.818559 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.045455 0.039216 22\n", " 11 0.034632 0.055556 0.042667 144\n", " 12 0.004184 0.006944 0.005222 144\n", " 13 0.008734 0.013889 0.010724 144\n", " 14 0.005848 0.013889 0.008230 144\n", " 15 0.003690 0.006944 0.004819 144\n", " 16 0.003484 0.006944 0.004640 144\n", " 17 0.008287 0.020833 0.011858 144\n", " 18 0.006431 0.013889 0.008791 144\n", " 19 0.930881 0.868303 0.898504 18535\n", " 20 0.609532 0.676880 0.641443 1077\n", "\n", "avg / total 0.862212 0.810353 0.835150 20786\n", "\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992418 0.876212 0.930702 20317\n", " 20 0.405941 0.611940 0.488095 469\n", "\n", "avg / total 0.979185 0.870249 0.920715 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.949703 0.919052 0.934126 19148\n", " 20 0.312943 0.431013 0.362609 1638\n", "\n", "avg / total 0.899525 0.880593 0.889089 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.967255 0.957147 0.962174 18085\n", " 20 0.731834 0.783043 0.756573 2701\n", "\n", "avg / total 0.936664 0.934523 0.935458 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.929678 0.968820 0.948845 18217\n", " 20 0.684795 0.480343 0.564631 2569\n", "\n", "avg / total 0.899412 0.908448 0.901359 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983339 0.975042 0.979173 19673\n", " 20 0.616106 0.707996 0.658863 1113\n", "\n", "avg / total 0.963676 0.960743 0.962022 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991267 0.977703 0.984438 20317\n", " 20 0.393574 0.626866 0.483553 469\n", "\n", "avg / total 0.977781 0.969787 0.973137 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.949957 0.918999 0.934222 19148\n", " 20 0.314324 0.434066 0.364615 1638\n", "\n", "avg / total 0.899867 0.880785 0.889335 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.967518 0.956926 0.962193 18085\n", " 20 0.731287 0.784894 0.757143 2701\n", "\n", "avg / total 0.936822 0.934571 0.935548 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.929855 0.968546 0.948806 18217\n", " 20 0.683600 0.481900 0.565297 2569\n", "\n", "avg / total 0.899420 0.908400 0.901407 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968718 0.974565 0.971633 19383\n", " 20 0.610420 0.711695 0.657179 1103\n", "\n", "avg / total 0.935724 0.946551 0.940923 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991189 0.963430 0.977112 20317\n", " 20 0.392523 0.626866 0.482759 469\n", "\n", "avg / total 0.977681 0.955836 0.965958 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.938403 0.930589 0.934479 19334\n", " 20 0.491281 0.523214 0.506745 2477\n", "\n", "avg / total 0.887625 0.884324 0.885903 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.991488 0.945878 0.968146 20195\n", " 20 0.570530 0.898515 0.697909 1616\n", "\n", "avg / total 0.960298 0.942369 0.948124 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.773285 0.924502 0.842159 14252\n", " 20 0.774518 0.488954 0.599465 7559\n", "\n", "avg / total 0.773712 0.773555 0.758049 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.977540 0.941046 0.958946 19795\n", " 20 0.576407 0.787698 0.665689 2016\n", "\n", "avg / total 0.940463 0.926872 0.931840 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973586 0.961911 0.967713 20347\n", " 20 0.535714 0.782720 0.636079 1169\n", "\n", "avg / total 0.936949 0.939297 0.936850 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 119\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.925416 0.934531 0.929951 18986\n", " 20 0.476497 0.519851 0.497231 2418\n", "\n", "avg / total 0.858380 0.871120 0.864626 21811\n", "\n", "Classification report for turbine 6, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992298 0.931369 0.960868 20195\n", " 20 0.586081 0.891089 0.707096 1616\n", "\n", "avg / total 0.962201 0.928385 0.942066 21811\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 54\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 101\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.767947 0.907103 0.831745 13951\n", " 20 0.722759 0.461495 0.563308 7129\n", "\n", "avg / total 0.727439 0.731053 0.716129 21811\n", "\n", "Classification report for turbine 6, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977772 0.915534 0.945630 19795\n", " 20 0.583863 0.775298 0.666098 2016\n", "\n", "avg / total 0.941363 0.902572 0.919793 21811\n", "\n", "Classification report for turbine 6, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985301 0.947169 0.965859 20594\n", " 20 0.514902 0.667214 0.581246 1217\n", "\n", "avg / total 0.959054 0.931548 0.944398 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.938449 0.930537 0.934476 19334\n", " 20 0.491288 0.523617 0.506938 2477\n", "\n", "avg / total 0.887666 0.884324 0.885922 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991382 0.945581 0.967940 20195\n", " 20 0.568851 0.897277 0.696279 1616\n", "\n", "avg / total 0.960076 0.942002 0.947812 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.773304 0.924361 0.842112 14252\n", " 20 0.774241 0.489086 0.599481 7559\n", "\n", "avg / total 0.773628 0.773509 0.758024 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.978107 0.941147 0.959271 19795\n", " 20 0.578509 0.793155 0.669038 2016\n", "\n", "avg / total 0.941172 0.927468 0.932445 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985176 0.961639 0.973265 20594\n", " 20 0.537741 0.755136 0.628161 1217\n", "\n", "avg / total 0.960210 0.950117 0.954009 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.938449 0.930537 0.934476 19334\n", " 20 0.491288 0.523617 0.506938 2477\n", "\n", "avg / total 0.887666 0.884324 0.885922 21811\n", "\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.991485 0.945630 0.968015 20195\n", " 20 0.569412 0.898515 0.697072 1616\n", "\n", "avg / total 0.960214 0.942139 0.947941 21811\n", "\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.761212 0.924305 0.834868 14030\n", " 20 0.765026 0.487912 0.595824 7487\n", "\n", "avg / total 0.752260 0.762047 0.741558 21811\n", "\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977481 0.931953 0.954174 19795\n", " 20 0.585240 0.786706 0.671181 2016\n", "\n", "avg / total 0.941226 0.918527 0.928017 21811\n", "\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.615385 0.071429 0.128000 112\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971530 0.947612 0.959422 20310\n", " 20 0.470880 0.690282 0.559853 1101\n", "\n", "avg / total 0.931600 0.917610 0.922314 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 81\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.928534 0.934575 0.931545 19060\n", " 20 0.475447 0.524349 0.498702 2382\n", "\n", "avg / total 0.863343 0.873963 0.868514 21811\n", "\n", "Classification report for turbine 6, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 40\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976673 0.925217 0.950249 19911\n", " 20 0.563651 0.895674 0.691892 1572\n", "\n", "avg / total 0.932217 0.909174 0.917338 21811\n", "\n", "Classification report for turbine 6, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.780682 0.907381 0.839277 14252\n", " 20 0.774605 0.473740 0.587917 7559\n", "\n", "avg / total 0.778576 0.757095 0.752163 21811\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 223\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.028571 0.013889 0.018692 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.011765 0.013889 0.012739 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.950962 0.927188 0.938924 19200\n", " 20 0.509200 0.748344 0.606034 1812\n", "\n", "avg / total 0.879558 0.878456 0.876977 21811\n", "\n", "Classification report for turbine 6, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 26\n", " 11 0.018182 0.027778 0.021978 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.020000 0.027778 0.023256 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971117 0.935352 0.952899 20310\n", " 20 0.512030 0.699242 0.591168 1187\n", "\n", "avg / total 0.932215 0.909128 0.919569 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.938449 0.930537 0.934476 19334\n", " 20 0.491288 0.523617 0.506938 2477\n", "\n", "avg / total 0.887666 0.884324 0.885922 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991433 0.945581 0.967964 20195\n", " 20 0.569020 0.897896 0.696591 1616\n", "\n", "avg / total 0.960136 0.942048 0.947858 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.773317 0.924432 0.842149 14252\n", " 20 0.774403 0.489086 0.599530 7559\n", "\n", "avg / total 0.773693 0.773555 0.758065 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 102\n", " 11 0.000000 0.000000 0.000000 158\n", " 12 0.000000 0.000000 0.000000 92\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 46\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955846 0.943805 0.949787 19290\n", " 20 0.562952 0.815941 0.666238 1907\n", "\n", "avg / total 0.894586 0.906057 0.898258 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973284 0.947446 0.960191 20341\n", " 20 0.517056 0.739093 0.608451 1169\n", "\n", "avg / total 0.935400 0.923204 0.928088 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 128\n", " 11 0.000000 0.000000 0.000000 159\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.912808 0.935043 0.923791 18720\n", " 20 0.366983 0.472168 0.412983 2048\n", "\n", "avg / total 0.817906 0.846866 0.831652 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.185185 0.008726 0.016667 573\n", " 11 0.011952 0.012000 0.011976 250\n", " 12 0.027778 0.004630 0.007937 216\n", " 13 0.067797 0.041026 0.051118 195\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.012821 0.005556 0.007752 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.016393 0.011834 0.013746 169\n", " 19 0.913488 0.902163 0.907790 18633\n", " 20 0.380287 0.877725 0.530659 1055\n", "\n", "avg / total 0.804897 0.814085 0.802468 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.105351 0.153098 0.124814 823\n", " 11 0.002584 0.006944 0.003766 144\n", " 12 0.005435 0.006944 0.006098 144\n", " 13 0.014085 0.025641 0.018182 117\n", " 14 0.002551 0.009259 0.004000 108\n", " 15 0.005086 0.046296 0.009166 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 91\n", " 19 0.767632 0.806869 0.786762 13597\n", " 20 0.661756 0.361442 0.467527 6463\n", "\n", "avg / total 0.678775 0.616386 0.633943 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 11\n", " 11 0.000000 0.000000 0.000000 64\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972572 0.835902 0.899072 19598\n", " 20 0.496247 0.595970 0.541556 1886\n", "\n", "avg / total 0.916803 0.802623 0.854679 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.026455 0.035211 0.030211 142\n", " 11 0.001938 0.003968 0.002604 252\n", " 12 0.024213 0.039683 0.030075 252\n", " 13 0.009036 0.011905 0.010274 252\n", " 14 0.019231 0.015873 0.017391 252\n", " 15 0.010870 0.011905 0.011364 252\n", " 16 0.026316 0.019841 0.022624 252\n", " 17 0.007547 0.007937 0.007737 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.890071 0.861478 0.875541 18553\n", " 20 0.446824 0.550000 0.493073 1100\n", "\n", "avg / total 0.780970 0.762047 0.771001 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.938403 0.930589 0.934479 19334\n", " 20 0.491281 0.523214 0.506745 2477\n", "\n", "avg / total 0.887625 0.884324 0.885903 21811\n", "\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991433 0.945482 0.967912 20195\n", " 20 0.568574 0.897896 0.696257 1616\n", "\n", "avg / total 0.960103 0.941956 0.947785 21811\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.758702 0.925666 0.833909 13964\n", " 20 0.757017 0.497933 0.600731 7258\n", "\n", "avg / total 0.737653 0.758333 0.733795 21811\n", "\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977708 0.930589 0.953567 19795\n", " 20 0.577166 0.769841 0.659724 2016\n", "\n", "avg / total 0.940686 0.915731 0.926407 21811\n", "\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985361 0.957658 0.971312 20594\n", " 20 0.518027 0.672966 0.585418 1217\n", "\n", "avg / total 0.959285 0.941773 0.949780 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 75\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.010582 0.018519 0.013468 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.005882 0.009259 0.007194 108\n", " 17 0.008734 0.018519 0.011869 108\n", " 18 0.005115 0.018519 0.008016 108\n", " 19 0.897543 0.847241 0.871667 18539\n", " 20 0.389241 0.369053 0.378878 2333\n", "\n", "avg / total 0.804682 0.759938 0.781630 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.403974 0.084254 0.139429 724\n", " 11 0.000000 0.000000 0.000000 221\n", " 12 0.003378 0.004630 0.003906 216\n", " 13 0.004587 0.004630 0.004608 216\n", " 14 0.006734 0.009259 0.007797 216\n", " 15 0.048309 0.046296 0.047281 216\n", " 16 0.014599 0.009259 0.011331 216\n", " 17 0.012931 0.013889 0.013393 216\n", " 18 0.007075 0.014778 0.009569 203\n", " 19 0.907344 0.852482 0.879058 18391\n", " 20 0.344968 0.779713 0.478316 976\n", "\n", "avg / total 0.794880 0.757508 0.768216 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.796702 0.772944 0.784643 14252\n", " 20 0.785630 0.441196 0.565063 7559\n", "\n", "avg / total 0.792865 0.657971 0.708544 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978502 0.836979 0.902225 19795\n", " 20 0.537837 0.624008 0.577727 2016\n", "\n", "avg / total 0.937771 0.817294 0.872231 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 25\n", " 11 0.017964 0.027778 0.021818 108\n", " 12 0.011173 0.018519 0.013937 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.003425 0.009259 0.005000 108\n", " 15 0.032110 0.064815 0.042945 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.004484 0.009259 0.006042 108\n", " 18 0.002786 0.009259 0.004283 108\n", " 19 0.956465 0.882288 0.917880 19896\n", " 20 0.426813 0.642300 0.512840 1026\n", "\n", "avg / total 0.892921 0.835725 0.861880 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.645943 0.356395 0.459348 1720\n", " 11 0.010386 0.021739 0.014056 322\n", " 12 0.001111 0.004525 0.001784 221\n", " 13 0.003440 0.013889 0.005515 216\n", " 14 0.002743 0.009950 0.004301 201\n", " 15 0.008343 0.038889 0.013739 180\n", " 16 0.003226 0.011111 0.005000 180\n", " 17 0.025501 0.077778 0.038409 180\n", " 18 0.009363 0.027778 0.014006 180\n", " 19 0.833137 0.636072 0.721388 17748\n", " 20 0.252665 0.607843 0.356953 663\n", "\n", "avg / total 0.737164 0.566045 0.634988 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002809 0.750000 0.005597 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.009615 0.083333 0.017241 36\n", " 19 0.989908 0.744555 0.849878 20157\n", " 20 0.398299 0.378120 0.387947 1362\n", "\n", "avg / total 0.939729 0.711980 0.809684 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.121911 0.227692 0.158798 650\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.020833 0.039604 0.027304 101\n", " 14 0.005882 0.009259 0.007194 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.002146 0.009259 0.003484 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.021368 0.046296 0.029240 108\n", " 19 0.721642 0.805929 0.761460 13459\n", " 20 0.735026 0.372614 0.494531 6916\n", "\n", "avg / total 0.682249 0.622759 0.631743 21811\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.159091 0.060519 0.087683 694\n", " 11 0.009174 0.012903 0.010724 155\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.003096 0.008696 0.004566 115\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.009317 0.027778 0.013953 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.931145 0.832953 0.879316 18833\n", " 20 0.344973 0.616541 0.442406 1330\n", "\n", "avg / total 0.830235 0.759021 0.789194 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.612179 0.452607 0.520436 422\n", " 11 0.000000 0.000000 0.000000 162\n", " 12 0.003333 0.009259 0.004902 108\n", " 13 0.017978 0.074074 0.028933 108\n", " 14 0.014970 0.046296 0.022624 108\n", " 15 0.005025 0.018519 0.007905 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.003953 0.009259 0.005540 108\n", " 19 0.946903 0.838007 0.889133 19791\n", " 20 0.321759 0.613235 0.422065 680\n", "\n", "avg / total 0.881306 0.789051 0.830361 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.924553 0.930618 0.927576 19054\n", " 20 0.488982 0.522110 0.505003 2465\n", "\n", "avg / total 0.862949 0.871991 0.867400 21811\n", "\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991341 0.941025 0.965528 20195\n", " 20 0.569128 0.896658 0.696300 1616\n", "\n", "avg / total 0.960058 0.937738 0.945580 21811\n", "\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.772623 0.920783 0.840222 14252\n", " 20 0.773929 0.487763 0.598393 7559\n", "\n", "avg / total 0.773076 0.770712 0.756412 21811\n", "\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978386 0.937560 0.957538 19795\n", " 20 0.576674 0.794643 0.668335 2016\n", "\n", "avg / total 0.941255 0.924350 0.930807 21811\n", "\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985238 0.959309 0.972101 20594\n", " 20 0.539636 0.755136 0.629452 1217\n", "\n", "avg / total 0.960375 0.947916 0.952982 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.117647 0.080000 0.095238 50\n", " 11 0.024450 0.034722 0.028694 288\n", " 12 0.022587 0.038194 0.028387 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.105263 0.034722 0.052219 288\n", " 15 0.030303 0.017361 0.022075 288\n", " 16 0.021008 0.017606 0.019157 284\n", " 17 0.012712 0.013575 0.013129 221\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.850804 0.863910 0.857307 17268\n", " 20 0.437746 0.429674 0.433672 2332\n", "\n", "avg / total 0.723477 0.732108 0.727442 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.007042 0.125000 0.013333 16\n", " 11 0.005566 0.027778 0.009274 108\n", " 12 0.006231 0.037037 0.010667 108\n", " 13 0.007463 0.018519 0.010638 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.002667 0.009259 0.004141 108\n", " 16 0.008147 0.037037 0.013356 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.953391 0.791415 0.864885 19359\n", " 20 0.562620 0.743003 0.640351 1572\n", "\n", "avg / total 0.886915 0.756728 0.814054 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.030864 0.147059 0.051020 34\n", " 11 0.059289 0.069444 0.063966 216\n", " 12 0.024590 0.069444 0.036320 216\n", " 13 0.020408 0.023148 0.021692 216\n", " 14 0.023876 0.078704 0.036638 216\n", " 15 0.001299 0.004630 0.002028 216\n", " 16 0.011876 0.023148 0.015699 216\n", " 17 0.017045 0.013889 0.015306 216\n", " 18 0.014151 0.013889 0.014019 216\n", " 19 0.682815 0.764087 0.721168 12636\n", " 20 0.780049 0.432483 0.556452 7413\n", "\n", "avg / total 0.662458 0.592820 0.609042 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.036036 0.166667 0.059259 24\n", " 11 0.023061 0.076389 0.035427 144\n", " 12 0.008421 0.027778 0.012924 144\n", " 13 0.013304 0.041667 0.020168 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.004024 0.013889 0.006240 144\n", " 16 0.009828 0.027778 0.014519 144\n", " 17 0.003175 0.006944 0.004357 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.929124 0.789781 0.853805 18690\n", " 20 0.602785 0.756812 0.671074 1945\n", "\n", "avg / total 0.850374 0.745725 0.792158 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.017544 0.083333 0.028986 12\n", " 11 0.008547 0.027778 0.013072 72\n", " 12 0.010444 0.055556 0.017582 72\n", " 13 0.004651 0.027778 0.007968 72\n", " 14 0.001742 0.013889 0.003096 72\n", " 15 0.001838 0.013889 0.003247 72\n", " 16 0.001445 0.013889 0.002618 72\n", " 17 0.002551 0.013889 0.004310 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960514 0.802746 0.874572 20030\n", " 20 0.534274 0.666387 0.593062 1193\n", "\n", "avg / total 0.911418 0.774242 0.835784 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.938400 0.930537 0.934452 19334\n", " 20 0.491095 0.523214 0.506646 2477\n", "\n", "avg / total 0.887601 0.884279 0.885867 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991484 0.945432 0.967910 20195\n", " 20 0.568520 0.898515 0.696403 1616\n", "\n", "avg / total 0.960146 0.941956 0.947794 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.773330 0.924502 0.842186 14252\n", " 20 0.774565 0.489086 0.599578 7559\n", "\n", "avg / total 0.773758 0.773600 0.758106 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.978117 0.941601 0.959512 19795\n", " 20 0.580399 0.793155 0.670300 2016\n", "\n", "avg / total 0.941356 0.927880 0.932780 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.985274 0.961639 0.973313 20594\n", " 20 0.538282 0.756779 0.629098 1217\n", "\n", "avg / total 0.960333 0.950209 0.954107 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.938406 0.930640 0.934507 19334\n", " 20 0.491468 0.523214 0.506844 2477\n", "\n", "avg / total 0.887649 0.884370 0.885939 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991484 0.945482 0.967937 20195\n", " 20 0.568743 0.898515 0.696570 1616\n", "\n", "avg / total 0.960163 0.942002 0.947831 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.773266 0.924642 0.842206 14252\n", " 20 0.774796 0.488821 0.599448 7559\n", "\n", "avg / total 0.773796 0.773600 0.758074 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963072 0.940012 0.951402 19504\n", " 20 0.574621 0.795409 0.667225 2004\n", "\n", "avg / total 0.914002 0.913667 0.912075 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985143 0.956298 0.970506 20594\n", " 20 0.537243 0.752671 0.626968 1217\n", "\n", "avg / total 0.960152 0.944936 0.951338 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.590234 0.898052 0.712310 8318\n", " 20 0.897423 0.588576 0.710905 12605\n", "\n", "avg / total 0.775299 0.711609 0.711463 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.926091 0.673079 0.779570 16010\n", " 20 0.436416 0.824954 0.570845 4913\n", "\n", "avg / total 0.811109 0.708742 0.730559 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.947943 0.940005 0.943957 16718\n", " 20 0.769160 0.794768 0.781754 4205\n", "\n", "avg / total 0.912012 0.910816 0.911359 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 152\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.961737 0.951423 0.956552 18836\n", " 20 0.438183 0.738043 0.549890 1359\n", "\n", "avg / total 0.894268 0.904459 0.896856 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972716 0.950664 0.961564 19276\n", " 20 0.590985 0.791946 0.676864 1341\n", "\n", "avg / total 0.934024 0.926588 0.929254 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.573780 0.896637 0.699764 8088\n", " 20 0.896427 0.592232 0.713250 12539\n", "\n", "avg / total 0.759022 0.701525 0.697946 20923\n", "\n", "Classification report for turbine 7, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.949126 0.610618 0.743139 16010\n", " 20 0.422771 0.767148 0.545126 4913\n", "\n", "avg / total 0.825531 0.647374 0.696643 20923\n", "\n", "Classification report for turbine 7, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.943845 0.920924 0.932243 16718\n", " 20 0.766362 0.776932 0.771611 4205\n", "\n", "avg / total 0.908175 0.891985 0.899960 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.977167 0.933372 0.954767 19166\n", " 20 0.579982 0.738759 0.649812 1757\n", "\n", "avg / total 0.943814 0.917029 0.929159 20923\n", "\n", "Classification report for turbine 7, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.984795 0.955976 0.970171 19512\n", " 20 0.632537 0.788094 0.701799 1411\n", "\n", "avg / total 0.961039 0.944654 0.952073 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.589985 0.896610 0.711675 8318\n", " 20 0.896160 0.588814 0.710681 12605\n", "\n", "avg / total 0.774439 0.711179 0.711076 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.938143 0.672580 0.783469 16010\n", " 20 0.444997 0.855485 0.585458 4913\n", "\n", "avg / total 0.822345 0.715528 0.736973 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.950079 0.938031 0.944016 16718\n", " 20 0.765452 0.804043 0.784273 4205\n", "\n", "avg / total 0.912973 0.911103 0.911912 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979787 0.950955 0.965156 19166\n", " 20 0.595002 0.785999 0.677293 1757\n", "\n", "avg / total 0.947475 0.937103 0.940983 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984559 0.967302 0.975854 19512\n", " 20 0.636052 0.790220 0.704804 1411\n", "\n", "avg / total 0.961057 0.955360 0.957575 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.540219 1.000000 0.701483 11303\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.000000 0.000000 0.000000 6571\n", " 20 0.000000 0.000000 0.000000 2185\n", "\n", "avg / total 0.291836 0.540219 0.378955 20923\n", "\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.908179 0.577014 0.705676 16010\n", " 20 0.461356 0.434968 0.447774 4913\n", "\n", "avg / total 0.803259 0.543660 0.645117 20923\n", "\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.002907 0.156250 0.005708 32\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.023529 0.013889 0.017467 144\n", " 13 0.111111 0.013889 0.024691 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.023474 0.034722 0.028011 144\n", " 17 0.008197 0.013889 0.010309 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.882016 0.846616 0.863954 15647\n", " 20 0.708543 0.585777 0.641338 4092\n", "\n", "avg / total 0.799326 0.748459 0.772088 20923\n", "\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980350 0.791349 0.875769 19166\n", " 20 0.542737 0.733637 0.623911 1757\n", "\n", "avg / total 0.943602 0.786503 0.854619 20923\n", "\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986307 0.885968 0.933449 19512\n", " 20 0.586057 0.762580 0.662766 1411\n", "\n", "avg / total 0.959315 0.877647 0.915194 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 69\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 65\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.555091 0.896266 0.685578 7847\n", " 20 0.894099 0.589848 0.710784 12510\n", "\n", "avg / total 0.742770 0.688811 0.682103 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.006920 0.000613 0.001127 3260\n", " 11 0.017621 0.003098 0.005270 1291\n", " 12 0.029557 0.016484 0.021164 1092\n", " 13 0.080645 0.042017 0.055249 952\n", " 14 0.090147 0.051559 0.065599 834\n", " 15 0.049505 0.013351 0.021030 749\n", " 16 0.014634 0.005263 0.007742 570\n", " 17 0.033898 0.009828 0.015238 407\n", " 18 0.030075 0.012500 0.017660 320\n", " 19 0.575278 0.647501 0.609256 8244\n", " 20 0.269239 0.746879 0.395799 3204\n", "\n", "avg / total 0.282159 0.375615 0.308931 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.599174 0.657596 0.627027 441\n", " 11 0.155477 0.292683 0.203077 451\n", " 12 0.059732 0.156334 0.086438 371\n", " 13 0.031556 0.080556 0.045348 360\n", " 14 0.019459 0.052632 0.028414 342\n", " 15 0.019608 0.074627 0.031056 268\n", " 16 0.011274 0.039683 0.017559 252\n", " 17 0.013183 0.027778 0.017880 252\n", " 18 0.015094 0.031746 0.020460 252\n", " 19 0.825437 0.598775 0.694069 14199\n", " 20 0.731109 0.686479 0.708092 3735\n", "\n", "avg / total 0.709307 0.556230 0.618861 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.158940 0.827586 0.266667 29\n", " 11 0.010504 0.277778 0.020243 36\n", " 12 0.004906 0.166667 0.009531 36\n", " 13 0.001899 0.055556 0.003673 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.002358 0.055556 0.004525 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.960864 0.585811 0.727864 18902\n", " 20 0.598858 0.677230 0.635638 1704\n", "\n", "avg / total 0.917078 0.586484 0.709760 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980204 0.576056 0.725653 19512\n", " 20 0.530966 0.455705 0.490465 1411\n", "\n", "avg / total 0.949908 0.567940 0.709792 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.589308 0.897211 0.711372 8318\n", " 20 0.896477 0.587386 0.709739 12605\n", "\n", "avg / total 0.774361 0.710558 0.710388 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.927609 0.670706 0.778511 16010\n", " 20 0.435969 0.829432 0.571529 4913\n", "\n", "avg / total 0.812165 0.707977 0.729909 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.945896 0.940124 0.943001 16718\n", " 20 0.767588 0.786207 0.776786 4205\n", "\n", "avg / total 0.910060 0.909191 0.909596 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.979314 0.948503 0.963662 19166\n", " 20 0.581780 0.781446 0.666991 1757\n", "\n", "avg / total 0.945931 0.934474 0.938749 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.984209 0.964688 0.974351 19512\n", " 20 0.616796 0.785967 0.691181 1411\n", "\n", "avg / total 0.959432 0.952636 0.955255 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2058\n", " 11 0.000000 0.000000 0.000000 378\n", " 12 0.000000 0.000000 0.000000 161\n", " 13 0.000000 0.000000 0.000000 138\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.430840 0.867642 0.575772 6286\n", " 20 0.820426 0.596726 0.690920 11362\n", "\n", "avg / total 0.574962 0.584715 0.548178 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.004658 0.769231 0.009259 13\n", " 11 0.011250 0.250000 0.021531 108\n", " 12 0.005917 0.046296 0.010493 108\n", " 13 0.020161 0.092593 0.033113 108\n", " 14 0.006826 0.018519 0.009975 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.008969 0.018519 0.012085 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.878305 0.436691 0.583344 15519\n", " 20 0.370418 0.504528 0.427195 4527\n", "\n", "avg / total 0.731879 0.435741 0.525564 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.040426 0.175926 0.065744 108\n", " 11 0.006289 0.006369 0.006329 314\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.007143 0.005291 0.006079 189\n", " 15 0.028037 0.033333 0.030457 180\n", " 16 0.006211 0.011111 0.007968 180\n", " 17 0.008368 0.011111 0.009547 180\n", " 18 0.004854 0.005556 0.005181 180\n", " 19 0.852471 0.827282 0.839688 15094\n", " 20 0.736068 0.714321 0.725032 3994\n", "\n", "avg / total 0.756263 0.734742 0.745105 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974515 0.744182 0.843915 19166\n", " 20 0.599152 0.643142 0.620368 1757\n", "\n", "avg / total 0.942994 0.735698 0.825142 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.004348 0.027778 0.007519 36\n", " 11 0.001828 0.006897 0.002890 145\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.003077 0.006944 0.004264 144\n", " 14 0.007634 0.013889 0.009852 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.003922 0.006944 0.005013 144\n", " 17 0.003663 0.006944 0.004796 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.934655 0.844980 0.887558 18417\n", " 20 0.624519 0.738800 0.676870 1317\n", "\n", "avg / total 0.862165 0.790613 0.824056 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.533200 0.927747 0.677197 8318\n", " 20 0.906822 0.464022 0.613907 12605\n", "\n", "avg / total 0.758287 0.648377 0.639068 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.933913 0.677889 0.785567 16010\n", " 20 0.445603 0.843680 0.583187 4913\n", "\n", "avg / total 0.819251 0.716819 0.738045 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.950157 0.939586 0.944842 16718\n", " 20 0.769984 0.804043 0.786645 4205\n", "\n", "avg / total 0.913947 0.912345 0.913048 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.977600 0.949546 0.963369 19166\n", " 20 0.580841 0.762664 0.659449 1757\n", "\n", "avg / total 0.944282 0.933853 0.937847 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.984359 0.964432 0.974294 19512\n", " 20 0.615725 0.788094 0.691327 1411\n", "\n", "avg / total 0.959500 0.952540 0.955211 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 927\n", " 11 0.000000 0.000000 0.000000 324\n", " 12 0.000000 0.000000 0.000000 302\n", " 13 0.000000 0.000000 0.000000 257\n", " 14 0.000000 0.000000 0.000000 241\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.453009 0.874790 0.596909 6557\n", " 20 0.872049 0.629115 0.730925 11451\n", "\n", "avg / total 0.619233 0.618458 0.587094 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.057769 0.082153 0.067836 353\n", " 11 0.231111 0.082671 0.121780 2516\n", " 12 0.107518 0.067996 0.083307 1956\n", " 13 0.121875 0.076371 0.093900 1532\n", " 14 0.080108 0.152528 0.105046 1167\n", " 15 0.088689 0.070842 0.078767 974\n", " 16 0.062112 0.054422 0.058013 735\n", " 17 0.040512 0.033275 0.036538 571\n", " 18 0.033467 0.059952 0.042955 417\n", " 19 0.457302 0.347320 0.394794 7555\n", " 20 0.284121 0.607245 0.387116 3147\n", "\n", "avg / total 0.268152 0.255843 0.244649 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.045531 0.135678 0.068182 199\n", " 11 0.140216 0.321946 0.195352 966\n", " 12 0.070968 0.173544 0.100740 824\n", " 13 0.034916 0.068871 0.046339 726\n", " 14 0.032258 0.061103 0.042225 671\n", " 15 0.026163 0.058442 0.036145 616\n", " 16 0.041801 0.092692 0.057618 561\n", " 17 0.044872 0.088050 0.059448 477\n", " 18 0.035324 0.089744 0.050694 468\n", " 19 0.695993 0.356203 0.471233 11704\n", " 20 0.717939 0.514417 0.599372 3711\n", "\n", "avg / total 0.532317 0.326053 0.391603 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.038217 0.008955 0.014510 1340\n", " 11 0.054353 0.231557 0.088041 488\n", " 12 0.027861 0.119658 0.045198 468\n", " 13 0.023413 0.113636 0.038827 396\n", " 14 0.023601 0.096154 0.037899 364\n", " 15 0.016074 0.052778 0.024643 360\n", " 16 0.027861 0.077778 0.041026 360\n", " 17 0.021296 0.063889 0.031944 360\n", " 18 0.031828 0.086111 0.046477 360\n", " 19 0.704149 0.341931 0.460329 15237\n", " 20 0.393898 0.488235 0.436023 1190\n", "\n", "avg / total 0.542056 0.294078 0.367896 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.117371 0.120773 0.119048 414\n", " 11 0.008040 0.240741 0.015560 108\n", " 12 0.009658 0.222222 0.018511 108\n", " 13 0.002653 0.046296 0.005018 108\n", " 14 0.006901 0.092593 0.012845 108\n", " 15 0.003512 0.037037 0.006415 108\n", " 16 0.006431 0.055556 0.011527 108\n", " 17 0.006211 0.046296 0.010953 108\n", " 18 0.002886 0.018519 0.004994 108\n", " 19 0.929993 0.342718 0.500860 18683\n", " 20 0.455005 0.467775 0.461302 962\n", "\n", "avg / total 0.853910 0.333843 0.471247 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.589558 0.898654 0.712006 8318\n", " 20 0.897744 0.587148 0.709962 12605\n", "\n", "avg / total 0.775223 0.710988 0.710775 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2029\n", " 11 0.000000 0.000000 0.000000 120\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 96\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.884013 0.671775 0.763418 15203\n", " 20 0.258378 0.805121 0.391210 3007\n", "\n", "avg / total 0.679472 0.603833 0.610936 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.141901 0.796992 0.240909 133\n", " 11 0.011194 0.041667 0.017647 72\n", " 12 0.006494 0.013889 0.008850 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.931268 0.882137 0.906037 16358\n", " 20 0.683853 0.653527 0.668346 3856\n", "\n", "avg / total 0.855077 0.815371 0.833152 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.059441 0.171717 0.088312 99\n", " 11 0.004149 0.013889 0.006390 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.007519 0.013889 0.009756 72\n", " 17 0.005000 0.013889 0.007353 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.951069 0.878806 0.913511 18623\n", " 20 0.526014 0.678154 0.592473 1625\n", "\n", "avg / total 0.887713 0.835827 0.859605 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.243750 0.375000 0.295455 104\n", " 11 0.004032 0.009259 0.005618 108\n", " 12 0.004545 0.009259 0.006098 108\n", " 13 0.005714 0.009259 0.007067 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.021429 0.027778 0.024194 108\n", " 16 0.005435 0.009259 0.006849 108\n", " 17 0.010989 0.027778 0.015748 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.945048 0.884838 0.913952 18678\n", " 20 0.552140 0.717306 0.623978 1277\n", "\n", "avg / total 0.878826 0.836018 0.855777 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.589770 0.899615 0.712463 8318\n", " 20 0.898604 0.587069 0.710173 12605\n", "\n", "avg / total 0.775826 0.711322 0.711083 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.924587 0.667770 0.775469 16010\n", " 20 0.431731 0.822512 0.566244 4913\n", "\n", "avg / total 0.808858 0.704106 0.726340 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.948970 0.939945 0.944436 16718\n", " 20 0.769936 0.799049 0.784222 4205\n", "\n", "avg / total 0.912989 0.911628 0.912237 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.976831 0.950329 0.963398 19166\n", " 20 0.581906 0.754126 0.656916 1757\n", "\n", "avg / total 0.943668 0.933853 0.937661 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.984578 0.965201 0.974793 19512\n", " 20 0.621727 0.790928 0.696195 1411\n", "\n", "avg / total 0.960108 0.953448 0.956005 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.579151 0.896421 0.703677 8187\n", " 20 0.896982 0.594888 0.715349 12441\n", "\n", "avg / total 0.759971 0.704488 0.700696 20923\n", "\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.928092 0.647345 0.762704 16010\n", " 20 0.441243 0.835335 0.577459 4913\n", "\n", "avg / total 0.813773 0.691488 0.719206 20923\n", "\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 27\n", " 11 0.025000 0.013889 0.017857 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.896927 0.929408 0.912879 15795\n", " 20 0.729363 0.803241 0.764522 3949\n", "\n", "avg / total 0.814932 0.853319 0.833560 20923\n", "\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.004348 0.013889 0.006623 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.010929 0.027778 0.015686 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953294 0.877657 0.913914 18628\n", " 20 0.562412 0.704745 0.625585 1707\n", "\n", "avg / total 0.894666 0.839029 0.864783 20923\n", "\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.153846 0.153846 0.153846 13\n", " 11 0.020690 0.041667 0.027650 72\n", " 12 0.010000 0.027778 0.014706 72\n", " 13 0.020979 0.041667 0.027907 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.011494 0.027778 0.016260 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957329 0.903372 0.929568 18949\n", " 20 0.621573 0.753069 0.681032 1385\n", "\n", "avg / total 0.908467 0.868566 0.887342 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.589085 0.896730 0.711058 8318\n", " 20 0.896017 0.587227 0.709480 12605\n", "\n", "avg / total 0.773996 0.710271 0.710107 20923\n", "\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.929074 0.681064 0.785968 15906\n", " 20 0.426752 0.837677 0.565441 4719\n", "\n", "avg / total 0.802547 0.706686 0.725036 20923\n", "\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.943963 0.939108 0.941529 16718\n", " 20 0.760151 0.765755 0.762943 4205\n", "\n", "avg / total 0.907022 0.904268 0.905638 20923\n", "\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.977346 0.947668 0.962278 19166\n", " 20 0.568585 0.747866 0.646018 1757\n", "\n", "avg / total 0.943021 0.930889 0.935720 20923\n", "\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.985130 0.967661 0.976317 19512\n", " 20 0.640046 0.795181 0.709229 1411\n", "\n", "avg / total 0.961858 0.956029 0.958305 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.589707 0.898173 0.711965 8318\n", " 20 0.897383 0.587624 0.710197 12605\n", "\n", "avg / total 0.775066 0.711083 0.710900 20923\n", "\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.928686 0.685696 0.788904 16010\n", " 20 0.447154 0.828414 0.580806 4913\n", "\n", "avg / total 0.815616 0.719209 0.740040 20923\n", "\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.950801 0.940962 0.945856 16718\n", " 20 0.774555 0.806421 0.790167 4205\n", "\n", "avg / total 0.915380 0.913922 0.914566 20923\n", "\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 49\n", " 11 0.000000 0.000000 0.000000 136\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.935565 0.951310 0.943372 18361\n", " 20 0.545939 0.742305 0.629156 1657\n", "\n", "avg / total 0.864242 0.893610 0.877683 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984572 0.928864 0.955907 19512\n", " 20 0.640625 0.784550 0.705320 1411\n", "\n", "avg / total 0.961377 0.919132 0.939008 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.002242 0.004348 446\n", " 11 0.000000 0.000000 0.000000 392\n", " 12 0.000000 0.000000 0.000000 360\n", " 13 0.047059 0.012232 0.019417 327\n", " 14 0.022222 0.006897 0.010526 290\n", " 15 0.026946 0.032143 0.029316 280\n", " 16 0.015748 0.007937 0.010554 252\n", " 17 0.000000 0.000000 0.000000 224\n", " 18 0.004098 0.004630 0.004348 216\n", " 19 0.764365 0.863400 0.810870 12511\n", " 20 0.439965 0.444980 0.442459 2281\n", "\n", "avg / total 0.604848 0.673303 0.635826 17579\n", "\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.901149 0.730193 0.806713 12672\n", " 20 0.762442 0.371510 0.499589 4907\n", "\n", "avg / total 0.862431 0.630070 0.720983 17579\n", "\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.004717 0.006803 0.005571 147\n", " 11 0.019830 0.081395 0.031891 86\n", " 12 0.012552 0.041667 0.019293 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.810390 0.881469 0.844436 13237\n", " 20 0.529454 0.204438 0.294977 3605\n", "\n", "avg / total 0.718990 0.706297 0.696635 17579\n", "\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.145570 0.119792 0.131429 192\n", " 11 0.002481 0.003322 0.002841 301\n", " 12 0.014599 0.020833 0.017167 288\n", " 13 0.042969 0.039711 0.041276 277\n", " 14 0.005263 0.004292 0.004728 233\n", " 15 0.012712 0.013889 0.013274 216\n", " 16 0.042424 0.038251 0.040230 183\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.004545 0.005556 0.005000 180\n", " 19 0.864993 0.835659 0.850073 13977\n", " 20 0.558296 0.641753 0.597122 1552\n", "\n", "avg / total 0.740306 0.724103 0.731720 17579\n", "\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.003003 0.027778 0.005420 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.008982 0.083333 0.016216 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963660 0.818116 0.884944 15202\n", " 20 0.669131 0.695485 0.682054 2082\n", "\n", "avg / total 0.912630 0.790090 0.846108 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.908985 0.926823 0.917817 12586\n", " 20 0.765697 0.773356 0.769508 4699\n", "\n", "avg / total 0.855481 0.870300 0.862823 17579\n", "\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.852750 0.951161 0.899271 13821\n", " 20 0.693171 0.394359 0.502714 3758\n", "\n", "avg / total 0.818636 0.832129 0.814496 17579\n", "\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 19 0.969630 0.954029 0.961766 15662\n", " 20 0.673277 0.743871 0.706815 1917\n", "\n", "avg / total 0.937313 0.931111 0.933964 17579\n", "\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.978454 0.948375 0.963180 15419\n", " 20 0.699429 0.850000 0.767398 2160\n", "\n", "avg / total 0.944169 0.936288 0.939124 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.911474 0.924637 0.918008 12672\n", " 20 0.797841 0.768086 0.782681 4907\n", "\n", "avg / total 0.879755 0.880937 0.880233 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.850705 0.951957 0.898487 13821\n", " 20 0.685755 0.385577 0.493613 3758\n", "\n", "avg / total 0.815442 0.830878 0.811934 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.967444 0.956264 0.961821 15662\n", " 20 0.673499 0.737089 0.703861 1917\n", "\n", "avg / total 0.935389 0.932362 0.933691 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.977695 0.949478 0.963380 15419\n", " 20 0.700960 0.845370 0.766422 2160\n", "\n", "avg / total 0.943691 0.936686 0.939179 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.893130 0.924603 0.908594 12401\n", " 20 0.797300 0.773956 0.785455 4884\n", "\n", "avg / total 0.851568 0.867285 0.859186 17579\n", "\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 123\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.829640 0.937851 0.880433 13532\n", " 20 0.620739 0.360561 0.456159 3636\n", "\n", "avg / total 0.767034 0.796519 0.772092 17579\n", "\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.030303 0.046512 0.036697 43\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.032258 0.083333 0.046512 36\n", " 13 0.012987 0.027778 0.017699 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952634 0.907957 0.929759 15395\n", " 20 0.653031 0.715057 0.682638 1853\n", "\n", "avg / total 0.903282 0.870869 0.886425 17579\n", "\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977936 0.899734 0.937207 15419\n", " 20 0.700271 0.836111 0.762186 2160\n", "\n", "avg / total 0.943818 0.891916 0.915701 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.855153 0.882721 0.868719 14052\n", " 20 0.529024 0.371870 0.436740 3235\n", "\n", "avg / total 0.780932 0.774049 0.774793 17579\n", "\n", "Classification report for turbine 8, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.922353 0.904593 0.913386 12672\n", " 20 0.776186 0.607092 0.681304 4907\n", "\n", "avg / total 0.881552 0.821548 0.848603 17579\n", "\n", "Classification report for turbine 8, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.848962 0.943926 0.893929 13821\n", " 20 0.688241 0.370676 0.481840 3758\n", "\n", "avg / total 0.814603 0.821378 0.805834 17579\n", "\n", "Classification report for turbine 8, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 97\n", " 11 0.020833 0.027778 0.023810 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956043 0.953436 0.954738 15398\n", " 20 0.646631 0.742762 0.691371 1796\n", "\n", "avg / total 0.903536 0.911087 0.906969 17579\n", "\n", "Classification report for turbine 8, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 31\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966018 0.943543 0.954648 15215\n", " 20 0.661651 0.795599 0.722469 2045\n", "\n", "avg / total 0.913081 0.909210 0.910315 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.913535 0.924637 0.919052 12672\n", " 20 0.799074 0.773996 0.786335 4907\n", "\n", "avg / total 0.881584 0.882587 0.882006 17579\n", "\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 33\n", " 11 0.000000 0.000000 0.000000 172\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 136\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.795703 0.949938 0.866007 12944\n", " 20 0.620414 0.365374 0.459902 3610\n", "\n", "avg / total 0.713310 0.774504 0.732115 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.062500 0.062500 16\n", " 11 0.000000 0.000000 0.000000 129\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.910754 0.906009 0.908375 14778\n", " 20 0.681060 0.730526 0.704926 1900\n", "\n", "avg / total 0.839305 0.840662 0.839885 17579\n", "\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976565 0.872949 0.921855 15419\n", " 20 0.713259 0.826852 0.765866 2160\n", "\n", "avg / total 0.944212 0.867285 0.902688 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.033248 0.011659 0.017264 1115\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.012472 0.472222 0.024303 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.833007 0.720749 0.772822 13572\n", " 20 0.610526 0.440096 0.511488 2504\n", "\n", "avg / total 0.732229 0.620854 0.670666 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.004773 0.266667 0.009379 15\n", " 11 0.000000 0.000000 0.000000 46\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.027397 0.055556 0.036697 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.918143 0.829669 0.871666 12370\n", " 20 0.798165 0.604167 0.687747 4896\n", "\n", "avg / total 0.868440 0.752432 0.805005 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.347280 0.286207 0.313800 290\n", " 11 0.006757 0.037500 0.011450 80\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 67\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.821019 0.865239 0.842550 13498\n", " 20 0.529503 0.304827 0.386914 3356\n", "\n", "avg / total 0.737265 0.727459 0.726044 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968468 0.878560 0.921326 15662\n", " 20 0.667546 0.659885 0.663694 1917\n", "\n", "avg / total 0.935653 0.854713 0.893231 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.054054 0.023529 0.032787 85\n", " 11 0.032258 0.011905 0.017391 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.017241 0.007937 0.010870 252\n", " 14 0.009615 0.003968 0.005618 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.017241 0.007937 0.010870 252\n", " 18 0.016129 0.003968 0.006369 252\n", " 19 0.875456 0.902903 0.888968 13811\n", " 20 0.533047 0.817636 0.645360 1667\n", "\n", "avg / total 0.739941 0.787531 0.760511 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.913698 0.924874 0.919252 12672\n", " 20 0.799663 0.774404 0.786831 4907\n", "\n", "avg / total 0.881866 0.882872 0.882288 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.851250 0.951089 0.898404 13821\n", " 20 0.683669 0.388771 0.495674 3758\n", "\n", "avg / total 0.815425 0.830878 0.812309 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 125\n", " 11 0.000000 0.000000 0.000000 63\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952950 0.957530 0.955235 15399\n", " 20 0.602089 0.728736 0.659386 1740\n", "\n", "avg / total 0.894369 0.910916 0.902042 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977799 0.939750 0.958397 15419\n", " 20 0.699119 0.807870 0.749570 2160\n", "\n", "avg / total 0.943556 0.923545 0.932737 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.046512 0.002660 0.005031 752\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 111\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 104\n", " 19 0.807068 0.793289 0.800119 13531\n", " 20 0.387489 0.372443 0.379817 2395\n", "\n", "avg / total 0.676002 0.661471 0.667834 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.075180 0.501845 0.130769 271\n", " 11 0.010135 0.016667 0.012605 180\n", " 12 0.000000 0.000000 0.000000 117\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.009615 0.009259 0.009434 108\n", " 15 0.027027 0.037037 0.031250 108\n", " 16 0.008351 0.074074 0.015009 108\n", " 17 0.053097 0.055556 0.054299 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.881541 0.827209 0.853511 11893\n", " 20 0.640619 0.370470 0.469454 4470\n", "\n", "avg / total 0.761165 0.662836 0.699634 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.009626 0.642857 0.018967 14\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.815997 0.845641 0.830554 13488\n", " 20 0.561551 0.190231 0.284190 3501\n", "\n", "avg / total 0.737942 0.687240 0.693881 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969130 0.865918 0.914621 15662\n", " 20 0.663755 0.634324 0.648706 1917\n", "\n", "avg / total 0.935828 0.840662 0.885623 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.066964 0.109489 0.083102 137\n", " 11 0.005682 0.008547 0.006826 117\n", " 12 0.010000 0.011905 0.010870 84\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.008772 0.013889 0.010753 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.941882 0.887812 0.914048 14859\n", " 20 0.639567 0.818974 0.718237 1950\n", "\n", "avg / total 0.867734 0.842312 0.853079 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002494 0.010870 0.004057 92\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.867140 0.803177 0.833934 13977\n", " 20 0.564860 0.351738 0.433522 2934\n", "\n", "avg / total 0.783751 0.697366 0.735436 17579\n", "\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.052632 0.017751 0.026549 169\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.005714 0.027778 0.009479 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.921119 0.829713 0.873030 12385\n", " 20 0.752845 0.544649 0.632043 4737\n", "\n", "avg / total 0.852346 0.731555 0.785670 17579\n", "\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.842305 0.881919 0.861657 13821\n", " 20 0.577496 0.206227 0.303922 3758\n", "\n", "avg / total 0.785695 0.737471 0.742426 17579\n", "\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969352 0.912783 0.940217 15662\n", " 20 0.673117 0.671362 0.672238 1917\n", "\n", "avg / total 0.937047 0.886455 0.910994 17579\n", "\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.960715 0.918846 0.939314 15144\n", " 20 0.695035 0.823529 0.753846 2142\n", "\n", "avg / total 0.912329 0.891916 0.901059 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.913348 0.924953 0.919114 12672\n", " 20 0.799621 0.773385 0.786284 4907\n", "\n", "avg / total 0.881602 0.882644 0.882036 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.851859 0.949859 0.898194 13821\n", " 20 0.680351 0.392496 0.497806 3758\n", "\n", "avg / total 0.815194 0.830707 0.812600 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.967813 0.956072 0.961907 15662\n", " 20 0.673469 0.740219 0.705268 1917\n", "\n", "avg / total 0.935715 0.932533 0.933920 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 65\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 65\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958611 0.949170 0.953868 15129\n", " 20 0.646787 0.842184 0.731665 1996\n", "\n", "avg / total 0.898448 0.912509 0.904003 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 30\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.773642 0.925570 0.842814 12710\n", " 20 0.562158 0.392468 0.462231 3399\n", "\n", "avg / total 0.668056 0.745094 0.698748 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.041176 0.097222 0.057851 144\n", " 13 0.005263 0.020833 0.008403 144\n", " 14 0.002488 0.006944 0.003663 144\n", " 15 0.027149 0.041667 0.032877 144\n", " 16 0.026178 0.034722 0.029851 144\n", " 17 0.041667 0.027778 0.033333 144\n", " 18 0.016611 0.069444 0.026810 144\n", " 19 0.867564 0.739489 0.798423 11773\n", " 20 0.761464 0.746004 0.753655 4630\n", "\n", "avg / total 0.782895 0.694181 0.734798 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.008108 0.083333 0.014778 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.003534 0.027778 0.006270 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.821713 0.783343 0.802070 13556\n", " 20 0.702039 0.360247 0.476157 3728\n", "\n", "avg / total 0.782568 0.680699 0.719536 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.028455 0.064815 0.039548 108\n", " 12 0.011070 0.027778 0.015831 108\n", " 13 0.007117 0.018519 0.010283 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.003610 0.009259 0.005195 108\n", " 16 0.004237 0.009259 0.005814 108\n", " 17 0.005181 0.009259 0.006645 108\n", " 18 0.010563 0.027778 0.015306 108\n", " 19 0.919471 0.839115 0.877457 14818\n", " 20 0.700930 0.722577 0.711589 1878\n", "\n", "avg / total 0.850370 0.785540 0.816268 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.105263 0.081633 19\n", " 11 0.029661 0.064815 0.040698 108\n", " 12 0.004202 0.009259 0.005780 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.003817 0.009259 0.005405 108\n", " 16 0.003922 0.009259 0.005510 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.928927 0.843692 0.884260 14593\n", " 20 0.702162 0.818355 0.755819 2103\n", "\n", "avg / total 0.855466 0.798965 0.824919 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.913393 0.924637 0.918980 12672\n", " 20 0.798990 0.773589 0.786084 4907\n", "\n", "avg / total 0.881458 0.882473 0.881884 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.852997 0.950510 0.899117 13821\n", " 20 0.685950 0.397552 0.503369 3758\n", "\n", "avg / total 0.817286 0.832300 0.814515 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.969049 0.955561 0.962258 15662\n", " 20 0.674005 0.750652 0.710267 1917\n", "\n", "avg / total 0.936875 0.933216 0.934778 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.978026 0.949672 0.963641 15419\n", " 20 0.702340 0.847685 0.768198 2160\n", "\n", "avg / total 0.944151 0.937141 0.939626 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.862357 0.927435 0.893713 14139\n", " 20 0.567636 0.391570 0.463444 3440\n", "\n", "avg / total 0.804684 0.822572 0.809514 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.913555 0.924874 0.919180 12672\n", " 20 0.799579 0.773996 0.786580 4907\n", "\n", "avg / total 0.881740 0.882758 0.882166 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.852010 0.950582 0.898601 13821\n", " 20 0.683650 0.392762 0.498901 3758\n", "\n", "avg / total 0.816019 0.831333 0.813154 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.950336 0.955900 0.953110 15374\n", " 20 0.673759 0.748424 0.709132 1904\n", "\n", "avg / total 0.904108 0.917060 0.910364 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.959900 0.937768 0.948705 15137\n", " 20 0.701931 0.847158 0.767736 2146\n", "\n", "avg / total 0.912245 0.910916 0.910638 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.932457 0.976406 0.953926 17589\n", " 20 0.812387 0.590924 0.684180 3041\n", "\n", "avg / total 0.914758 0.919583 0.914163 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 79\n", " 11 0.000000 0.000000 0.000000 55\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 46\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.858403 0.889191 0.873526 10288\n", " 20 0.881279 0.893373 0.887285 9838\n", "\n", "avg / total 0.848341 0.869462 0.858747 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.044444 0.048077 0.046189 208\n", " 11 0.016484 0.016393 0.016438 183\n", " 12 0.000000 0.000000 0.000000 125\n", " 13 0.000000 0.000000 0.000000 58\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 4\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.903371 0.919082 0.911159 16214\n", " 20 0.828647 0.676296 0.744760 3704\n", "\n", "avg / total 0.859371 0.844401 0.850448 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.026087 0.050000 0.034286 60\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 32\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.953057 0.932619 0.942727 17720\n", " 20 0.767822 0.747157 0.757349 2638\n", "\n", "avg / total 0.916880 0.896752 0.906692 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.119497 0.365385 0.180095 52\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965050 0.938255 0.951464 17540\n", " 20 0.790383 0.848727 0.818517 2750\n", "\n", "avg / total 0.926163 0.911779 0.918515 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.933149 0.977713 0.954911 17589\n", " 20 0.821899 0.594870 0.690195 3041\n", "\n", "avg / total 0.916750 0.921280 0.915890 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.897217 0.891288 0.894243 10744\n", " 20 0.882696 0.889035 0.885854 9886\n", "\n", "avg / total 0.890258 0.890208 0.890223 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.939797 0.965495 0.952473 16896\n", " 20 0.821822 0.720139 0.767628 3734\n", "\n", "avg / total 0.918444 0.921086 0.919016 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.965208 0.965154 0.965181 17936\n", " 20 0.768089 0.768374 0.768232 2694\n", "\n", "avg / total 0.939467 0.939457 0.939462 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.981675 0.964604 0.973065 17827\n", " 20 0.797302 0.885480 0.839080 2803\n", "\n", "avg / total 0.956624 0.953854 0.954860 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.932342 0.969128 0.950379 17589\n", " 20 0.768641 0.593226 0.669636 3041\n", "\n", "avg / total 0.908211 0.913718 0.908996 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.861807 0.888761 0.875077 10455\n", " 20 0.881194 0.878518 0.879854 9878\n", "\n", "avg / total 0.858683 0.871062 0.864766 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.937911 0.919093 0.928407 16896\n", " 20 0.819727 0.723353 0.768530 3734\n", "\n", "avg / total 0.916520 0.883665 0.899470 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963178 0.943577 0.953277 17936\n", " 20 0.769462 0.759465 0.764431 2694\n", "\n", "avg / total 0.937881 0.919535 0.928616 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980450 0.953666 0.966872 17827\n", " 20 0.798697 0.874777 0.835008 2803\n", "\n", "avg / total 0.955755 0.942947 0.948956 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.931337 0.977827 0.954016 17589\n", " 20 0.821192 0.570865 0.673521 3041\n", "\n", "avg / total 0.915101 0.917838 0.912669 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.300000 0.088235 0.136364 102\n", " 11 0.000000 0.000000 0.000000 64\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.862948 0.885279 0.873971 10434\n", " 20 0.866610 0.833197 0.849575 9778\n", "\n", "avg / total 0.848682 0.843093 0.845374 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.023810 0.166667 0.041667 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.923206 0.926369 0.924785 16637\n", " 20 0.809642 0.708300 0.755588 3699\n", "\n", "avg / total 0.889694 0.874115 0.881280 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962822 0.932761 0.947553 17936\n", " 20 0.765079 0.715664 0.739547 2694\n", "\n", "avg / total 0.937000 0.904411 0.920390 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 39\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971743 0.954406 0.962997 17656\n", " 20 0.751694 0.838308 0.792642 2647\n", "\n", "avg / total 0.928106 0.924382 0.925875 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.931659 0.974245 0.952476 17589\n", " 20 0.797497 0.586649 0.676014 3041\n", "\n", "avg / total 0.911882 0.917111 0.911724 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.884883 0.890593 0.887729 10694\n", " 20 0.857505 0.877424 0.867350 9643\n", "\n", "avg / total 0.859518 0.871789 0.865595 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.917279 0.963253 0.939704 16600\n", " 20 0.816629 0.678629 0.741261 3734\n", "\n", "avg / total 0.885900 0.897916 0.890303 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 53\n", " 11 0.027397 0.018519 0.022099 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.033898 0.018519 0.023952 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.924442 0.944541 0.934384 17202\n", " 20 0.719189 0.734369 0.726700 2511\n", "\n", "avg / total 0.858689 0.877169 0.867813 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 33\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.011494 0.027778 0.016260 72\n", " 13 0.006944 0.027778 0.011111 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.005000 0.013889 0.007353 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949816 0.897247 0.922783 17255\n", " 20 0.791612 0.880333 0.833619 2766\n", "\n", "avg / total 0.900648 0.868735 0.883709 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.933380 0.976576 0.954490 17589\n", " 20 0.814998 0.596843 0.689066 3041\n", "\n", "avg / total 0.915930 0.920601 0.915365 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.889292 0.890450 0.889871 10744\n", " 20 0.880774 0.879527 0.880150 9886\n", "\n", "avg / total 0.885210 0.885216 0.885212 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.941414 0.965317 0.953216 16896\n", " 20 0.822693 0.728174 0.772553 3734\n", "\n", "avg / total 0.919926 0.922395 0.920516 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 203\n", " 11 0.000000 0.000000 0.000000 187\n", " 12 0.000000 0.000000 0.000000 156\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 125\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 98\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.915656 0.966185 0.940242 17034\n", " 20 0.682982 0.768970 0.723430 2359\n", "\n", "avg / total 0.834146 0.885700 0.859072 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 275\n", " 11 0.000000 0.000000 0.000000 289\n", " 12 0.000000 0.000000 0.000000 206\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.009709 0.005988 0.007407 167\n", " 16 0.063158 0.041667 0.050209 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.915950 0.920459 0.918199 16658\n", " 20 0.635775 0.831922 0.720742 2243\n", "\n", "avg / total 0.809241 0.834028 0.820186 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.965185 0.589860 0.732228 2209\n", " 11 0.000000 0.000000 0.000000 122\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.892161 0.954053 0.922069 15496\n", " 20 0.553693 0.603306 0.577435 2299\n", "\n", "avg / total 0.835190 0.847019 0.835356 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.320225 0.633333 0.425373 360\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.004673 0.009259 0.006211 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.874786 0.804559 0.838204 10177\n", " 20 0.852601 0.903782 0.877446 9229\n", "\n", "avg / total 0.818572 0.812312 0.813483 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 68\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.018349 0.027778 0.022099 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.008197 0.013889 0.010309 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.914616 0.909384 0.911993 16432\n", " 20 0.776644 0.535172 0.633683 3554\n", "\n", "avg / total 0.862389 0.816675 0.835691 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965159 0.884980 0.923332 17936\n", " 20 0.780171 0.712695 0.744908 2694\n", "\n", "avg / total 0.941002 0.862482 0.900032 20630\n", "\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.930997 0.972653 0.951369 17589\n", " 20 0.786602 0.583032 0.669688 3041\n", "\n", "avg / total 0.909712 0.915221 0.909848 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 79\n", " 11 0.000000 0.000000 0.000000 55\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 46\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.846823 0.889872 0.867814 10288\n", " 20 0.880130 0.878431 0.879280 9838\n", "\n", "avg / total 0.842018 0.862676 0.852080 20630\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1113: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n", " 'precision', 'predicted', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.044444 0.048077 0.046189 208\n", " 11 0.016484 0.016393 0.016438 183\n", " 12 0.000000 0.000000 0.000000 125\n", " 13 0.000000 0.000000 0.000000 58\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 4\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.909130 0.913223 0.911172 16214\n", " 20 0.807240 0.704374 0.752307 3704\n", "\n", "avg / total 0.860054 0.844838 0.851813 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.025641 0.050000 0.033898 60\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 32\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.952027 0.931772 0.941790 17720\n", " 20 0.759657 0.738059 0.748702 2638\n", "\n", "avg / total 0.914950 0.894862 0.904781 20630\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1115: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n", " 'recall', 'true', average, warn_for)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.110345 0.307692 0.162437 52\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966232 0.938027 0.951921 17540\n", " 20 0.790441 0.860000 0.823755 2750\n", "\n", "avg / total 0.927153 0.912942 0.919557 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.933806 0.972881 0.952943 17589\n", " 20 0.793059 0.601118 0.683876 3041\n", "\n", "avg / total 0.913059 0.918080 0.913281 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.875148 0.895104 0.885014 10744\n", " 20 0.883103 0.861218 0.872023 9886\n", "\n", "avg / total 0.878960 0.878866 0.878789 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.939472 0.965495 0.952306 16896\n", " 20 0.821494 0.718532 0.766571 3734\n", "\n", "avg / total 0.918119 0.920795 0.918688 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.964292 0.965098 0.964695 17936\n", " 20 0.766331 0.762064 0.764191 2694\n", "\n", "avg / total 0.938441 0.938585 0.938512 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.980402 0.968138 0.974232 17827\n", " 20 0.812293 0.876918 0.843369 2803\n", "\n", "avg / total 0.957561 0.955744 0.956451 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.928139 0.968560 0.947919 17589\n", " 20 0.756923 0.566261 0.647856 3041\n", "\n", "avg / total 0.902901 0.909258 0.903688 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.836408 0.893448 0.863987 10455\n", " 20 0.881526 0.844402 0.862565 9878\n", "\n", "avg / total 0.845970 0.857101 0.850868 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.935396 0.919508 0.927384 16896\n", " 20 0.818546 0.711569 0.761318 3734\n", "\n", "avg / total 0.914247 0.881871 0.897326 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.964612 0.942239 0.953294 17936\n", " 20 0.764945 0.769488 0.767209 2694\n", "\n", "avg / total 0.938538 0.919680 0.928994 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980373 0.952656 0.966316 17827\n", " 20 0.794041 0.874777 0.832456 2803\n", "\n", "avg / total 0.955056 0.942075 0.948128 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.931136 0.974757 0.952447 17589\n", " 20 0.800738 0.570865 0.666539 3041\n", "\n", "avg / total 0.911914 0.915221 0.910302 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.384615 0.098039 0.156250 102\n", " 11 0.000000 0.000000 0.000000 64\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.855387 0.887196 0.871001 10434\n", " 20 0.867090 0.823993 0.844992 9778\n", "\n", "avg / total 0.845504 0.839748 0.841798 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.022222 0.166667 0.039216 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.918005 0.927992 0.922971 16637\n", " 20 0.810350 0.681536 0.740382 3699\n", "\n", "avg / total 0.885626 0.870625 0.877091 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.964004 0.933207 0.948355 17936\n", " 20 0.769776 0.726058 0.747278 2694\n", "\n", "avg / total 0.938640 0.906156 0.922097 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 39\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972589 0.954576 0.963499 17656\n", " 20 0.755362 0.851530 0.800568 2647\n", "\n", "avg / total 0.929301 0.926224 0.927321 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.930920 0.972255 0.951139 17589\n", " 20 0.784071 0.582703 0.668553 3041\n", "\n", "avg / total 0.909273 0.914833 0.909484 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.872424 0.894614 0.883380 10694\n", " 20 0.859272 0.861143 0.860206 9643\n", "\n", "avg / total 0.853885 0.866263 0.860001 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.923634 0.960301 0.941611 16600\n", " 20 0.812195 0.713444 0.759624 3734\n", "\n", "avg / total 0.890211 0.901842 0.895161 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 53\n", " 11 0.027778 0.018519 0.022222 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.036364 0.018519 0.024540 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.925316 0.944251 0.934688 17202\n", " 20 0.719352 0.743130 0.731048 2511\n", "\n", "avg / total 0.859453 0.877993 0.868599 20630\n", "\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 33\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.011494 0.027778 0.016260 72\n", " 13 0.006873 0.027778 0.011019 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.005000 0.013889 0.007353 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949700 0.898348 0.923311 17255\n", " 20 0.796916 0.878163 0.835569 2766\n", "\n", "avg / total 0.901261 0.869365 0.884411 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.930873 0.969242 0.949670 17589\n", " 20 0.766408 0.583690 0.662684 3041\n", "\n", "avg / total 0.906629 0.912409 0.907366 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.898668 0.891474 0.895057 10744\n", " 20 0.883073 0.890755 0.886897 9886\n", "\n", "avg / total 0.891194 0.891129 0.891146 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.937288 0.965080 0.950981 16896\n", " 20 0.817507 0.707820 0.758720 3734\n", "\n", "avg / total 0.915608 0.918517 0.916182 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 203\n", " 11 0.000000 0.000000 0.000000 187\n", " 12 0.000000 0.000000 0.000000 156\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 125\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 98\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.915532 0.967183 0.940649 17034\n", " 20 0.685009 0.765155 0.722867 2359\n", "\n", "avg / total 0.834276 0.886088 0.859344 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 275\n", " 11 0.000000 0.000000 0.000000 289\n", " 12 0.000000 0.000000 0.000000 206\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.009709 0.005988 0.007407 167\n", " 16 0.062500 0.041667 0.050000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.917277 0.917937 0.917607 16658\n", " 20 0.631263 0.842621 0.721787 2243\n", "\n", "avg / total 0.809818 0.833156 0.819821 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.963100 0.590765 0.732323 2209\n", " 11 0.000000 0.000000 0.000000 122\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.890497 0.964572 0.926056 15496\n", " 20 0.604987 0.601566 0.603272 2299\n", "\n", "avg / total 0.839433 0.854823 0.841240 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.317992 0.633333 0.423398 360\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.004673 0.009259 0.006211 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.862265 0.803380 0.831782 10177\n", " 20 0.850698 0.890887 0.870329 9229\n", "\n", "avg / total 0.811505 0.805962 0.807097 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 68\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.017699 0.027778 0.021622 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.008475 0.013889 0.010526 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.917328 0.907558 0.912417 16432\n", " 20 0.768000 0.540236 0.634291 3554\n", "\n", "avg / total 0.863058 0.816093 0.836133 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.964695 0.886653 0.924029 17936\n", " 20 0.788192 0.708612 0.746286 2694\n", "\n", "avg / total 0.941646 0.863403 0.900818 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 45\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.018519 0.008130 0.011299 123\n", " 13 0.017544 0.009259 0.012121 108\n", " 14 0.035398 0.037037 0.036199 108\n", " 15 0.011696 0.018519 0.014337 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.012903 0.018519 0.015209 108\n", " 18 0.009709 0.009259 0.009479 108\n", " 19 0.934447 0.913028 0.923613 16971\n", " 20 0.783636 0.848092 0.814591 2699\n", "\n", "avg / total 0.871800 0.862579 0.866895 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.935480 0.976008 0.955314 17589\n", " 20 0.814831 0.610654 0.698120 3041\n", "\n", "avg / total 0.917696 0.922152 0.917402 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.889746 0.890823 0.890284 10744\n", " 20 0.881191 0.880032 0.880611 9886\n", "\n", "avg / total 0.885647 0.885652 0.885649 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.936654 0.966146 0.951171 16896\n", " 20 0.821362 0.704339 0.758362 3734\n", "\n", "avg / total 0.915786 0.918759 0.916273 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 34\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.954862 0.965624 0.960213 17745\n", " 20 0.739665 0.774873 0.756860 2563\n", "\n", "avg / total 0.913223 0.926854 0.919962 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981546 0.963707 0.972545 17827\n", " 20 0.803839 0.881555 0.840905 2803\n", "\n", "avg / total 0.957401 0.952545 0.954659 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.093160 0.560784 0.159777 255\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 57\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.009174 0.013889 0.011050 72\n", " 19 0.895863 0.866474 0.880923 16918\n", " 20 0.750926 0.553206 0.637078 2932\n", "\n", "avg / total 0.842576 0.796171 0.814974 20630\n", "\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.870612 0.831069 0.850381 10744\n", " 20 0.883736 0.851912 0.867532 9886\n", "\n", "avg / total 0.876901 0.841057 0.858600 20630\n", "\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.011765 0.013889 0.012739 72\n", " 16 0.031250 0.027778 0.029412 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.024590 0.038961 0.030151 77\n", " 19 0.911612 0.897615 0.904559 16477\n", " 20 0.774969 0.705387 0.738543 3564\n", "\n", "avg / total 0.862221 0.839069 0.850313 20630\n", "\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.013468 0.022409 297\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004274 0.013889 0.006536 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.018692 0.027778 0.022346 72\n", " 18 0.000000 0.000000 0.000000 67\n", " 19 0.937407 0.907111 0.922011 17451\n", " 20 0.632882 0.707919 0.668301 2311\n", "\n", "avg / total 0.864893 0.846970 0.855220 20630\n", "\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980983 0.885455 0.930774 17827\n", " 20 0.807785 0.836604 0.821942 2803\n", "\n", "avg / total 0.957451 0.878817 0.915987 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.451910 0.605799 0.517659 1621\n", " 11 0.018572 0.559091 0.035949 220\n", " 12 0.008484 0.133333 0.015952 180\n", " 13 0.011246 0.066667 0.019246 180\n", " 14 0.001038 0.005556 0.001750 180\n", " 15 0.006590 0.044444 0.011478 180\n", " 16 0.004662 0.011111 0.006568 180\n", " 17 0.000000 0.000000 0.000000 169\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.830467 0.209951 0.335168 16099\n", " 20 0.399478 0.103588 0.164516 1477\n", "\n", "avg / total 0.712657 0.227096 0.314871 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.855670 0.725308 0.785114 8697\n", " 11 0.023832 0.045704 0.031328 547\n", " 12 0.013544 0.017143 0.015132 350\n", " 13 0.013441 0.017361 0.015152 288\n", " 14 0.041667 0.044944 0.043243 267\n", " 15 0.010638 0.031390 0.015891 223\n", " 16 0.016736 0.037383 0.023121 214\n", " 17 0.033058 0.044444 0.037915 180\n", " 18 0.004348 0.005556 0.004878 180\n", " 19 0.664307 0.612123 0.637148 7358\n", " 20 0.447756 0.523216 0.482554 2326\n", "\n", "avg / total 0.650348 0.586573 0.615280 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.100555 0.652278 0.174247 417\n", " 11 0.025769 0.061753 0.036364 502\n", " 12 0.066563 0.103365 0.080979 416\n", " 13 0.044326 0.071023 0.054585 352\n", " 14 0.025932 0.055556 0.035359 288\n", " 15 0.004132 0.011583 0.006091 259\n", " 16 0.019643 0.043651 0.027094 252\n", " 17 0.011710 0.021459 0.015152 233\n", " 18 0.019512 0.037037 0.025559 216\n", " 19 0.794318 0.637789 0.707499 14290\n", " 20 0.742681 0.283113 0.409951 3405\n", "\n", "avg / total 0.678537 0.508580 0.566045 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.409836 0.775000 0.536147 1000\n", " 11 0.064821 0.102692 0.079475 1003\n", " 12 0.069767 0.079042 0.074116 835\n", " 13 0.047686 0.044737 0.046164 760\n", " 14 0.049587 0.050491 0.050035 713\n", " 15 0.077572 0.067251 0.072044 684\n", " 16 0.060052 0.068148 0.063845 675\n", " 17 0.027855 0.032626 0.030053 613\n", " 18 0.029536 0.024390 0.026718 574\n", " 19 0.706349 0.634633 0.668573 12341\n", " 20 0.374778 0.294693 0.329945 1432\n", "\n", "avg / total 0.484055 0.455356 0.465244 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.463887 0.596677 0.521969 1324\n", " 11 0.082511 0.146730 0.105626 1254\n", " 12 0.068235 0.079091 0.073263 1100\n", " 13 0.067308 0.061344 0.064187 1027\n", " 14 0.051844 0.056399 0.054026 922\n", " 15 0.042708 0.045606 0.044110 899\n", " 16 0.029952 0.037485 0.033298 827\n", " 17 0.042042 0.054264 0.047377 774\n", " 18 0.038857 0.047820 0.042875 711\n", " 19 0.585956 0.462505 0.516962 10428\n", " 20 0.468547 0.475073 0.471787 1364\n", "\n", "avg / total 0.377238 0.329375 0.348454 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.931943 0.975496 0.953222 17589\n", " 20 0.805768 0.587964 0.679848 3041\n", "\n", "avg / total 0.913344 0.918371 0.912925 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.897818 0.892219 0.895010 10744\n", " 20 0.883653 0.889642 0.886637 9886\n", "\n", "avg / total 0.891030 0.890984 0.890998 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.933753 0.966027 0.949616 16896\n", " 20 0.817778 0.689877 0.748402 3734\n", "\n", "avg / total 0.912762 0.916045 0.913197 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.965367 0.966659 0.966013 17936\n", " 20 0.776030 0.769117 0.772558 2694\n", "\n", "avg / total 0.940643 0.940863 0.940750 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966501 0.966832 0.966667 17547\n", " 20 0.804030 0.887374 0.843649 2788\n", "\n", "avg / total 0.930724 0.942269 0.936219 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 38\n", " 11 0.003932 0.013889 0.006129 216\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.014493 0.041667 0.021505 216\n", " 14 0.021898 0.097222 0.035745 216\n", " 15 0.032659 0.097222 0.048894 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.845844 0.736915 0.787631 15934\n", " 20 0.813870 0.544710 0.652627 2930\n", "\n", "avg / total 0.769660 0.649152 0.702208 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.900836 0.752513 0.820021 10744\n", " 20 0.891403 0.832794 0.861102 9886\n", "\n", "avg / total 0.896316 0.790984 0.839708 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.006116 0.018519 0.009195 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.005525 0.027778 0.009217 108\n", " 16 0.013575 0.027778 0.018237 108\n", " 17 0.015625 0.037037 0.021978 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.900476 0.802159 0.848479 16028\n", " 20 0.826168 0.712903 0.765368 3720\n", "\n", "avg / total 0.848793 0.752351 0.797524 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010309 0.083333 0.018349 12\n", " 11 0.021220 0.111111 0.035635 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.005319 0.027778 0.008929 72\n", " 16 0.003831 0.013889 0.006006 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.025157 0.111111 0.041026 72\n", " 19 0.940949 0.840058 0.887646 17375\n", " 20 0.787201 0.751781 0.769083 2667\n", "\n", "avg / total 0.894453 0.805671 0.847349 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.022222 0.083333 0.035088 12\n", " 11 0.003704 0.013889 0.005848 72\n", " 12 0.002770 0.013889 0.004619 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.004405 0.013889 0.006689 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.946949 0.853483 0.897790 17254\n", " 20 0.809746 0.870158 0.838866 2788\n", "\n", "avg / total 0.901468 0.831604 0.864318 20630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.935693 0.975325 0.955098 17589\n", " 20 0.810976 0.612299 0.697770 3041\n", "\n", "avg / total 0.917309 0.921813 0.917167 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.891387 0.892964 0.892175 10744\n", " 20 0.883450 0.881752 0.882600 9886\n", "\n", "avg / total 0.887584 0.887591 0.887586 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.939944 0.966146 0.952865 16896\n", " 20 0.824701 0.720675 0.769187 3734\n", "\n", "avg / total 0.919085 0.921716 0.919619 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.964304 0.966938 0.965619 17936\n", " 20 0.775803 0.761693 0.768683 2694\n", "\n", "avg / total 0.939688 0.940136 0.939902 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982015 0.964829 0.973346 17827\n", " 20 0.798716 0.887620 0.840825 2803\n", "\n", "avg / total 0.957110 0.954338 0.955340 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.936283 0.973279 0.954423 17589\n", " 20 0.799659 0.616902 0.696492 3041\n", "\n", "avg / total 0.916144 0.920746 0.916402 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.892153 0.893150 0.892651 10744\n", " 20 0.883735 0.882662 0.883198 9886\n", "\n", "avg / total 0.888119 0.888124 0.888121 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.941299 0.965199 0.953099 16896\n", " 20 0.822088 0.727638 0.771985 3734\n", "\n", "avg / total 0.919722 0.922201 0.920318 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 316\n", " 11 0.000000 0.000000 0.000000 432\n", " 12 0.000000 0.000000 0.000000 432\n", " 13 0.000000 0.000000 0.000000 424\n", " 14 0.000000 0.000000 0.000000 339\n", " 15 0.000000 0.000000 0.000000 288\n", " 16 0.000000 0.000000 0.000000 288\n", " 17 0.000000 0.000000 0.000000 280\n", " 18 0.000000 0.000000 0.000000 229\n", " 19 0.827915 0.970351 0.893492 15380\n", " 20 0.658986 0.772277 0.711148 2222\n", "\n", "avg / total 0.688202 0.806592 0.742709 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982874 0.846693 0.909716 17827\n", " 20 0.803683 0.825187 0.814293 2803\n", "\n", "avg / total 0.958528 0.843771 0.896750 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969348 0.586221 0.730603 19798\n", " 20 0.355043 0.631168 0.454450 2047\n", "\n", "avg / total 0.911784 0.590433 0.704726 21845\n", "\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963825 0.903471 0.932672 18844\n", " 20 0.633748 0.543152 0.584963 3001\n", "\n", "avg / total 0.918480 0.853971 0.884905 21845\n", "\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.171642 0.160839 0.166065 143\n", " 11 0.034483 0.027778 0.030769 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 38\n", " 14 0.002427 0.027778 0.004464 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.817598 0.890702 0.852585 14282\n", " 20 0.736206 0.551998 0.630931 7058\n", "\n", "avg / total 0.773641 0.761868 0.762456 21845\n", "\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993210 0.930628 0.960901 21219\n", " 20 0.355089 0.730032 0.477784 626\n", "\n", "avg / total 0.974924 0.924880 0.947057 21845\n", "\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994359 0.963345 0.978606 21225\n", " 20 0.486647 0.793548 0.603311 620\n", "\n", "avg / total 0.979949 0.958526 0.967955 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.953705 0.872213 0.911140 19509\n", " 20 0.370972 0.728298 0.491559 2039\n", "\n", "avg / total 0.886346 0.846921 0.859589 21845\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 47\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.935225 0.938916 0.937067 18499\n", " 20 0.645689 0.700102 0.671796 2931\n", "\n", "avg / total 0.878610 0.889036 0.883673 21845\n", "\n", "Classification report for turbine 10, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 74\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.789102 0.889296 0.836208 14200\n", " 20 0.750137 0.563916 0.643831 7283\n", "\n", "avg / total 0.763035 0.766079 0.758214 21845\n", "\n", "Classification report for turbine 10, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992336 0.921438 0.955574 21219\n", " 20 0.326854 0.725240 0.450620 626\n", "\n", "avg / total 0.973266 0.915816 0.941104 21845\n", "\n", "Classification report for turbine 10, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994126 0.956796 0.975104 21225\n", " 20 0.460748 0.795161 0.583432 620\n", "\n", "avg / total 0.978987 0.952209 0.963987 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.968772 0.827356 0.892497 19798\n", " 20 0.307677 0.742062 0.434994 2047\n", "\n", "avg / total 0.906824 0.819364 0.849627 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.952601 0.940671 0.946598 18844\n", " 20 0.654618 0.706098 0.679384 3001\n", "\n", "avg / total 0.911665 0.908446 0.909889 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.809173 0.905027 0.854420 14562\n", " 20 0.751169 0.573253 0.650261 7283\n", "\n", "avg / total 0.789835 0.794415 0.786354 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993033 0.953815 0.973029 21219\n", " 20 0.330601 0.773163 0.463158 626\n", "\n", "avg / total 0.974050 0.948638 0.958418 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994124 0.972438 0.983161 21225\n", " 20 0.459834 0.803226 0.584850 620\n", "\n", "avg / total 0.978960 0.967636 0.971857 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.010256 0.004073 0.005831 491\n", " 11 0.120370 0.025292 0.041801 514\n", " 12 0.002694 0.010667 0.004301 375\n", " 13 0.076923 0.029801 0.042959 302\n", " 14 0.080645 0.037736 0.051414 265\n", " 15 0.047619 0.019841 0.028011 252\n", " 16 0.018750 0.011905 0.014563 252\n", " 17 0.012821 0.007937 0.009804 252\n", " 18 0.037037 0.011905 0.018018 252\n", " 19 0.827792 0.729943 0.775794 17326\n", " 20 0.252725 0.652174 0.364286 1564\n", "\n", "avg / total 0.681135 0.627970 0.644608 21845\n", "\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.952524 0.925228 0.938678 18844\n", " 20 0.637925 0.631123 0.634506 3001\n", "\n", "avg / total 0.909305 0.884825 0.896892 21845\n", "\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.789464 0.894556 0.838731 14273\n", " 20 0.748578 0.560533 0.641050 7277\n", "\n", "avg / total 0.765183 0.771206 0.761553 21845\n", "\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992950 0.935906 0.963585 21219\n", " 20 0.316171 0.696486 0.434913 626\n", "\n", "avg / total 0.973556 0.929046 0.948435 21845\n", "\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994304 0.962214 0.977996 21225\n", " 20 0.417683 0.662903 0.512469 620\n", "\n", "avg / total 0.977938 0.953719 0.964783 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.008403 0.031250 0.013245 32\n", " 11 0.000928 0.013889 0.001739 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 43\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.001942 0.027778 0.003630 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.002336 0.027778 0.004310 36\n", " 18 0.003731 0.083333 0.007143 36\n", " 19 0.941123 0.640140 0.761986 19427\n", " 20 0.334330 0.609212 0.431730 2019\n", "\n", "avg / total 0.867880 0.625910 0.717595 21845\n", "\n", "Classification report for turbine 10, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.955461 0.928943 0.942015 18844\n", " 20 0.604607 0.533489 0.566826 3001\n", "\n", "avg / total 0.907262 0.874617 0.890473 21845\n", "\n", "Classification report for turbine 10, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 25\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.775442 0.899728 0.832975 13982\n", " 20 0.737587 0.538006 0.622183 7262\n", "\n", "avg / total 0.741524 0.754726 0.739984 21845\n", "\n", "Classification report for turbine 10, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993131 0.926669 0.958750 21219\n", " 20 0.335466 0.753994 0.464338 626\n", "\n", "avg / total 0.974285 0.921721 0.944582 21845\n", "\n", "Classification report for turbine 10, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.980373 0.956588 0.968335 20939\n", " 20 0.443405 0.786070 0.566986 603\n", "\n", "avg / total 0.951953 0.938613 0.943825 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.979252 0.626983 0.764489 19798\n", " 20 0.342503 0.620420 0.441355 2047\n", "\n", "avg / total 0.919585 0.626368 0.734209 21845\n", "\n", "Classification report for turbine 10, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956370 0.917799 0.936688 18844\n", " 20 0.674691 0.653782 0.664072 3001\n", "\n", "avg / total 0.917674 0.881529 0.899236 21845\n", "\n", "Classification report for turbine 10, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.803267 0.864442 0.832732 14562\n", " 20 0.733461 0.474942 0.576548 7283\n", "\n", "avg / total 0.779994 0.734585 0.747322 21845\n", "\n", "Classification report for turbine 10, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 154\n", " 11 0.000000 0.000000 0.000000 224\n", " 12 0.000000 0.000000 0.000000 198\n", " 13 0.000000 0.000000 0.000000 168\n", " 14 0.000000 0.000000 0.000000 138\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.934853 0.947716 0.941241 19987\n", " 20 0.301541 0.755515 0.431044 544\n", "\n", "avg / total 0.862850 0.885924 0.871919 21845\n", "\n", "Classification report for turbine 10, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.050847 0.130435 0.073171 23\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007326 0.027778 0.011594 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.006536 0.013889 0.008889 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.969641 0.889216 0.927689 20689\n", " 20 0.421158 0.757630 0.541373 557\n", "\n", "avg / total 0.929167 0.861753 0.892546 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.011905 0.023810 0.015873 42\n", " 11 0.009709 0.013889 0.011429 144\n", " 12 0.001815 0.006944 0.002878 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.011407 0.020833 0.014742 144\n", " 15 0.007519 0.006944 0.007220 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.021930 0.034722 0.026882 144\n", " 18 0.018779 0.027778 0.022409 144\n", " 19 0.924448 0.774747 0.843003 18810\n", " 20 0.311692 0.654536 0.422288 1841\n", "\n", "avg / total 0.822771 0.723049 0.762065 21845\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.292614 0.301170 0.296830 342\n", " 11 0.007143 0.024096 0.011019 83\n", " 12 0.030111 0.263889 0.054054 72\n", " 13 0.025575 0.138889 0.043197 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.928588 0.863691 0.894965 18172\n", " 20 0.568387 0.573980 0.571170 2744\n", "\n", "avg / total 0.848644 0.796704 0.821242 21845\n", "\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 636\n", " 11 0.000000 0.000000 0.000000 95\n", " 12 0.000000 0.000000 0.000000 45\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.775505 0.830691 0.802150 14193\n", " 20 0.717285 0.507808 0.594637 6660\n", "\n", "avg / total 0.722539 0.694530 0.702458 21845\n", "\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.004566 0.017857 0.007273 56\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 43\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.978657 0.905475 0.940645 20915\n", " 20 0.298653 0.701230 0.418898 569\n", "\n", "avg / total 0.944784 0.885237 0.911529 21845\n", "\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 85\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.115183 0.122222 0.118598 180\n", " 13 0.013333 0.011111 0.012121 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.022727 0.016667 0.019231 180\n", " 16 0.012739 0.011111 0.011869 180\n", " 17 0.062500 0.046243 0.053156 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.933896 0.916085 0.924905 19925\n", " 20 0.258439 0.559361 0.353535 438\n", "\n", "avg / total 0.858842 0.848478 0.852456 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.967396 0.855743 0.908150 19798\n", " 20 0.340720 0.721055 0.462768 2047\n", "\n", "avg / total 0.908673 0.843122 0.866416 21845\n", "\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 63\n", " 11 0.000000 0.000000 0.000000 99\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 51\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.931599 0.943159 0.937343 18455\n", " 20 0.645998 0.698120 0.671048 2925\n", "\n", "avg / total 0.873527 0.890272 0.881735 21845\n", "\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.802991 0.881129 0.840248 14562\n", " 20 0.746898 0.561994 0.641385 7283\n", "\n", "avg / total 0.784290 0.774731 0.773948 21845\n", "\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993150 0.929309 0.960169 21219\n", " 20 0.322536 0.747604 0.450650 626\n", "\n", "avg / total 0.973933 0.924102 0.945568 21845\n", "\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994193 0.959906 0.976749 21225\n", " 20 0.464286 0.796774 0.586698 620\n", "\n", "avg / total 0.979153 0.955276 0.965678 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.132308 0.387387 0.197248 222\n", " 11 0.032415 0.168174 0.054354 553\n", " 12 0.046610 0.101852 0.063953 540\n", " 13 0.039801 0.074349 0.051847 538\n", " 14 0.039695 0.103175 0.057332 504\n", " 15 0.019035 0.055556 0.028354 504\n", " 16 0.016575 0.025157 0.019983 477\n", " 17 0.036331 0.085470 0.050988 468\n", " 18 0.028133 0.047009 0.035200 468\n", " 19 0.791242 0.416535 0.545763 15833\n", " 20 0.285773 0.397583 0.332531 1738\n", "\n", "avg / total 0.603615 0.353124 0.432517 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.032581 0.089655 0.047794 145\n", " 11 0.025489 0.117188 0.041870 256\n", " 12 0.024272 0.059524 0.034483 252\n", " 13 0.013025 0.035714 0.019088 252\n", " 14 0.014599 0.031746 0.020000 252\n", " 15 0.016854 0.035714 0.022901 252\n", " 16 0.005482 0.019841 0.008591 252\n", " 17 0.036697 0.065041 0.046921 246\n", " 18 0.007797 0.018519 0.010974 216\n", " 19 0.873884 0.703368 0.779409 16984\n", " 20 0.616958 0.528853 0.569518 2738\n", "\n", "avg / total 0.758615 0.618128 0.680012 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.144345 0.633987 0.235152 153\n", " 11 0.009202 0.051724 0.015625 116\n", " 12 0.018519 0.037037 0.024691 108\n", " 13 0.008734 0.055556 0.015094 108\n", " 14 0.007032 0.046296 0.012210 108\n", " 15 0.001506 0.009259 0.002591 108\n", " 16 0.013986 0.037037 0.020305 108\n", " 17 0.007481 0.027778 0.011788 108\n", " 18 0.008457 0.037037 0.013769 108\n", " 19 0.718501 0.697705 0.707950 13682\n", " 20 0.721359 0.383721 0.500960 7138\n", "\n", "avg / total 0.687106 0.568322 0.609323 21845\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.350230 0.690909 0.464832 110\n", " 11 0.012024 0.041667 0.018663 144\n", " 12 0.021236 0.088710 0.034268 124\n", " 13 0.003333 0.018519 0.005650 108\n", " 14 0.003846 0.027778 0.006757 108\n", " 15 0.006098 0.027778 0.010000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002049 0.011905 0.003497 84\n", " 18 0.007449 0.055556 0.013136 72\n", " 19 0.954836 0.755535 0.843574 20371\n", " 20 0.289602 0.586614 0.387768 508\n", "\n", "avg / total 0.899204 0.723049 0.798496 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.039604 0.173913 0.064516 46\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.001852 0.013889 0.003268 72\n", " 13 0.002193 0.013889 0.003788 72\n", " 14 0.005172 0.041667 0.009202 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.002058 0.013889 0.003584 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.971048 0.788815 0.870497 20707\n", " 20 0.394015 0.612403 0.479514 516\n", "\n", "avg / total 0.929890 0.762829 0.836677 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.543452 0.587302 0.564526 756\n", " 11 0.005106 0.097222 0.009702 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.944072 0.696230 0.801427 19202\n", " 20 0.211098 0.562929 0.307052 1311\n", "\n", "avg / total 0.861343 0.666423 0.742459 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.633871 0.437883 0.517957 1795\n", " 11 0.125000 0.185841 0.149466 339\n", " 12 0.031351 0.098639 0.047580 294\n", " 13 0.009494 0.010417 0.009934 288\n", " 14 0.021390 0.027778 0.024169 288\n", " 15 0.019928 0.038194 0.026190 288\n", " 16 0.020725 0.013889 0.016632 288\n", " 17 0.009756 0.006944 0.008114 288\n", " 18 0.005435 0.003472 0.004237 288\n", " 19 0.846477 0.790713 0.817645 16561\n", " 20 0.316153 0.527482 0.395349 1128\n", "\n", "avg / total 0.713641 0.668208 0.686980 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.004435 0.127907 0.008574 86\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.012121 0.027778 0.016878 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.754124 0.715928 0.734530 14176\n", " 20 0.639777 0.294277 0.403128 7007\n", "\n", "avg / total 0.694650 0.559579 0.606059 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993367 0.797540 0.884747 21219\n", " 20 0.294345 0.607029 0.396453 626\n", "\n", "avg / total 0.973336 0.792081 0.870754 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.002950 0.027778 0.005333 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.979296 0.856317 0.913687 20935\n", " 20 0.409044 0.645057 0.500629 617\n", "\n", "avg / total 0.950060 0.838911 0.889774 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965174 0.809122 0.880286 19798\n", " 20 0.311899 0.713239 0.434007 2047\n", "\n", "avg / total 0.903959 0.800137 0.838467 21845\n", "\n", "Classification report for turbine 10, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.953107 0.938389 0.945691 18844\n", " 20 0.658375 0.696768 0.677028 3001\n", "\n", "avg / total 0.912618 0.905196 0.908783 21845\n", "\n", "Classification report for turbine 10, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.805399 0.903516 0.851641 14562\n", " 20 0.746318 0.563504 0.642153 7283\n", "\n", "avg / total 0.785702 0.790158 0.781799 21845\n", "\n", "Classification report for turbine 10, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.993074 0.952731 0.972484 21219\n", " 20 0.328786 0.769968 0.460803 626\n", "\n", "avg / total 0.974038 0.947494 0.957821 21845\n", "\n", "Classification report for turbine 10, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.994023 0.971543 0.982654 21225\n", " 20 0.456722 0.800000 0.581477 620\n", "\n", "avg / total 0.978773 0.966674 0.971268 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.235294 0.064516 0.101266 62\n", " 11 0.166667 0.005556 0.010753 360\n", " 12 0.000000 0.000000 0.000000 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.049180 0.016667 0.024896 360\n", " 15 0.075000 0.008333 0.015000 360\n", " 16 0.030928 0.008876 0.013793 338\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.026946 0.055556 0.036290 324\n", " 19 0.848822 0.844770 0.846791 17181\n", " 20 0.352327 0.725220 0.474253 1816\n", "\n", "avg / total 0.703223 0.726345 0.707297 21845\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 11\n", " 11 0.007987 0.069444 0.014327 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.001580 0.013889 0.002837 72\n", " 14 0.007722 0.055556 0.013559 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005769 0.041667 0.010135 72\n", " 17 0.005794 0.069444 0.010695 72\n", " 18 0.001742 0.027778 0.003279 72\n", " 19 0.928023 0.679631 0.784638 18307\n", " 20 0.692641 0.650627 0.670977 2951\n", "\n", "avg / total 0.871389 0.658366 0.748380 21845\n", "\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.015504 0.083333 0.026144 24\n", " 11 0.015152 0.055556 0.023810 144\n", " 12 0.013514 0.027778 0.018182 144\n", " 13 0.002632 0.013889 0.004425 144\n", " 14 0.007049 0.048611 0.012313 144\n", " 15 0.000755 0.006944 0.001361 144\n", " 16 0.006838 0.027778 0.010974 144\n", " 17 0.001894 0.006944 0.002976 144\n", " 18 0.070896 0.263889 0.111765 144\n", " 19 0.814306 0.681409 0.741954 13566\n", " 20 0.774153 0.524567 0.625378 7103\n", "\n", "avg / total 0.758213 0.596796 0.665360 21845\n", "\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.093023 0.235294 0.133333 17\n", " 11 0.001901 0.009259 0.003155 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.002326 0.009259 0.003717 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.002433 0.009259 0.003854 108\n", " 16 0.006356 0.027778 0.010345 108\n", " 17 0.006522 0.027778 0.010563 108\n", " 18 0.009926 0.037037 0.015656 108\n", " 19 0.952916 0.799568 0.869533 20351\n", " 20 0.355241 0.696574 0.470523 613\n", "\n", "avg / total 0.897932 0.765209 0.823606 21845\n", "\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.013158 0.041667 0.020000 24\n", " 11 0.014423 0.062500 0.023438 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.009780 0.027778 0.014467 144\n", " 14 0.007018 0.013889 0.009324 144\n", " 15 0.005102 0.013889 0.007463 144\n", " 16 0.019139 0.055556 0.028470 144\n", " 17 0.005825 0.020833 0.009105 144\n", " 18 0.014388 0.041667 0.021390 144\n", " 19 0.940884 0.811705 0.871534 20059\n", " 20 0.483766 0.732787 0.582790 610\n", "\n", "avg / total 0.877981 0.767407 0.817324 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.965162 0.838216 0.897221 19798\n", " 20 0.311331 0.707377 0.432368 2047\n", "\n", "avg / total 0.903895 0.825956 0.853662 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.951748 0.942051 0.946874 18844\n", " 20 0.658002 0.700100 0.678398 3001\n", "\n", "avg / total 0.911394 0.908812 0.909992 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.807631 0.904134 0.853162 14562\n", " 20 0.748151 0.569408 0.646655 7283\n", "\n", "avg / total 0.787801 0.792538 0.784314 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.992553 0.954758 0.973288 21219\n", " 20 0.330544 0.757188 0.460194 626\n", "\n", "avg / total 0.973582 0.949096 0.958585 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.993983 0.972815 0.983285 21225\n", " 20 0.461754 0.798387 0.585106 620\n", "\n", "avg / total 0.978877 0.967864 0.971984 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.968819 0.842762 0.901405 19798\n", " 20 0.326628 0.737665 0.452774 2047\n", "\n", "avg / total 0.908642 0.832914 0.859365 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.952649 0.941679 0.947132 18844\n", " 20 0.658484 0.706098 0.681460 3001\n", "\n", "avg / total 0.912238 0.909316 0.910635 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.807270 0.904340 0.853053 14562\n", " 20 0.748192 0.568310 0.645962 7283\n", "\n", "avg / total 0.787574 0.792309 0.784010 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.980078 0.953092 0.966397 20956\n", " 20 0.309004 0.770408 0.441091 588\n", "\n", "avg / total 0.948510 0.935042 0.938941 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.984691 0.957572 0.970942 21024\n", " 20 0.379888 0.774194 0.509681 527\n", "\n", "avg / total 0.956848 0.940261 0.946747 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.923244 0.948800 0.935847 16582\n", " 20 0.760754 0.728452 0.744253 3933\n", "\n", "avg / total 0.879573 0.893834 0.886498 20807\n", "\n", "Classification report for turbine 11, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 26\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956449 0.929982 0.943030 18538\n", " 20 0.542976 0.733504 0.624021 1955\n", "\n", "avg / total 0.903166 0.897486 0.898825 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.821002 0.915833 0.865828 13497\n", " 20 0.850450 0.620793 0.717697 7310\n", "\n", "avg / total 0.831347 0.812179 0.813786 20807\n", "\n", "Classification report for turbine 11, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952064 0.948910 0.950484 18712\n", " 20 0.571429 0.612813 0.591398 1795\n", "\n", "avg / total 0.905500 0.906233 0.905802 20807\n", "\n", "Classification report for turbine 11, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978912 0.956378 0.967514 19027\n", " 20 0.705479 0.752247 0.728113 1780\n", "\n", "avg / total 0.955521 0.938915 0.947034 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.938072 0.861562 0.898190 16650\n", " 20 0.773637 0.679096 0.723290 4157\n", "\n", "avg / total 0.905220 0.825107 0.863247 20807\n", "\n", "Classification report for turbine 11, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969683 0.898824 0.932910 18789\n", " 20 0.558247 0.719524 0.628708 2018\n", "\n", "avg / total 0.929779 0.881434 0.903406 20807\n", "\n", "Classification report for turbine 11, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.003049 0.027778 0.005495 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.816721 0.894504 0.853845 13356\n", " 20 0.820864 0.602319 0.694811 7159\n", "\n", "avg / total 0.806690 0.781468 0.787154 20807\n", "\n", "Classification report for turbine 11, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965323 0.937783 0.951354 18998\n", " 20 0.576962 0.625760 0.600371 1809\n", "\n", "avg / total 0.931558 0.910655 0.920839 20807\n", "\n", "Classification report for turbine 11, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977872 0.956903 0.967274 19027\n", " 20 0.709239 0.733146 0.720994 1780\n", "\n", "avg / total 0.954891 0.937761 0.946205 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.926459 0.948048 0.937129 16650\n", " 20 0.770496 0.698581 0.732778 4157\n", "\n", "avg / total 0.895299 0.898207 0.896302 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.970033 0.935494 0.952451 18789\n", " 20 0.548939 0.730922 0.626993 2018\n", "\n", "avg / total 0.929193 0.915653 0.920886 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.822865 0.938579 0.876921 13497\n", " 20 0.846822 0.626949 0.720484 7310\n", "\n", "avg / total 0.831281 0.829096 0.821961 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.965389 0.955785 0.960563 18998\n", " 20 0.579580 0.640133 0.608353 1809\n", "\n", "avg / total 0.931846 0.928341 0.929941 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.977608 0.970621 0.974102 19027\n", " 20 0.708246 0.762360 0.734307 1780\n", "\n", "avg / total 0.954565 0.952804 0.953588 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929344 0.872132 0.899830 16650\n", " 20 0.776694 0.670195 0.719525 4157\n", "\n", "avg / total 0.898846 0.831787 0.863807 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.750000 0.083333 0.150000 252\n", " 11 0.000000 0.000000 0.000000 292\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.057143 0.008475 0.014760 236\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 183\n", " 16 0.142857 0.033333 0.054054 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.875105 0.915156 0.894682 17043\n", " 20 0.490748 0.709983 0.580351 1793\n", "\n", "avg / total 0.770055 0.812179 0.785296 20807\n", "\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.006897 0.166667 0.013245 6\n", " 11 0.040000 0.138889 0.062112 36\n", " 12 0.007353 0.027778 0.011628 36\n", " 13 0.006289 0.027778 0.010256 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.004902 0.027778 0.008333 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.795000 0.864139 0.828129 13212\n", " 20 0.846448 0.605533 0.706004 7301\n", "\n", "avg / total 0.801923 0.761619 0.773739 20807\n", "\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963769 0.869513 0.914218 18998\n", " 20 0.580396 0.582642 0.581517 1809\n", "\n", "avg / total 0.930438 0.844572 0.885292 20807\n", "\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 31\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.003215 0.027778 0.005764 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965722 0.869406 0.915037 18860\n", " 20 0.640556 0.708231 0.672695 1628\n", "\n", "avg / total 0.925480 0.843514 0.882056 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.926459 0.948048 0.937129 16650\n", " 20 0.770496 0.698581 0.732778 4157\n", "\n", "avg / total 0.895299 0.898207 0.896302 20807\n", "\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.969196 0.936080 0.952350 18789\n", " 20 0.548496 0.722993 0.623771 2018\n", "\n", "avg / total 0.928394 0.915413 0.920482 20807\n", "\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 269\n", " 11 0.000000 0.000000 0.000000 42\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.812317 0.938538 0.870878 13309\n", " 20 0.793186 0.621053 0.696644 6935\n", "\n", "avg / total 0.783961 0.807324 0.789241 20807\n", "\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 96\n", " 11 0.000000 0.000000 0.000000 44\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.948882 0.951426 0.950153 18652\n", " 20 0.534188 0.567215 0.550206 1763\n", "\n", "avg / total 0.895868 0.900947 0.898364 20807\n", "\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978026 0.959058 0.968449 19027\n", " 20 0.703969 0.717416 0.710629 1780\n", "\n", "avg / total 0.954580 0.938386 0.946393 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.926471 0.948228 0.937224 16650\n", " 20 0.771110 0.698581 0.733056 4157\n", "\n", "avg / total 0.895432 0.898352 0.896433 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.970113 0.936346 0.952930 18789\n", " 20 0.552395 0.731417 0.629424 2018\n", "\n", "avg / total 0.929600 0.916470 0.921555 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.823828 0.938579 0.877468 13497\n", " 20 0.847330 0.629412 0.722292 7310\n", "\n", "avg / total 0.832085 0.829961 0.822951 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.965323 0.955364 0.960317 18998\n", " 20 0.577057 0.639580 0.606712 1809\n", "\n", "avg / total 0.931566 0.927909 0.929574 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1127\n", " 11 0.000000 0.000000 0.000000 720\n", " 12 0.000000 0.000000 0.000000 300\n", " 13 0.000000 0.000000 0.000000 159\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.883667 0.973131 0.926243 17157\n", " 20 0.310507 0.738806 0.437247 804\n", "\n", "avg / total 0.740651 0.830970 0.780656 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1111\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.869380 0.941131 0.903834 15594\n", " 20 0.619048 0.718653 0.665142 3238\n", "\n", "avg / total 0.747901 0.817177 0.780896 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971307 0.839587 0.900657 18789\n", " 20 0.452642 0.449950 0.451292 2018\n", "\n", "avg / total 0.921004 0.801797 0.857074 20807\n", "\n", "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.810006 0.854116 0.831476 13497\n", " 20 0.829584 0.499453 0.623516 7310\n", "\n", "avg / total 0.816884 0.729514 0.758415 20807\n", "\n", "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.028571 0.043956 0.034632 91\n", " 11 0.032258 0.013274 0.018809 226\n", " 12 0.006494 0.004630 0.005405 216\n", " 13 0.012658 0.004630 0.006780 216\n", " 14 0.023529 0.011050 0.015038 181\n", " 15 0.011628 0.006803 0.008584 147\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.013889 0.006944 0.009259 144\n", " 19 0.893932 0.918999 0.906292 17617\n", " 20 0.516866 0.565140 0.539926 1681\n", "\n", "avg / total 0.799695 0.824386 0.811703 20807\n", "\n", "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.004950 0.005556 0.005236 180\n", " 13 0.005051 0.005556 0.005291 180\n", " 14 0.005155 0.005556 0.005348 180\n", " 15 0.006061 0.005556 0.005797 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.049180 0.033333 0.039735 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.907885 0.904348 0.906113 17710\n", " 20 0.642583 0.717166 0.677829 1637\n", "\n", "avg / total 0.823916 0.826645 0.825103 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 47\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.005272 0.083333 0.009917 36\n", " 14 0.001869 0.027778 0.003503 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.914531 0.767473 0.834573 16368\n", " 20 0.785165 0.647417 0.709669 4104\n", "\n", "avg / total 0.874303 0.731629 0.796523 20807\n", "\n", "Classification report for turbine 11, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.967469 0.815158 0.884806 18789\n", " 20 0.567073 0.691278 0.623046 2018\n", "\n", "avg / total 0.928636 0.803143 0.859419 20807\n", "\n", "Classification report for turbine 11, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.820027 0.862192 0.840581 13497\n", " 20 0.846422 0.598632 0.701282 7310\n", "\n", "avg / total 0.829300 0.769597 0.791642 20807\n", "\n", "Classification report for turbine 11, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.964563 0.901200 0.931806 18998\n", " 20 0.583730 0.610835 0.596975 1809\n", "\n", "avg / total 0.931453 0.875955 0.902695 20807\n", "\n", "Classification report for turbine 11, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977872 0.922058 0.949145 19027\n", " 20 0.709945 0.721910 0.715877 1780\n", "\n", "avg / total 0.954951 0.904936 0.929190 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.037936 0.367647 0.068776 136\n", " 11 0.008000 0.033333 0.012903 180\n", " 12 0.013051 0.044444 0.020177 180\n", " 13 0.007463 0.016667 0.010309 180\n", " 14 0.013986 0.037037 0.020305 162\n", " 15 0.003759 0.020833 0.006369 144\n", " 16 0.004020 0.027778 0.007024 144\n", " 17 0.005889 0.034722 0.010070 144\n", " 18 0.004944 0.027778 0.008395 144\n", " 19 0.855568 0.649432 0.738383 15415\n", " 20 0.685488 0.369281 0.479987 3978\n", "\n", "avg / total 0.765641 0.556015 0.640006 20807\n", "\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.001250 0.027778 0.002392 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.002732 0.027778 0.004975 36\n", " 19 0.961768 0.705653 0.814041 18502\n", " 20 0.512655 0.513164 0.512910 2013\n", "\n", "avg / total 0.904828 0.677224 0.773497 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.152425 0.175532 0.163164 376\n", " 11 0.005203 0.027322 0.008741 183\n", " 12 0.007321 0.032468 0.011947 154\n", " 13 0.012285 0.034722 0.018149 144\n", " 14 0.014706 0.034722 0.020661 144\n", " 15 0.006098 0.020833 0.009434 144\n", " 16 0.005181 0.006944 0.005935 144\n", " 17 0.006424 0.020833 0.009820 144\n", " 18 0.005797 0.011834 0.007782 169\n", " 19 0.738087 0.728045 0.733032 12127\n", " 20 0.819850 0.524018 0.639373 7078\n", "\n", "avg / total 0.712284 0.607151 0.648353 20807\n", "\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.085343 0.232323 0.124830 198\n", " 11 0.014535 0.017361 0.015823 288\n", " 12 0.018036 0.031250 0.022872 288\n", " 13 0.006048 0.010417 0.007653 288\n", " 14 0.013258 0.024306 0.017157 288\n", " 15 0.012407 0.017361 0.014472 288\n", " 16 0.012320 0.020833 0.015484 288\n", " 17 0.014950 0.031250 0.020225 288\n", " 18 0.004219 0.007605 0.005427 263\n", " 19 0.856250 0.760838 0.805729 16746\n", " 20 0.538264 0.528409 0.533291 1584\n", "\n", "avg / total 0.732241 0.656990 0.691900 20807\n", "\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.163415 0.187675 0.174707 357\n", " 11 0.017316 0.042781 0.024653 187\n", " 12 0.004435 0.011111 0.006339 180\n", " 13 0.013592 0.038889 0.020144 180\n", " 14 0.013129 0.033333 0.018838 180\n", " 15 0.001949 0.005988 0.002941 167\n", " 16 0.004073 0.013889 0.006299 144\n", " 17 0.010601 0.041667 0.016901 144\n", " 18 0.002020 0.006944 0.003130 144\n", " 19 0.907769 0.777955 0.837864 17573\n", " 20 0.591925 0.529336 0.558884 1551\n", "\n", "avg / total 0.814159 0.701302 0.753113 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.583660 0.326270 0.418561 2737\n", " 11 0.006623 0.007937 0.007220 252\n", " 12 0.023419 0.039683 0.029455 252\n", " 13 0.008091 0.019841 0.011494 252\n", " 14 0.017036 0.039683 0.023838 252\n", " 15 0.021505 0.031746 0.025641 252\n", " 16 0.004032 0.011905 0.006024 252\n", " 17 0.020450 0.039683 0.026991 252\n", " 18 0.005338 0.011905 0.007371 252\n", " 19 0.814546 0.725545 0.767474 14680\n", " 20 0.210476 0.321689 0.254462 1374\n", "\n", "avg / total 0.666653 0.578507 0.615011 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.522816 0.221425 0.311094 1811\n", " 11 0.003766 0.019417 0.006309 103\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004619 0.027778 0.007921 72\n", " 16 0.008969 0.055556 0.015444 72\n", " 17 0.010582 0.083333 0.018779 72\n", " 18 0.004175 0.027778 0.007260 72\n", " 19 0.939104 0.739182 0.827235 17817\n", " 20 0.192941 0.573427 0.288732 572\n", "\n", "avg / total 0.855079 0.668765 0.743577 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.004656 0.175000 0.009070 80\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.008163 0.018519 0.011331 108\n", " 13 0.003656 0.018519 0.006107 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.006826 0.018519 0.009975 108\n", " 16 0.004556 0.037037 0.008114 108\n", " 17 0.001832 0.009259 0.003058 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.797036 0.711648 0.751926 12620\n", " 20 0.802987 0.274610 0.409259 7243\n", "\n", "avg / total 0.763094 0.528428 0.598763 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.378007 0.231335 0.287019 951\n", " 11 0.000000 0.000000 0.000000 319\n", " 12 0.010000 0.013889 0.011628 288\n", " 13 0.007481 0.010417 0.008708 288\n", " 14 0.023364 0.034722 0.027933 288\n", " 15 0.014354 0.025974 0.018490 231\n", " 16 0.011940 0.018519 0.014519 216\n", " 17 0.033254 0.064815 0.043956 216\n", " 18 0.006410 0.013889 0.008772 216\n", " 19 0.872832 0.801077 0.835416 16896\n", " 20 0.319107 0.541203 0.401487 898\n", "\n", "avg / total 0.741079 0.686548 0.710404 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.154959 0.487013 0.235110 154\n", " 11 0.022883 0.030864 0.026281 324\n", " 12 0.011788 0.018519 0.014406 324\n", " 13 0.014374 0.021605 0.017263 324\n", " 14 0.005780 0.009259 0.007117 324\n", " 15 0.012848 0.018519 0.015171 324\n", " 16 0.012407 0.015432 0.013755 324\n", " 17 0.018293 0.018519 0.018405 324\n", " 18 0.015544 0.018519 0.016901 324\n", " 19 0.847442 0.788886 0.817116 16484\n", " 20 0.644244 0.589093 0.615436 1577\n", "\n", "avg / total 0.723121 0.675590 0.697745 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.932282 0.919459 0.925826 16650\n", " 20 0.793509 0.664662 0.723393 4157\n", "\n", "avg / total 0.904557 0.868554 0.885382 20807\n", "\n", "Classification report for turbine 11, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963919 0.933502 0.948467 18602\n", " 20 0.521858 0.699634 0.597809 1911\n", "\n", "avg / total 0.909698 0.898832 0.902859 20807\n", "\n", "Classification report for turbine 11, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.840008 0.916870 0.876758 13497\n", " 20 0.848135 0.603557 0.705243 7310\n", "\n", "avg / total 0.842863 0.806796 0.816501 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.966118 0.945573 0.955735 18998\n", " 20 0.571740 0.579326 0.575508 1809\n", "\n", "avg / total 0.931830 0.913731 0.922678 20807\n", "\n", "Classification report for turbine 11, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.964453 0.966562 0.965506 18751\n", " 20 0.708874 0.746439 0.727172 1755\n", "\n", "avg / total 0.928944 0.934013 0.931436 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 49\n", " 11 0.035398 0.013889 0.019950 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.057851 0.025641 0.035533 273\n", " 15 0.063380 0.035714 0.045685 252\n", " 16 0.006780 0.007937 0.007313 252\n", " 17 0.019305 0.019841 0.019569 252\n", " 18 0.017143 0.026549 0.020833 226\n", " 19 0.835216 0.888851 0.861199 14638\n", " 20 0.731534 0.616346 0.669018 4001\n", "\n", "avg / total 0.730772 0.745422 0.736359 20807\n", "\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.250000 0.042553 12\n", " 11 0.004320 0.027778 0.007477 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.005305 0.027778 0.008909 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.944364 0.785902 0.857877 18272\n", " 20 0.581733 0.700051 0.635431 1947\n", "\n", "avg / total 0.883790 0.755996 0.812900 20807\n", "\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.006452 0.076923 0.011905 13\n", " 11 0.001266 0.013889 0.002320 72\n", " 12 0.010169 0.041667 0.016349 72\n", " 13 0.013841 0.055556 0.022161 72\n", " 14 0.012448 0.041667 0.019169 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.011905 0.055556 0.019608 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.809944 0.787394 0.798510 12930\n", " 20 0.853325 0.591520 0.698703 7288\n", "\n", "avg / total 0.802387 0.697265 0.741230 20807\n", "\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.047059 0.307692 0.081633 13\n", " 11 0.010554 0.055556 0.017738 72\n", " 12 0.006780 0.027778 0.010899 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.005013 0.027778 0.008493 72\n", " 15 0.002283 0.013889 0.003922 72\n", " 16 0.002976 0.013889 0.004902 72\n", " 17 0.009967 0.041667 0.016086 72\n", " 18 0.005988 0.027778 0.009852 72\n", " 19 0.947457 0.824016 0.881435 18513\n", " 20 0.571744 0.607625 0.589138 1705\n", "\n", "avg / total 0.890029 0.783871 0.832832 20807\n", "\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.039216 0.105263 0.057143 19\n", " 11 0.014085 0.037037 0.020408 108\n", " 12 0.013514 0.027778 0.018182 108\n", " 13 0.005208 0.009259 0.006667 108\n", " 14 0.006135 0.009259 0.007380 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.007722 0.018519 0.010899 108\n", " 17 0.006390 0.018519 0.009501 108\n", " 18 0.003968 0.009259 0.005556 108\n", " 19 0.944136 0.885986 0.914137 18217\n", " 20 0.697753 0.727592 0.712360 1707\n", "\n", "avg / total 0.884187 0.836161 0.859249 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.926463 0.948108 0.937160 16650\n", " 20 0.770701 0.698581 0.732871 4157\n", "\n", "avg / total 0.895343 0.898255 0.896346 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.969260 0.936399 0.952546 18789\n", " 20 0.549906 0.723489 0.624866 2018\n", "\n", "avg / total 0.928588 0.915750 0.920765 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.823728 0.938283 0.877282 13497\n", " 20 0.846678 0.629275 0.721965 7310\n", "\n", "avg / total 0.831791 0.829721 0.822715 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.964832 0.955995 0.960393 18998\n", " 20 0.578417 0.634052 0.604958 1809\n", "\n", "avg / total 0.931236 0.928005 0.929491 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 66\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 68\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955086 0.971324 0.963137 18587\n", " 20 0.690126 0.761298 0.723967 1726\n", "\n", "avg / total 0.910432 0.930841 0.920430 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.926459 0.948048 0.937129 16650\n", " 20 0.770496 0.698581 0.732778 4157\n", "\n", "avg / total 0.895299 0.898207 0.896302 20807\n", "\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.970082 0.935335 0.952391 18789\n", " 20 0.548495 0.731417 0.626885 2018\n", "\n", "avg / total 0.929193 0.915557 0.920822 20807\n", "\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.821056 0.938949 0.876054 13497\n", " 20 0.846612 0.622161 0.717237 7310\n", "\n", "avg / total 0.830034 0.827654 0.820258 20807\n", "\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949806 0.955848 0.952817 18708\n", " 20 0.580303 0.641183 0.609226 1792\n", "\n", "avg / total 0.903969 0.914644 0.909167 20807\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976852 0.962579 0.969663 19027\n", " 20 0.710290 0.756180 0.732517 1780\n", "\n", "avg / total 0.954048 0.944922 0.949376 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.521810 0.583639 0.550996 2726\n", "\n", "avg / total 0.866938 0.873362 0.869933 21747\n", "\n", "Classification report for turbine 12, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.882702 0.843579 0.862697 15861\n", " 20 0.602089 0.690808 0.643404 5592\n", "\n", "avg / total 0.798612 0.792891 0.794645 21747\n", "\n", "Classification report for turbine 12, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.903421 0.892922 0.898140 16091\n", " 20 0.727404 0.712871 0.720064 5656\n", "\n", "avg / total 0.857642 0.846094 0.851826 21747\n", "\n", "Classification report for turbine 12, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974240 0.922376 0.947599 19968\n", " 20 0.470059 0.675098 0.554222 1779\n", "\n", "avg / total 0.932995 0.902147 0.915419 21747\n", "\n", "Classification report for turbine 12, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982065 0.938683 0.959884 20125\n", " 20 0.536183 0.781134 0.635885 1622\n", "\n", "avg / total 0.948809 0.926932 0.935719 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.875873 0.840630 0.857890 15806\n", " 20 0.615478 0.717222 0.662466 5644\n", "\n", "avg / total 0.796331 0.797121 0.795455 21747\n", "\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.899080 0.880865 0.889879 16091\n", " 20 0.722421 0.715523 0.718955 5656\n", "\n", "avg / total 0.853134 0.837863 0.845425 21747\n", "\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973015 0.911909 0.941471 19968\n", " 20 0.486392 0.703204 0.575040 1779\n", "\n", "avg / total 0.933207 0.894836 0.911496 21747\n", "\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981188 0.927801 0.953748 20125\n", " 20 0.537345 0.776202 0.635057 1622\n", "\n", "avg / total 0.948084 0.916494 0.929978 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.894983 0.842488 0.867943 16094\n", " 20 0.615734 0.718557 0.663184 5653\n", "\n", "avg / total 0.822394 0.810273 0.814717 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.902559 0.903176 0.902867 16091\n", " 20 0.724004 0.722595 0.723299 5656\n", "\n", "avg / total 0.856120 0.856210 0.856165 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.974072 0.933193 0.953195 19968\n", " 20 0.490256 0.721192 0.583712 1779\n", "\n", "avg / total 0.934494 0.915850 0.922969 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.981734 0.945391 0.963220 20125\n", " 20 0.535699 0.781751 0.635748 1622\n", "\n", "avg / total 0.948466 0.933186 0.938795 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.930507 0.929414 0.929960 18729\n", " 20 0.565132 0.569251 0.567184 3018\n", "\n", "avg / total 0.879801 0.879432 0.879615 21747\n", "\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 152\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 78\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.862686 0.841854 0.852143 15530\n", " 20 0.578732 0.714553 0.639511 5339\n", "\n", "avg / total 0.758144 0.776613 0.765537 21747\n", "\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.874566 0.843728 0.858870 15825\n", " 20 0.722752 0.700018 0.711203 5627\n", "\n", "avg / total 0.823421 0.795098 0.809011 21747\n", "\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976480 0.883664 0.927756 19968\n", " 20 0.473109 0.632940 0.541476 1779\n", "\n", "avg / total 0.935302 0.863154 0.896157 21747\n", "\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981532 0.919006 0.949240 20125\n", " 20 0.512401 0.675092 0.582602 1622\n", "\n", "avg / total 0.946541 0.900814 0.921895 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.895039 0.842985 0.868232 16094\n", " 20 0.616482 0.718557 0.663617 5653\n", "\n", "avg / total 0.822630 0.810641 0.815044 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.902173 0.903238 0.902705 16091\n", " 20 0.723789 0.721358 0.722572 5656\n", "\n", "avg / total 0.855778 0.855934 0.855855 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.970901 0.932392 0.951257 19968\n", " 20 0.474912 0.686341 0.561379 1779\n", "\n", "avg / total 0.930327 0.912264 0.919363 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 361\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953132 0.946932 0.950022 19522\n", " 20 0.420493 0.767857 0.543407 1288\n", "\n", "avg / total 0.880519 0.895526 0.885006 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.929954 0.918682 0.924284 18729\n", " 20 0.556937 0.549370 0.553128 3018\n", "\n", "avg / total 0.878187 0.867430 0.872775 21747\n", "\n", "Classification report for turbine 12, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.894848 0.840748 0.866955 16094\n", " 20 0.617021 0.718203 0.663778 5653\n", "\n", "avg / total 0.822629 0.808893 0.814140 21747\n", "\n", "Classification report for turbine 12, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.900627 0.901746 0.901186 16091\n", " 20 0.721524 0.710042 0.715737 5656\n", "\n", "avg / total 0.854045 0.851888 0.852954 21747\n", "\n", "Classification report for turbine 12, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957312 0.930949 0.943946 19681\n", " 20 0.476172 0.687923 0.562789 1772\n", "\n", "avg / total 0.905166 0.898561 0.900127 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.967564 0.936741 0.951903 19839\n", " 20 0.531915 0.778816 0.632111 1605\n", "\n", "avg / total 0.921931 0.912034 0.915038 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.930642 0.929201 0.929921 18729\n", " 20 0.564818 0.570245 0.567519 3018\n", "\n", "avg / total 0.879873 0.879386 0.879627 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1082\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.850211 0.886983 0.868208 14520\n", " 20 0.578421 0.722780 0.642593 5281\n", "\n", "avg / total 0.708130 0.767738 0.735730 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.892616 0.854950 0.873377 16091\n", " 20 0.714392 0.679279 0.696393 5656\n", "\n", "avg / total 0.846263 0.809261 0.827347 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.029851 0.033058 67\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.010309 0.013889 0.011834 72\n", " 19 0.950401 0.906374 0.927865 19471\n", " 20 0.434148 0.674219 0.528184 1633\n", "\n", "avg / total 0.883683 0.862280 0.870560 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 93\n", " 11 0.015385 0.015748 0.015564 127\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.008547 0.009259 0.008889 108\n", " 15 0.006135 0.009259 0.007380 108\n", " 16 0.008065 0.009259 0.008621 108\n", " 17 0.010989 0.018519 0.013793 108\n", " 18 0.004831 0.009259 0.006349 108\n", " 19 0.936362 0.879424 0.907000 19241\n", " 20 0.493477 0.716993 0.584599 1530\n", "\n", "avg / total 0.863461 0.828896 0.843927 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.930638 0.929147 0.929892 18729\n", " 20 0.564633 0.570245 0.567425 3018\n", "\n", "avg / total 0.879845 0.879340 0.879590 21747\n", "\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.894049 0.849229 0.871063 15958\n", " 20 0.595993 0.716214 0.650596 5483\n", "\n", "avg / total 0.806321 0.803743 0.803221 21747\n", "\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 19 0.892802 0.901125 0.896944 16091\n", " 20 0.714730 0.690594 0.702455 5656\n", "\n", "avg / total 0.846489 0.846370 0.846361 21747\n", "\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973628 0.929988 0.951308 19968\n", " 20 0.485385 0.709387 0.576387 1779\n", "\n", "avg / total 0.933687 0.911942 0.920637 21747\n", "\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 19 0.981275 0.945242 0.962922 20125\n", " 20 0.534331 0.748459 0.623523 1622\n", "\n", "avg / total 0.947940 0.930565 0.937608 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004367 0.020000 0.007168 50\n", " 11 0.012097 0.027778 0.016854 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.006452 0.009259 0.007605 108\n", " 14 0.011976 0.018519 0.014545 108\n", " 15 0.058537 0.111111 0.076677 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.001818 0.009259 0.003040 108\n", " 19 0.893689 0.833622 0.862611 17869\n", " 20 0.554857 0.535762 0.545142 2964\n", "\n", "avg / total 0.810408 0.758909 0.783693 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.305556 0.012639 0.024274 2611\n", " 11 0.019481 0.008535 0.011869 703\n", " 12 0.053892 0.018750 0.027821 480\n", " 13 0.012618 0.009390 0.010767 426\n", " 14 0.063380 0.049861 0.055814 361\n", " 15 0.011628 0.006757 0.008547 296\n", " 16 0.015748 0.008032 0.010638 249\n", " 17 0.018519 0.023148 0.020576 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.735948 0.736442 0.736194 13405\n", " 20 0.270981 0.618175 0.376793 2784\n", "\n", "avg / total 0.528660 0.536718 0.507523 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000859 0.005882 0.001499 170\n", " 11 0.000817 0.013889 0.001543 72\n", " 12 0.027132 0.194444 0.047619 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.023148 0.069444 0.034722 72\n", " 19 0.870809 0.697024 0.774285 15724\n", " 20 0.669282 0.436422 0.528332 5277\n", "\n", "avg / total 0.792212 0.610843 0.688332 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.089655 0.214876 0.126521 121\n", " 11 0.001538 0.027778 0.002915 36\n", " 12 0.002364 0.027778 0.004357 36\n", " 13 0.004320 0.055556 0.008016 36\n", " 14 0.002110 0.027778 0.003922 36\n", " 15 0.002732 0.027778 0.004975 36\n", " 16 0.033033 0.305556 0.059621 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963191 0.784030 0.864425 19725\n", " 20 0.423492 0.583385 0.490743 1613\n", "\n", "avg / total 0.905621 0.756380 0.821294 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.200647 0.255144 0.224638 243\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.003185 0.027778 0.005714 36\n", " 13 0.003810 0.055556 0.007130 36\n", " 14 0.004357 0.055556 0.008081 36\n", " 15 0.002618 0.027778 0.004785 36\n", " 16 0.009772 0.083333 0.017493 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971038 0.787421 0.869643 19842\n", " 20 0.436087 0.645560 0.520540 1374\n", "\n", "avg / total 0.915810 0.762496 0.828933 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.735294 0.254902 0.378567 1275\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.011006 0.032407 0.016432 216\n", " 13 0.007396 0.023148 0.011211 216\n", " 14 0.018657 0.026738 0.021978 187\n", " 15 0.004310 0.011111 0.006211 180\n", " 16 0.016807 0.055556 0.025806 180\n", " 17 0.001754 0.005556 0.002667 180\n", " 18 0.007273 0.011111 0.008791 180\n", " 19 0.843816 0.736265 0.786380 17237\n", " 20 0.462813 0.714881 0.561871 1680\n", "\n", "avg / total 0.748277 0.655217 0.689721 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.241346 0.399028 0.300773 1852\n", " 11 0.044444 0.048128 0.046213 374\n", " 12 0.033223 0.028490 0.030675 351\n", " 13 0.028235 0.037037 0.032043 324\n", " 14 0.014493 0.018519 0.016260 324\n", " 15 0.004894 0.009259 0.006403 324\n", " 16 0.014045 0.015432 0.014706 324\n", " 17 0.006849 0.009901 0.008097 303\n", " 18 0.008646 0.010676 0.009554 281\n", " 19 0.785104 0.664995 0.720075 14361\n", " 20 0.434823 0.478320 0.455536 2929\n", "\n", "avg / total 0.600000 0.540304 0.565042 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.003685 0.082474 0.007055 97\n", " 11 0.005831 0.018519 0.008869 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.002525 0.010526 0.004073 95\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.002326 0.027778 0.004292 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.015528 0.069444 0.025381 72\n", " 19 0.853029 0.725224 0.783952 15398\n", " 20 0.631058 0.342949 0.444393 5581\n", "\n", "avg / total 0.766054 0.602336 0.669316 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.208651 0.183445 0.195238 447\n", " 11 0.000000 0.000000 0.000000 151\n", " 12 0.000000 0.000000 0.000000 115\n", " 13 0.008961 0.046296 0.015015 108\n", " 14 0.006961 0.027778 0.011132 108\n", " 15 0.008114 0.037037 0.013311 108\n", " 16 0.004082 0.018519 0.006689 108\n", " 17 0.004098 0.018519 0.006711 108\n", " 18 0.002004 0.009259 0.003295 108\n", " 19 0.928430 0.741827 0.824705 19026\n", " 20 0.324387 0.515441 0.398182 1360\n", "\n", "avg / total 0.837010 0.685796 0.750710 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.135266 0.208955 0.164223 134\n", " 11 0.019068 0.058065 0.028708 155\n", " 12 0.003339 0.013889 0.005384 144\n", " 13 0.001757 0.006944 0.002805 144\n", " 14 0.006787 0.023077 0.010490 130\n", " 15 0.002985 0.018519 0.005141 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.002151 0.009259 0.003490 108\n", " 19 0.938574 0.745549 0.831000 19265\n", " 20 0.434230 0.661206 0.524203 1343\n", "\n", "avg / total 0.859339 0.703407 0.769906 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.894945 0.842674 0.868024 16094\n", " 20 0.615956 0.718380 0.663237 5653\n", "\n", "avg / total 0.822424 0.810365 0.814791 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.901105 0.902057 0.901581 16091\n", " 20 0.720518 0.718352 0.719433 5656\n", "\n", "avg / total 0.854138 0.854279 0.854208 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.973338 0.932392 0.952425 19968\n", " 20 0.484536 0.713322 0.577080 1779\n", "\n", "avg / total 0.933351 0.914471 0.921720 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.981749 0.946186 0.963640 20125\n", " 20 0.539345 0.781751 0.638309 1622\n", "\n", "avg / total 0.948752 0.933922 0.939375 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.228571 0.145455 0.177778 55\n", " 11 0.195876 0.058642 0.090261 324\n", " 12 0.059701 0.012346 0.020460 324\n", " 13 0.009967 0.009259 0.009600 324\n", " 14 0.000000 0.000000 0.000000 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.009524 0.003367 0.004975 297\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.829497 0.888922 0.858182 16583\n", " 20 0.464927 0.531783 0.496113 2580\n", "\n", "avg / total 0.692349 0.742539 0.715568 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.021277 0.291667 0.039660 24\n", " 11 0.013193 0.034722 0.019120 144\n", " 12 0.016818 0.090278 0.028353 144\n", " 13 0.011468 0.034722 0.017241 144\n", " 14 0.005848 0.020833 0.009132 144\n", " 15 0.009585 0.020833 0.013129 144\n", " 16 0.058201 0.152778 0.084291 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007792 0.020833 0.011342 144\n", " 19 0.878261 0.699008 0.778448 15316\n", " 20 0.583729 0.632160 0.606980 5255\n", "\n", "avg / total 0.760433 0.647859 0.696171 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.003425 0.090909 0.006601 22\n", " 11 0.018927 0.125000 0.032877 144\n", " 12 0.014446 0.062500 0.023468 144\n", " 13 0.002519 0.006944 0.003697 144\n", " 14 0.029340 0.083333 0.043400 144\n", " 15 0.006299 0.027778 0.010270 144\n", " 16 0.013333 0.027778 0.018018 144\n", " 17 0.020997 0.055556 0.030476 144\n", " 18 0.011494 0.020833 0.014815 144\n", " 19 0.851133 0.712062 0.775411 15031\n", " 20 0.710214 0.593468 0.646614 5542\n", "\n", "avg / total 0.770054 0.646204 0.701907 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.038462 0.100000 0.055556 20\n", " 11 0.060784 0.287037 0.100324 108\n", " 12 0.006466 0.027778 0.010490 108\n", " 13 0.004525 0.018519 0.007273 108\n", " 14 0.014799 0.064815 0.024096 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.002674 0.009259 0.004149 108\n", " 17 0.002151 0.009259 0.003490 108\n", " 18 0.005063 0.018519 0.007952 108\n", " 19 0.945016 0.789367 0.860207 19204\n", " 20 0.478660 0.628692 0.543512 1659\n", "\n", "avg / total 0.871539 0.747275 0.801915 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.080000 0.057971 25\n", " 11 0.013453 0.020833 0.016349 144\n", " 12 0.010101 0.020833 0.013605 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.032178 0.090278 0.047445 144\n", " 15 0.003984 0.006944 0.005063 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.002571 0.006944 0.003752 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.930881 0.836377 0.881102 19001\n", " 20 0.536479 0.702996 0.608552 1569\n", "\n", "avg / total 0.852509 0.782545 0.814388 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.895018 0.842799 0.868124 16094\n", " 20 0.616201 0.718557 0.663454 5653\n", "\n", "avg / total 0.822541 0.810503 0.814921 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.902269 0.901933 0.902101 16091\n", " 20 0.721300 0.722065 0.721682 5656\n", "\n", "avg / total 0.855202 0.855152 0.855177 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.972932 0.932442 0.952257 19968\n", " 20 0.483142 0.708825 0.574618 1779\n", "\n", "avg / total 0.932865 0.914149 0.921364 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.981550 0.946385 0.963647 20125\n", " 20 0.539479 0.779285 0.637579 1622\n", "\n", "avg / total 0.948578 0.933922 0.939327 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.930688 0.929147 0.929917 18729\n", " 20 0.564775 0.570577 0.567661 3018\n", "\n", "avg / total 0.879907 0.879386 0.879644 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.895011 0.842736 0.868088 16094\n", " 20 0.616108 0.718557 0.663400 5653\n", "\n", "avg / total 0.822512 0.810457 0.814880 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.893725 0.904667 0.899163 16091\n", " 20 0.718996 0.693953 0.706253 5656\n", "\n", "avg / total 0.848282 0.849864 0.848991 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.960420 0.931822 0.945905 19713\n", " 20 0.475773 0.720393 0.573070 1731\n", "\n", "avg / total 0.908462 0.902009 0.903049 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981557 0.938832 0.959720 20125\n", " 20 0.538593 0.778668 0.636753 1622\n", "\n", "avg / total 0.948519 0.926886 0.935631 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 70\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.950623 0.929184 0.939781 19953\n", " 20 0.413162 0.556296 0.474162 1501\n", "\n", "avg / total 0.898035 0.888273 0.892315 21812\n", "\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 124\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 168\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.825329 0.888206 0.855614 15305\n", " 20 0.702392 0.590601 0.641664 5171\n", "\n", "avg / total 0.745632 0.763250 0.752486 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.134146 0.040441 0.062147 272\n", " 11 0.030568 0.048611 0.037534 144\n", " 12 0.018182 0.034722 0.023866 144\n", " 13 0.002506 0.006944 0.003683 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 134\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.781116 0.861115 0.819167 13162\n", " 20 0.773631 0.609613 0.681898 7344\n", "\n", "avg / total 0.733838 0.725977 0.725106 21812\n", "\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956858 0.823318 0.885079 18938\n", " 20 0.649750 0.677105 0.663145 2874\n", "\n", "avg / total 0.916393 0.804053 0.855837 21812\n", "\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.205479 0.428571 0.277778 35\n", " 11 0.013812 0.068493 0.022989 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.003472 0.013889 0.005556 72\n", " 17 0.011765 0.041667 0.018349 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.941760 0.844391 0.890422 19112\n", " 20 0.608326 0.685824 0.644755 2088\n", "\n", "avg / total 0.883844 0.806620 0.842523 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.031963 0.437500 0.059574 16\n", " 11 0.002622 0.041667 0.004934 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.933221 0.762856 0.839482 19583\n", " 20 0.431503 0.513745 0.469046 1637\n", "\n", "avg / total 0.870270 0.723913 0.788956 21812\n", "\n", "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 35\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.006289 0.013889 0.008658 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.012903 0.027778 0.017621 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.014815 0.027778 0.019324 72\n", " 19 0.868505 0.847130 0.857684 15765\n", " 20 0.714154 0.568985 0.633357 5436\n", "\n", "avg / total 0.805821 0.754310 0.777902 21812\n", "\n", "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.842741 0.817816 0.830091 14167\n", " 20 0.824932 0.674297 0.742047 7645\n", "\n", "avg / total 0.836499 0.767513 0.799232 21812\n", "\n", "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965313 0.869944 0.915151 18938\n", " 20 0.647475 0.700418 0.672907 2874\n", "\n", "avg / total 0.923434 0.847607 0.883232 21812\n", "\n", "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969197 0.914952 0.941294 19636\n", " 20 0.639138 0.721967 0.678032 2176\n", "\n", "avg / total 0.936270 0.895700 0.915030 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.959274 0.947225 0.953211 20142\n", " 20 0.447218 0.514970 0.478709 1670\n", "\n", "avg / total 0.920069 0.914130 0.916882 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.877419 0.920279 0.898338 16357\n", " 20 0.719931 0.614482 0.663040 5455\n", "\n", "avg / total 0.838033 0.843802 0.839492 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.842775 0.915649 0.877702 14167\n", " 20 0.813863 0.683453 0.742979 7645\n", "\n", "avg / total 0.832642 0.834266 0.830482 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.959837 0.935104 0.947309 18938\n", " 20 0.634444 0.742171 0.684092 2874\n", "\n", "avg / total 0.916963 0.909683 0.912627 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.969984 0.954522 0.962191 19636\n", " 20 0.641221 0.733456 0.684244 2176\n", "\n", "avg / total 0.937186 0.932468 0.934463 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.957984 0.948615 0.953277 20142\n", " 20 0.445635 0.498204 0.470455 1670\n", "\n", "avg / total 0.918757 0.914130 0.916310 21812\n", "\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.877831 0.921624 0.899195 16357\n", " 20 0.723647 0.615399 0.665148 5455\n", "\n", "avg / total 0.839271 0.845039 0.840662 21812\n", "\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.824495 0.914740 0.867277 13887\n", " 20 0.811085 0.680954 0.740345 7629\n", "\n", "avg / total 0.808616 0.820557 0.811111 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 94\n", " 11 0.000000 0.000000 0.000000 125\n", " 12 0.000000 0.000000 0.000000 118\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.919046 0.922554 0.920796 18077\n", " 20 0.619656 0.758909 0.682249 2750\n", "\n", "avg / total 0.839796 0.860260 0.849139 21812\n", "\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 198\n", " 11 0.000000 0.000000 0.000000 97\n", " 12 0.012987 0.013889 0.013423 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.008850 0.013889 0.010811 72\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.950043 0.910018 0.929600 19226\n", " 20 0.520329 0.691972 0.593999 1831\n", "\n", "avg / total 0.881158 0.860306 0.869331 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955386 0.904243 0.929111 19988\n", " 20 0.376646 0.430065 0.401587 1530\n", "\n", "avg / total 0.901913 0.858793 0.879585 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.307692 0.014745 0.028142 2984\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.003067 0.013889 0.005025 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.844195 0.915428 0.878370 15608\n", " 20 0.351319 0.554085 0.429997 2644\n", "\n", "avg / total 0.688770 0.724280 0.684524 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.873052 0.873791 0.873421 14167\n", " 20 0.771186 0.511838 0.615300 7645\n", "\n", "avg / total 0.837348 0.746928 0.782951 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.381743 0.070229 0.118633 1310\n", " 11 0.000000 0.000000 0.000000 354\n", " 12 0.022222 0.003215 0.005618 311\n", " 13 0.039216 0.007937 0.013201 252\n", " 14 0.000000 0.000000 0.000000 224\n", " 15 0.000000 0.000000 0.000000 186\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.867273 0.919141 0.892454 17005\n", " 20 0.351641 0.683436 0.464360 1630\n", "\n", "avg / total 0.726116 0.772006 0.737831 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.009324 0.106667 0.017149 75\n", " 11 0.006410 0.013889 0.008772 144\n", " 12 0.003322 0.006944 0.004494 144\n", " 13 0.003175 0.006944 0.004357 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.939898 0.863058 0.899840 18935\n", " 20 0.414850 0.426667 0.420675 1650\n", "\n", "avg / total 0.847424 0.782047 0.813149 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.958338 0.946728 0.952498 20142\n", " 20 0.439394 0.503593 0.469308 1670\n", "\n", "avg / total 0.918605 0.912800 0.915503 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.877437 0.919117 0.897793 16357\n", " 20 0.717187 0.615032 0.662193 5455\n", "\n", "avg / total 0.837360 0.843068 0.838872 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.836071 0.916214 0.874310 14167\n", " 20 0.811198 0.667103 0.732127 7645\n", "\n", "avg / total 0.827353 0.828902 0.824475 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.948769 0.936283 0.942485 18692\n", " 20 0.635769 0.756719 0.690991 2828\n", "\n", "avg / total 0.895487 0.900468 0.897261 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968856 0.941078 0.954765 19636\n", " 20 0.640942 0.725184 0.680466 2176\n", "\n", "avg / total 0.936143 0.919540 0.927401 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.957215 0.947473 0.952319 20142\n", " 20 0.435733 0.489222 0.460931 1670\n", "\n", "avg / total 0.917289 0.912388 0.914697 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1056\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 88\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 43\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.810882 0.917780 0.861026 15118\n", " 20 0.691980 0.636470 0.663066 5111\n", "\n", "avg / total 0.724171 0.785256 0.752151 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.046348 0.578947 0.085826 57\n", " 11 0.010638 0.009259 0.009901 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.058824 0.018519 0.028169 108\n", " 16 0.050000 0.009259 0.015625 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.784346 0.870716 0.825277 13304\n", " 20 0.803619 0.632134 0.707636 7587\n", "\n", "avg / total 0.758644 0.752659 0.750000 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.019802 0.014184 0.016529 282\n", " 11 0.012085 0.020833 0.015296 192\n", " 12 0.010309 0.011111 0.010695 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.008889 0.011696 0.010101 171\n", " 15 0.003333 0.006944 0.004505 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.015873 0.020833 0.018018 144\n", " 19 0.885916 0.837606 0.861084 17513\n", " 20 0.610159 0.707138 0.655078 2718\n", "\n", "avg / total 0.787984 0.761370 0.773664 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 160\n", " 11 0.003030 0.005556 0.003922 180\n", " 12 0.007843 0.011111 0.009195 180\n", " 13 0.022222 0.038889 0.028283 180\n", " 14 0.021053 0.033333 0.025806 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.012903 0.022222 0.016327 180\n", " 17 0.023923 0.027778 0.025707 180\n", " 18 0.007722 0.011111 0.009112 180\n", " 19 0.904241 0.844930 0.873580 18295\n", " 20 0.590792 0.716223 0.647489 1917\n", "\n", "avg / total 0.811177 0.772877 0.790606 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.959497 0.943253 0.951306 20142\n", " 20 0.431626 0.519760 0.471611 1670\n", "\n", "avg / total 0.919081 0.910829 0.914579 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.881332 0.918995 0.899770 16357\n", " 20 0.721405 0.628964 0.672020 5455\n", "\n", "avg / total 0.841336 0.846461 0.842811 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.838205 0.915784 0.875279 14154\n", " 20 0.775835 0.668613 0.718244 7366\n", "\n", "avg / total 0.805921 0.820053 0.810530 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.961482 0.935843 0.948489 18938\n", " 20 0.639452 0.746695 0.688925 2874\n", "\n", "avg / total 0.919051 0.910921 0.914289 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969608 0.955337 0.962420 19636\n", " 20 0.645528 0.729779 0.685073 2176\n", "\n", "avg / total 0.937277 0.932835 0.934751 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 119\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.013333 0.009259 0.010929 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.070175 0.037037 0.048485 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.917434 0.921100 0.919263 19265\n", " 20 0.419168 0.508951 0.459717 1564\n", "\n", "avg / total 0.840774 0.850266 0.845178 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.002123 0.008403 0.003390 119\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.854464 0.817061 0.835344 16060\n", " 20 0.655817 0.533913 0.588620 5057\n", "\n", "avg / total 0.781194 0.725426 0.751544 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.032967 0.041667 0.036810 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.011494 0.013889 0.012579 72\n", " 19 0.810029 0.842380 0.825888 13596\n", " 20 0.797585 0.589192 0.677731 7624\n", "\n", "avg / total 0.783841 0.731203 0.751850 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.095238 0.017442 0.029484 688\n", " 11 0.023102 0.014675 0.017949 477\n", " 12 0.038760 0.012626 0.019048 396\n", " 13 0.016216 0.007576 0.010327 396\n", " 14 0.023148 0.013333 0.016920 375\n", " 15 0.005917 0.002778 0.003781 360\n", " 16 0.004878 0.002778 0.003540 360\n", " 17 0.015038 0.011111 0.012780 360\n", " 18 0.028226 0.020710 0.023891 338\n", " 19 0.810004 0.858465 0.833531 15996\n", " 20 0.436587 0.636496 0.517920 2066\n", "\n", "avg / total 0.641145 0.691913 0.663181 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.002475 0.062500 0.004762 16\n", " 11 0.006309 0.037037 0.010782 108\n", " 12 0.006834 0.027778 0.010969 108\n", " 13 0.002128 0.009259 0.003460 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.004684 0.018519 0.007477 108\n", " 18 0.010183 0.046296 0.016694 108\n", " 19 0.928333 0.749576 0.829433 18888\n", " 20 0.552376 0.557241 0.554798 2044\n", "\n", "avg / total 0.855799 0.702045 0.770481 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.633080 0.567291 0.598383 587\n", " 11 0.000000 0.000000 0.000000 112\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.003012 0.009259 0.004545 108\n", " 16 0.010830 0.027778 0.015584 108\n", " 17 0.018692 0.018519 0.018605 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.922463 0.871609 0.896315 19355\n", " 20 0.247038 0.416168 0.310037 1002\n", "\n", "avg / total 0.847099 0.808087 0.825888 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.242933 0.277918 0.259251 1979\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.003984 0.009259 0.005571 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.024390 0.037037 0.029412 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.842267 0.801911 0.821594 15695\n", " 20 0.337464 0.282834 0.307743 3274\n", "\n", "avg / total 0.678896 0.644920 0.661072 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.051409 0.247031 0.085106 421\n", " 11 0.004348 0.027778 0.007519 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.776987 0.776930 0.776959 13498\n", " 20 0.730305 0.380074 0.499955 7317\n", "\n", "avg / total 0.726819 0.613149 0.650189 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.186667 0.626198 0.287601 313\n", " 11 0.000000 0.000000 0.000000 224\n", " 12 0.000000 0.000000 0.000000 222\n", " 13 0.045455 0.025316 0.032520 237\n", " 14 0.021429 0.016393 0.018576 183\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.011719 0.016667 0.013761 180\n", " 17 0.009146 0.016667 0.011811 180\n", " 18 0.004219 0.005556 0.004796 180\n", " 19 0.886504 0.847139 0.866375 17408\n", " 20 0.516453 0.513772 0.515109 2505\n", "\n", "avg / total 0.770384 0.744819 0.755492 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.365517 0.085969 0.139199 1233\n", " 11 0.013333 0.008219 0.010169 365\n", " 12 0.014388 0.013029 0.013675 307\n", " 13 0.014493 0.019841 0.016750 252\n", " 14 0.008746 0.011905 0.010084 252\n", " 15 0.002924 0.003968 0.003367 252\n", " 16 0.006135 0.007937 0.006920 252\n", " 17 0.011905 0.015873 0.013605 252\n", " 18 0.010638 0.015873 0.012739 252\n", " 19 0.876311 0.819767 0.847096 17838\n", " 20 0.127208 0.517056 0.204183 557\n", "\n", "avg / total 0.741623 0.689666 0.706940 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.957688 0.945040 0.951322 20142\n", " 20 0.428202 0.496407 0.459789 1670\n", "\n", "avg / total 0.917148 0.910691 0.913689 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.880940 0.919178 0.899653 16357\n", " 20 0.721391 0.627498 0.671176 5455\n", "\n", "avg / total 0.841038 0.846231 0.842513 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.848594 0.915861 0.880945 14167\n", " 20 0.817234 0.697188 0.752453 7645\n", "\n", "avg / total 0.837602 0.839217 0.835909 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.951691 0.935389 0.943470 18681\n", " 20 0.636627 0.773864 0.698569 2839\n", "\n", "avg / total 0.897943 0.901843 0.898964 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969749 0.950143 0.959846 19636\n", " 20 0.637821 0.731618 0.681507 2176\n", "\n", "avg / total 0.936635 0.928342 0.932078 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 56\n", " 11 0.000000 0.000000 0.000000 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.000000 0.000000 0.000000 324\n", " 15 0.000000 0.000000 0.000000 315\n", " 16 0.000000 0.000000 0.000000 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.849623 0.949164 0.896639 17822\n", " 20 0.399054 0.520219 0.451651 1459\n", "\n", "avg / total 0.720897 0.810334 0.762831 21812\n", "\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.011364 0.250000 0.021739 12\n", " 11 0.021692 0.138889 0.037523 72\n", " 12 0.009634 0.069444 0.016920 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.001449 0.013889 0.002625 72\n", " 15 0.002088 0.027778 0.003883 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.006834 0.041667 0.011742 72\n", " 18 0.001613 0.013889 0.002890 72\n", " 19 0.821398 0.675972 0.741623 15798\n", " 20 0.727390 0.518798 0.605637 5426\n", "\n", "avg / total 0.776019 0.619796 0.688064 21812\n", "\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.008403 0.027778 0.012903 144\n", " 12 0.005865 0.013889 0.008247 144\n", " 13 0.012480 0.055556 0.020382 144\n", " 14 0.003731 0.027778 0.006579 144\n", " 15 0.020690 0.041667 0.027650 144\n", " 16 0.019324 0.027778 0.022792 144\n", " 17 0.013559 0.027778 0.018223 144\n", " 18 0.020747 0.034722 0.025974 144\n", " 19 0.803321 0.755172 0.778503 13197\n", " 20 0.791979 0.597097 0.680867 7441\n", "\n", "avg / total 0.756906 0.662296 0.704236 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010870 0.052632 0.018018 19\n", " 11 0.008671 0.027778 0.013216 108\n", " 12 0.005181 0.018519 0.008097 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.006787 0.027778 0.010909 108\n", " 15 0.005357 0.027778 0.008982 108\n", " 16 0.002564 0.009259 0.004016 108\n", " 17 0.003559 0.018519 0.005970 108\n", " 18 0.002262 0.009259 0.003636 108\n", " 19 0.934685 0.771113 0.845056 18354\n", " 20 0.604257 0.705631 0.651021 2575\n", "\n", "avg / total 0.858018 0.732899 0.788227 21812\n", "\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.133333 0.117647 0.125000 17\n", " 11 0.023460 0.074074 0.035635 108\n", " 12 0.003226 0.009259 0.004785 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.005435 0.018519 0.008403 108\n", " 15 0.007317 0.027778 0.011583 108\n", " 16 0.002404 0.009259 0.003817 108\n", " 17 0.010684 0.046296 0.017361 108\n", " 18 0.005764 0.018519 0.008791 108\n", " 19 0.933047 0.821503 0.873729 18779\n", " 20 0.666812 0.710502 0.687964 2152\n", "\n", "avg / total 0.869486 0.778471 0.820656 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.959009 0.945487 0.952200 20142\n", " 20 0.438076 0.512575 0.472406 1670\n", "\n", "avg / total 0.919125 0.912342 0.915465 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.879843 0.920401 0.899665 16357\n", " 20 0.723038 0.623098 0.669358 5455\n", "\n", "avg / total 0.840628 0.846048 0.842067 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.842242 0.917625 0.878319 14167\n", " 20 0.816999 0.681491 0.743118 7645\n", "\n", "avg / total 0.833394 0.834862 0.830932 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.963354 0.938378 0.950702 18938\n", " 20 0.653195 0.764788 0.704600 2874\n", "\n", "avg / total 0.922487 0.915505 0.918275 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.969531 0.954471 0.961942 19636\n", " 20 0.639661 0.729320 0.681555 2176\n", "\n", "avg / total 0.936623 0.932010 0.933970 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.958111 0.945934 0.951984 20142\n", " 20 0.434579 0.501198 0.465517 1670\n", "\n", "avg / total 0.918028 0.911883 0.914738 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.881025 0.918567 0.899404 16357\n", " 20 0.720050 0.628048 0.670910 5455\n", "\n", "avg / total 0.840767 0.845911 0.842260 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.840275 0.915720 0.876376 14167\n", " 20 0.812647 0.677436 0.738907 7645\n", "\n", "avg / total 0.830591 0.832202 0.828194 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949135 0.934294 0.941656 18674\n", " 20 0.631778 0.763835 0.691559 2837\n", "\n", "avg / total 0.894760 0.899230 0.896132 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.970061 0.950448 0.960154 19636\n", " 20 0.635173 0.735294 0.681576 2176\n", "\n", "avg / total 0.936652 0.928984 0.932363 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981294 0.751197 0.850966 20880\n", " 20 0.405694 0.634744 0.495007 898\n", "\n", "avg / total 0.957559 0.746395 0.836288 21778\n", "\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.326923 0.180851 0.232877 94\n", " 11 0.078292 0.083969 0.081031 262\n", " 12 0.011236 0.010050 0.010610 199\n", " 13 0.005376 0.005556 0.005464 180\n", " 14 0.000000 0.000000 0.000000 146\n", " 15 0.017751 0.020833 0.019169 144\n", " 16 0.005988 0.006944 0.006431 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.931040 0.893601 0.911936 19596\n", " 20 0.346253 0.739310 0.471623 725\n", "\n", "avg / total 0.851940 0.830793 0.838559 21778\n", "\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.041850 0.542857 0.077710 35\n", " 11 0.044248 0.138889 0.067114 36\n", " 12 0.013699 0.055556 0.021978 36\n", " 13 0.016216 0.083333 0.027149 36\n", " 14 0.013245 0.055556 0.021390 36\n", " 15 0.004739 0.027778 0.008097 36\n", " 16 0.004115 0.027778 0.007168 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.003676 0.027778 0.006494 36\n", " 19 0.855599 0.877787 0.866551 17314\n", " 20 0.669125 0.328665 0.440810 4141\n", "\n", "avg / total 0.807684 0.761916 0.773134 21778\n", "\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984036 0.883811 0.931235 20854\n", " 20 0.405405 0.649351 0.499168 924\n", "\n", "avg / total 0.959486 0.873864 0.912903 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986036 0.904524 0.943523 20843\n", " 20 0.520883 0.706952 0.599819 935\n", "\n", "avg / total 0.966065 0.896042 0.928766 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.000000 0.000000 0.000000 98\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 47\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.874793 0.961370 0.916040 17551\n", " 20 0.625703 0.413263 0.497764 3770\n", "\n", "avg / total 0.813315 0.846313 0.824409 21778\n", "\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.984606 0.956939 0.970575 20854\n", " 20 0.410042 0.636364 0.498728 924\n", "\n", "avg / total 0.960229 0.943337 0.950556 21778\n", "\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.986834 0.967375 0.977008 20843\n", " 20 0.507042 0.654545 0.571429 935\n", "\n", "avg / total 0.966235 0.953944 0.959595 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.877281 0.961202 0.917326 17604\n", " 20 0.725703 0.432918 0.542317 4174\n", "\n", "avg / total 0.848229 0.859950 0.845451 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984616 0.957562 0.970901 20854\n", " 20 0.408818 0.662338 0.505576 924\n", "\n", "avg / total 0.960186 0.945036 0.951158 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.986871 0.970110 0.978419 20843\n", " 20 0.516680 0.712299 0.598921 935\n", "\n", "avg / total 0.966684 0.959041 0.962126 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969037 0.789004 0.869802 20626\n", " 20 0.382653 0.616921 0.472335 851\n", "\n", "avg / total 0.932730 0.771375 0.842249 21778\n", "\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990429 0.871554 0.927197 20896\n", " 20 0.433218 0.709751 0.538032 882\n", "\n", "avg / total 0.967862 0.865001 0.911436 21778\n", "\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.026667 0.142857 0.044944 14\n", " 11 0.022222 0.013889 0.017094 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.004255 0.013889 0.006515 72\n", " 19 0.848270 0.935937 0.889950 17030\n", " 20 0.722525 0.382636 0.500314 4158\n", "\n", "avg / total 0.801386 0.805124 0.791555 21778\n", "\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.060606 0.010000 0.017167 200\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.943661 0.911231 0.927162 19962\n", " 20 0.323218 0.609043 0.422314 752\n", "\n", "avg / total 0.876689 0.856369 0.864590 21778\n", "\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991961 0.899870 0.943674 20843\n", " 20 0.502176 0.617112 0.553743 935\n", "\n", "avg / total 0.970933 0.887731 0.926933 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.877281 0.961202 0.917326 17604\n", " 20 0.725703 0.432918 0.542317 4174\n", "\n", "avg / total 0.848229 0.859950 0.845451 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.984615 0.957514 0.970876 20854\n", " 20 0.408545 0.662338 0.505367 924\n", "\n", "avg / total 0.960174 0.944990 0.951125 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.979793 0.969946 0.974845 20696\n", " 20 0.409302 0.670902 0.508426 787\n", "\n", "avg / total 0.945905 0.946001 0.944784 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.877281 0.961202 0.917326 17604\n", " 20 0.725703 0.432918 0.542317 4174\n", "\n", "avg / total 0.848229 0.859950 0.845451 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.984615 0.957514 0.970876 20854\n", " 20 0.408545 0.662338 0.505367 924\n", "\n", "avg / total 0.960174 0.944990 0.951125 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.986870 0.970062 0.978394 20843\n", " 20 0.516279 0.712299 0.598652 935\n", "\n", "avg / total 0.966666 0.958995 0.962090 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984959 0.821695 0.895950 20880\n", " 20 0.406498 0.571269 0.475000 898\n", "\n", "avg / total 0.961107 0.811369 0.878593 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990757 0.892611 0.939127 20896\n", " 20 0.423455 0.683673 0.522984 882\n", "\n", "avg / total 0.967782 0.884149 0.922273 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.104294 0.031279 0.048125 1087\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.017621 0.027778 0.021563 144\n", " 13 0.000000 0.000000 0.000000 118\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.851583 0.932658 0.890278 16869\n", " 20 0.662399 0.457134 0.540949 3056\n", "\n", "avg / total 0.757900 0.788318 0.768053 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.010363 0.095238 0.018692 21\n", " 11 0.008403 0.018519 0.011561 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.058252 0.056075 0.057143 107\n", " 14 0.000000 0.000000 0.000000 98\n", " 15 0.012658 0.013889 0.013245 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.951422 0.911984 0.931285 20144\n", " 20 0.397506 0.564159 0.466392 904\n", "\n", "avg / total 0.896917 0.867481 0.881171 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 240\n", " 11 0.019531 0.027778 0.022936 180\n", " 12 0.021390 0.022222 0.021798 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.005236 0.005556 0.005391 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.010526 0.005556 0.007273 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.006410 0.005556 0.005952 180\n", " 19 0.917336 0.912136 0.914729 19405\n", " 20 0.401926 0.662338 0.500272 693\n", "\n", "avg / total 0.830691 0.834374 0.831500 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 251\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.874222 0.961345 0.915716 17540\n", " 20 0.625301 0.425177 0.506177 3662\n", "\n", "avg / total 0.809244 0.845762 0.822632 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984606 0.956891 0.970550 20854\n", " 20 0.410203 0.635281 0.498514 924\n", "\n", "avg / total 0.960235 0.943245 0.950523 21778\n", "\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973913 0.967897 0.970896 20559\n", " 20 0.504202 0.648649 0.567376 925\n", "\n", "avg / total 0.940815 0.941271 0.940650 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.036585 0.047244 164\n", " 11 0.005474 0.083333 0.010274 72\n", " 12 0.004637 0.041667 0.008345 72\n", " 13 0.027431 0.152778 0.046512 72\n", " 14 0.004107 0.027778 0.007156 72\n", " 15 0.005405 0.027778 0.009050 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.009231 0.041667 0.015113 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.959388 0.783268 0.862428 20177\n", " 20 0.396644 0.603949 0.478821 861\n", "\n", "avg / total 0.905229 0.751079 0.818632 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990497 0.897875 0.941915 20896\n", " 20 0.436281 0.760771 0.554545 882\n", "\n", "avg / total 0.968052 0.892323 0.926226 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.857544 0.917225 0.886381 17300\n", " 20 0.711901 0.398897 0.511299 4169\n", "\n", "avg / total 0.817496 0.804987 0.802002 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.014925 0.013889 0.014388 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.007299 0.013889 0.009569 72\n", " 19 0.959567 0.928266 0.943657 20325\n", " 20 0.391513 0.658228 0.490987 869\n", "\n", "avg / total 0.911241 0.892690 0.900368 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 160\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.959857 0.942619 0.951160 20268\n", " 20 0.396120 0.633075 0.487320 774\n", "\n", "avg / total 0.907383 0.899761 0.902530 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984192 0.915374 0.948536 20880\n", " 20 0.402379 0.640312 0.494199 898\n", "\n", "avg / total 0.960201 0.904032 0.929802 21778\n", "\n", "Classification report for turbine 14, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990755 0.938553 0.963948 20896\n", " 20 0.432892 0.778912 0.556501 882\n", "\n", "avg / total 0.968162 0.932087 0.947446 21778\n", "\n", "Classification report for turbine 14, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 278\n", " 11 0.000000 0.000000 0.000000 184\n", " 12 0.040000 0.006944 0.011834 144\n", " 13 0.035714 0.006944 0.011628 144\n", " 14 0.000000 0.000000 0.000000 118\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.040000 0.009259 0.015038 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.823659 0.952081 0.883226 16528\n", " 20 0.695407 0.436962 0.536692 3950\n", "\n", "avg / total 0.751929 0.801956 0.767880 21778\n", "\n", "Classification report for turbine 14, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.007353 0.029412 0.011765 34\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.050000 0.111111 0.068966 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.021164 0.055556 0.030651 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960561 0.901390 0.930035 20292\n", " 20 0.383358 0.589714 0.464656 875\n", "\n", "avg / total 0.910667 0.864175 0.885592 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 170\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.958019 0.928043 0.942793 20262\n", " 20 0.342806 0.505236 0.408466 764\n", "\n", "avg / total 0.903356 0.881164 0.891493 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 61\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973101 0.959558 0.966282 20622\n", " 20 0.386001 0.690211 0.495111 807\n", "\n", "avg / total 0.935751 0.934200 0.933337 21778\n", "\n", "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 145\n", " 11 0.000000 0.000000 0.000000 154\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 128\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.032258 0.018519 0.023529 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.105263 0.055556 0.072727 108\n", " 19 0.943826 0.936816 0.940308 19926\n", " 20 0.351598 0.727395 0.474055 741\n", "\n", "avg / total 0.876209 0.882267 0.876952 21778\n", "\n", "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.023923 0.055556 0.033445 90\n", " 11 0.000000 0.000000 0.000000 74\n", " 12 0.004975 0.013889 0.007326 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.010204 0.013889 0.011765 72\n", " 16 0.005236 0.013889 0.007605 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.859503 0.902588 0.880518 17236\n", " 20 0.632113 0.369902 0.466699 3874\n", "\n", "avg / total 0.792856 0.780512 0.780124 21778\n", "\n", "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 11\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.016129 0.055556 0.025000 36\n", " 17 0.022059 0.083333 0.034884 36\n", " 18 0.017094 0.055556 0.026144 36\n", " 19 0.971696 0.914896 0.942441 20563\n", " 20 0.398739 0.621179 0.485702 916\n", "\n", "avg / total 0.934347 0.890302 0.910433 21778\n", "\n", "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991511 0.919062 0.953913 20843\n", " 20 0.517023 0.698396 0.594177 935\n", "\n", "avg / total 0.971140 0.909588 0.938468 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.194444 0.125000 0.152174 56\n", " 11 0.032787 0.012346 0.017937 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.000000 0.000000 0.000000 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.051282 0.012346 0.019900 324\n", " 17 0.052632 0.006173 0.011050 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.866203 0.909551 0.887348 18364\n", " 20 0.357349 0.647520 0.460539 766\n", "\n", "avg / total 0.745517 0.790523 0.765561 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.057971 0.235294 0.093023 17\n", " 11 0.010183 0.046296 0.016694 108\n", " 12 0.010435 0.055556 0.017570 108\n", " 13 0.015576 0.092593 0.026667 108\n", " 14 0.008264 0.046296 0.014025 108\n", " 15 0.003595 0.046296 0.006671 108\n", " 16 0.019231 0.074074 0.030534 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.954248 0.713865 0.816737 20043\n", " 20 0.451193 0.730679 0.557890 854\n", "\n", "avg / total 0.896298 0.687621 0.774175 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.002541 0.095238 0.004950 21\n", " 11 0.007519 0.034722 0.012361 144\n", " 12 0.006565 0.020833 0.009983 144\n", " 13 0.009070 0.027778 0.013675 144\n", " 14 0.002119 0.006944 0.003247 144\n", " 15 0.038724 0.118056 0.058319 144\n", " 16 0.004902 0.006944 0.005747 144\n", " 17 0.022843 0.062500 0.033457 144\n", " 18 0.012500 0.027778 0.017241 144\n", " 19 0.856669 0.792384 0.823274 16964\n", " 20 0.702306 0.368031 0.482970 3641\n", "\n", "avg / total 0.785412 0.680871 0.723060 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.048387 0.230769 0.080000 13\n", " 11 0.002717 0.013889 0.004545 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.005277 0.027778 0.008869 72\n", " 14 0.002257 0.013889 0.003883 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.003106 0.013889 0.005076 72\n", " 17 0.004950 0.027778 0.008403 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.956820 0.811794 0.878361 20281\n", " 20 0.431987 0.577093 0.494107 908\n", "\n", "avg / total 0.909149 0.780512 0.838734 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.004065 0.013889 0.006289 72\n", " 12 0.003636 0.013889 0.005764 72\n", " 13 0.005236 0.027778 0.008811 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.002786 0.013889 0.004640 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.006623 0.027778 0.010695 72\n", " 19 0.958804 0.850982 0.901681 20266\n", " 20 0.543058 0.669556 0.599709 923\n", "\n", "avg / total 0.915326 0.820599 0.864616 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.877281 0.966307 0.919645 17511\n", " 20 0.643775 0.404390 0.496746 3964\n", "\n", "avg / total 0.822573 0.850583 0.829874 21778\n", "\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.984615 0.957514 0.970876 20854\n", " 20 0.409183 0.655844 0.503950 924\n", "\n", "avg / total 0.960201 0.944715 0.951065 21778\n", "\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 19 0.986871 0.970110 0.978419 20843\n", " 20 0.517107 0.711230 0.598829 935\n", "\n", "avg / total 0.966703 0.958995 0.962122 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.984264 0.958573 0.971248 20880\n", " 20 0.400554 0.643653 0.493806 898\n", "\n", "avg / total 0.960195 0.945587 0.951561 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.990536 0.956642 0.973294 20896\n", " 20 0.432686 0.783447 0.557483 882\n", "\n", "avg / total 0.967943 0.949628 0.956454 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.877281 0.961202 0.917326 17604\n", " 20 0.725703 0.432918 0.542317 4174\n", "\n", "avg / total 0.848229 0.859950 0.845451 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970316 0.957148 0.963687 20559\n", " 20 0.405874 0.665936 0.504355 913\n", "\n", "avg / total 0.933019 0.931490 0.930889 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986832 0.967183 0.976909 20843\n", " 20 0.515904 0.711230 0.598022 935\n", "\n", "avg / total 0.966613 0.956194 0.960642 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.911198 0.886441 0.898649 15569\n", " 20 0.655172 0.681522 0.668087 4600\n", "\n", "avg / total 0.852805 0.839704 0.846064 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.187500 0.060000 48\n", " 11 0.000000 0.000000 0.000000 85\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 41\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.905670 0.927491 0.916451 13157\n", " 20 0.841925 0.801149 0.821031 6442\n", "\n", "avg / total 0.859800 0.861371 0.860216 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.053097 0.012739 0.020548 471\n", " 11 0.000000 0.000000 0.000000 307\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.032258 0.003968 0.007067 252\n", " 14 0.073171 0.013274 0.022472 226\n", " 15 0.000000 0.000000 0.000000 188\n", " 16 0.031250 0.005780 0.009756 173\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.738612 0.881269 0.803659 11665\n", " 20 0.717641 0.649913 0.682100 6347\n", "\n", "avg / total 0.655752 0.714760 0.680361 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.939733 0.821393 0.876587 14921\n", " 20 0.753391 0.709032 0.730539 5248\n", "\n", "avg / total 0.891247 0.792156 0.838585 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.137405 0.180905 0.156182 199\n", " 11 0.005495 0.008403 0.006645 119\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.007194 0.009259 0.008097 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.927803 0.856456 0.890703 15800\n", " 20 0.637657 0.816085 0.715921 3295\n", "\n", "avg / total 0.832423 0.806138 0.816342 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.004132 0.007380 242\n", " 11 0.017544 0.005556 0.008439 360\n", " 12 0.025641 0.008333 0.012579 360\n", " 13 0.018868 0.005556 0.008584 360\n", " 14 0.125000 0.027778 0.045455 360\n", " 15 0.025000 0.008333 0.012500 360\n", " 16 0.029126 0.008333 0.012959 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.745812 0.862577 0.799956 12749\n", " 20 0.607543 0.655886 0.630790 4298\n", "\n", "avg / total 0.605620 0.686202 0.641963 20169\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.003617 0.031746 0.006494 63\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.002703 0.027778 0.004926 36\n", " 15 0.002532 0.027778 0.004640 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.008333 0.055556 0.014493 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.936363 0.759287 0.838579 13352\n", " 20 0.863972 0.796629 0.828935 6466\n", "\n", "avg / total 0.896895 0.758342 0.820957 20169\n", "\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.831532 0.690602 0.754543 13258\n", " 20 0.789553 0.605846 0.685607 6911\n", "\n", "avg / total 0.817148 0.661560 0.730922 20169\n", "\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.056911 0.083333 0.067633 84\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.003831 0.027778 0.006734 36\n", " 13 0.004132 0.027778 0.007194 36\n", " 14 0.007426 0.083333 0.013636 36\n", " 15 0.005155 0.055556 0.009434 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.925357 0.779305 0.846074 14699\n", " 20 0.746345 0.771087 0.758514 5098\n", "\n", "avg / total 0.863316 0.763548 0.808685 20169\n", "\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.086735 0.116438 0.099415 146\n", " 11 0.003175 0.008475 0.004619 118\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004016 0.009259 0.005602 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.004329 0.009259 0.005900 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.929452 0.821800 0.872317 15679\n", " 20 0.680028 0.831124 0.748022 3470\n", "\n", "avg / total 0.840226 0.782835 0.807626 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.893357 0.901792 0.897555 15569\n", " 20 0.656636 0.635652 0.645974 4600\n", "\n", "avg / total 0.839367 0.841093 0.840176 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.939195 0.932392 0.935781 13667\n", " 20 0.860021 0.873116 0.866519 6502\n", "\n", "avg / total 0.913671 0.913283 0.913453 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.831807 0.904586 0.866671 13258\n", " 20 0.780038 0.649110 0.708577 6911\n", "\n", "avg / total 0.814069 0.817046 0.812500 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.930768 0.910931 0.920742 14921\n", " 20 0.761229 0.807355 0.783614 5248\n", "\n", "avg / total 0.886653 0.883980 0.885061 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.973119 0.916883 0.944164 16543\n", " 20 0.699913 0.884446 0.781433 3626\n", "\n", "avg / total 0.924001 0.911052 0.914908 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.910157 0.892093 0.901035 15569\n", " 20 0.657771 0.701957 0.679146 4600\n", "\n", "avg / total 0.852595 0.848728 0.850428 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 327\n", " 11 0.000000 0.000000 0.000000 221\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 145\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 127\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.876972 0.931783 0.903547 12768\n", " 20 0.777980 0.865835 0.819560 5933\n", "\n", "avg / total 0.784022 0.844563 0.813076 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.804793 0.834256 0.819260 13002\n", " 20 0.782796 0.635715 0.701630 6871\n", "\n", "avg / total 0.785488 0.754376 0.767163 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.053097 0.400000 0.093750 15\n", " 11 0.000000 0.000000 0.000000 37\n", " 12 0.009259 0.027778 0.013889 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.008264 0.027778 0.012739 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.016667 0.027778 0.020833 36\n", " 19 0.911937 0.861484 0.885993 14677\n", " 20 0.744959 0.769082 0.756829 5188\n", "\n", "avg / total 0.855341 0.825177 0.839568 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.024845 0.111111 0.040609 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.012346 0.027778 0.017094 36\n", " 18 0.014925 0.027778 0.019417 36\n", " 19 0.955316 0.872365 0.911958 16273\n", " 20 0.688764 0.852336 0.761869 3596\n", "\n", "avg / total 0.893675 0.856116 0.871771 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.893899 0.724581 0.800383 15569\n", " 20 0.664357 0.604565 0.633053 4600\n", "\n", "avg / total 0.841546 0.697209 0.762220 20169\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.194561 0.090204 0.123260 1031\n", " 11 0.022901 0.004808 0.007947 624\n", " 12 0.008403 0.001984 0.003210 504\n", " 13 0.074405 0.049603 0.059524 504\n", " 14 0.018868 0.006329 0.009479 474\n", " 15 0.006993 0.002681 0.003876 373\n", " 16 0.005848 0.002985 0.003953 335\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 267\n", " 19 0.767597 0.864077 0.812985 11043\n", " 20 0.649450 0.824799 0.726696 4726\n", "\n", "avg / total 0.585850 0.672666 0.623882 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.095122 0.138135 0.112662 847\n", " 11 0.022167 0.029557 0.025334 609\n", " 12 0.008432 0.014205 0.010582 352\n", " 13 0.004008 0.007937 0.005326 252\n", " 14 0.011278 0.012821 0.012000 234\n", " 15 0.002404 0.006944 0.003571 144\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.013245 0.027778 0.017937 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.754849 0.713955 0.733833 11666\n", " 20 0.605275 0.462985 0.524654 5849\n", "\n", "avg / total 0.617200 0.554564 0.582583 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.126984 0.160428 0.141760 748\n", " 11 0.014330 0.057613 0.022951 243\n", " 12 0.010703 0.034483 0.016336 203\n", " 13 0.012090 0.045455 0.019100 154\n", " 14 0.002141 0.006944 0.003273 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.003279 0.006944 0.004454 144\n", " 17 0.016667 0.027778 0.020833 144\n", " 18 0.014134 0.027778 0.018735 144\n", " 19 0.867823 0.701074 0.775587 13776\n", " 20 0.601107 0.577341 0.588985 4325\n", "\n", "avg / total 0.726989 0.610491 0.662231 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.124031 0.153425 0.137171 730\n", " 11 0.028136 0.055556 0.037354 432\n", " 12 0.027869 0.039352 0.032630 432\n", " 13 0.019313 0.020833 0.020045 432\n", " 14 0.016187 0.021635 0.018519 416\n", " 15 0.018450 0.025575 0.021436 391\n", " 16 0.014881 0.013889 0.014368 360\n", " 17 0.022581 0.019444 0.020896 360\n", " 18 0.053892 0.050000 0.051873 360\n", " 19 0.814464 0.707130 0.757012 13856\n", " 20 0.445339 0.599167 0.510926 2400\n", "\n", "avg / total 0.620950 0.567554 0.590106 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.909569 0.900572 0.905048 15569\n", " 20 0.674379 0.696957 0.685482 4600\n", "\n", "avg / total 0.855928 0.854133 0.854971 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 29\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 38\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.916132 0.932838 0.924410 13326\n", " 20 0.836667 0.875396 0.855593 6308\n", "\n", "avg / total 0.866978 0.890128 0.878366 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 96\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.223684 0.119718 0.155963 142\n", " 13 0.000000 0.000000 0.000000 92\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.805730 0.889945 0.845746 12830\n", " 20 0.756228 0.613014 0.677132 6685\n", "\n", "avg / total 0.764771 0.770142 0.763533 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.275862 0.015311 0.029012 1045\n", " 11 0.024194 0.007299 0.011215 411\n", " 12 0.085714 0.025641 0.039474 234\n", " 13 0.012346 0.005435 0.007547 184\n", " 14 0.016949 0.006944 0.009852 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 123\n", " 19 0.842918 0.877793 0.860002 13559\n", " 20 0.572600 0.760961 0.653478 4037\n", "\n", "avg / total 0.697293 0.743765 0.711281 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.021053 0.005051 0.008147 396\n", " 11 0.000000 0.000000 0.000000 165\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.015267 0.021053 0.017699 95\n", " 15 0.007407 0.013889 0.009662 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.925066 0.849112 0.885463 15760\n", " 20 0.612767 0.803632 0.695340 3249\n", "\n", "avg / total 0.822065 0.793197 0.804187 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 107\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 176\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 161\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.844031 0.895918 0.869201 14575\n", " 20 0.577768 0.659523 0.615945 4106\n", "\n", "avg / total 0.727555 0.781695 0.753516 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.262136 0.013088 0.024931 2063\n", " 11 0.000000 0.000000 0.000000 150\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.005000 0.006944 0.005814 144\n", " 16 0.012500 0.013889 0.013158 144\n", " 17 0.028369 0.027778 0.028070 144\n", " 18 0.001757 0.006944 0.002805 144\n", " 19 0.881001 0.847454 0.863902 12842\n", " 20 0.492599 0.729420 0.588062 4106\n", "\n", "avg / total 0.688386 0.689821 0.672687 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.016490 0.164706 0.029979 85\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.016667 0.027778 0.020833 108\n", " 14 0.023810 0.046296 0.031447 108\n", " 15 0.010336 0.037037 0.016162 108\n", " 16 0.030303 0.129630 0.049123 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.770032 0.779509 0.774742 12513\n", " 20 0.719444 0.502013 0.591376 6707\n", "\n", "avg / total 0.717482 0.652536 0.678068 20169\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.005952 0.015038 0.008529 133\n", " 11 0.017699 0.018519 0.018100 216\n", " 12 0.008658 0.009259 0.008949 216\n", " 13 0.011976 0.009259 0.010444 216\n", " 14 0.005495 0.004630 0.005025 216\n", " 15 0.006711 0.004630 0.005479 216\n", " 16 0.009615 0.009259 0.009434 216\n", " 17 0.018587 0.023474 0.020747 213\n", " 18 0.014652 0.022222 0.017660 180\n", " 19 0.847074 0.821352 0.834015 13535\n", " 20 0.678457 0.705528 0.691728 4812\n", "\n", "avg / total 0.731333 0.720660 0.725773 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.061224 0.098901 0.075630 273\n", " 11 0.079545 0.048611 0.060345 432\n", " 12 0.023891 0.016204 0.019310 432\n", " 13 0.015209 0.009259 0.011511 432\n", " 14 0.011236 0.007212 0.008785 416\n", " 15 0.015748 0.010101 0.012308 396\n", " 16 0.034314 0.017677 0.023333 396\n", " 17 0.013333 0.010101 0.011494 396\n", " 18 0.014006 0.012690 0.013316 394\n", " 19 0.817541 0.801181 0.809278 13892\n", " 20 0.485941 0.701476 0.574147 2710\n", "\n", "avg / total 0.633519 0.650156 0.638903 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.910250 0.894406 0.902258 15569\n", " 20 0.662492 0.701522 0.681449 4600\n", "\n", "avg / total 0.853743 0.850414 0.851897 20169\n", "\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.939340 0.933636 0.936479 13667\n", " 20 0.862263 0.873270 0.867731 6502\n", "\n", "avg / total 0.914492 0.914175 0.914317 20169\n", "\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 33\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.824581 0.909056 0.864760 13041\n", " 20 0.779351 0.663141 0.716565 6807\n", "\n", "avg / total 0.796192 0.811592 0.800982 20169\n", "\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.926931 0.895248 0.910814 14921\n", " 20 0.760365 0.793255 0.776462 5248\n", "\n", "avg / total 0.883590 0.868709 0.875855 20169\n", "\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973444 0.910718 0.941037 16543\n", " 20 0.699342 0.879482 0.779135 3626\n", "\n", "avg / total 0.924166 0.905102 0.911930 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.689320 0.517377 0.591098 1784\n", " 11 0.074957 0.087186 0.080611 1514\n", " 12 0.125984 0.037296 0.057554 1287\n", " 13 0.046256 0.020000 0.027926 1050\n", " 14 0.015021 0.008805 0.011102 795\n", " 15 0.032353 0.020638 0.025200 533\n", " 16 0.040590 0.022133 0.028646 497\n", " 17 0.005181 0.002232 0.003120 448\n", " 18 0.006231 0.004988 0.005540 401\n", " 19 0.554593 0.736260 0.632643 9134\n", " 20 0.299563 0.276596 0.287622 2726\n", "\n", "avg / total 0.371381 0.428132 0.390832 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.098137 0.550373 0.166573 536\n", " 11 0.064617 0.190769 0.096536 650\n", " 12 0.053947 0.144112 0.078506 569\n", " 13 0.040761 0.094538 0.056962 476\n", " 14 0.029768 0.058696 0.039503 460\n", " 15 0.008187 0.020173 0.011647 347\n", " 16 0.029262 0.070988 0.041441 324\n", " 17 0.014881 0.030864 0.020080 324\n", " 18 0.005758 0.009259 0.007101 324\n", " 19 0.767671 0.416786 0.540256 10449\n", " 20 0.764816 0.429422 0.550022 5710\n", "\n", "avg / total 0.623030 0.368040 0.448908 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.027277 0.338798 0.050489 183\n", " 11 0.017575 0.070922 0.028169 282\n", " 12 0.019027 0.107143 0.032316 252\n", " 13 0.012035 0.043651 0.018868 252\n", " 14 0.021842 0.149194 0.038105 248\n", " 15 0.007701 0.032407 0.012444 216\n", " 16 0.008915 0.027778 0.013498 216\n", " 17 0.010355 0.032407 0.015695 216\n", " 18 0.019272 0.041667 0.026354 216\n", " 19 0.732206 0.451229 0.558362 11513\n", " 20 0.738578 0.326996 0.453300 6575\n", "\n", "avg / total 0.660381 0.373395 0.469190 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.341484 0.369189 0.354796 1097\n", " 11 0.093857 0.100548 0.097087 1094\n", " 12 0.078632 0.102109 0.088846 901\n", " 13 0.048598 0.075253 0.059057 691\n", " 14 0.027806 0.045840 0.034615 589\n", " 15 0.026194 0.033531 0.029412 507\n", " 16 0.018923 0.027778 0.022511 468\n", " 17 0.023850 0.031891 0.027290 439\n", " 18 0.023644 0.039352 0.029540 432\n", " 19 0.696187 0.542684 0.609925 10531\n", " 20 0.513204 0.562573 0.536755 3420\n", "\n", "avg / total 0.482305 0.415787 0.443537 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.511416 0.457516 0.482967 1224\n", " 11 0.087652 0.145205 0.109316 1095\n", " 12 0.052705 0.090369 0.066579 841\n", " 13 0.058875 0.094499 0.072550 709\n", " 14 0.035815 0.057927 0.044263 656\n", " 15 0.029959 0.047386 0.036709 612\n", " 16 0.042155 0.065217 0.051209 552\n", " 17 0.027701 0.038388 0.032180 521\n", " 18 0.037762 0.054435 0.044591 496\n", " 19 0.669474 0.441300 0.531952 11167\n", " 20 0.505168 0.659843 0.572238 2296\n", "\n", "avg / total 0.473110 0.369627 0.406123 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.598351 0.228315 0.330514 2225\n", " 11 0.015317 0.032407 0.020802 216\n", " 12 0.013672 0.038889 0.020231 180\n", " 13 0.029915 0.038889 0.033816 180\n", " 14 0.014423 0.033333 0.020134 180\n", " 15 0.018657 0.060606 0.028531 165\n", " 16 0.002755 0.006944 0.003945 144\n", " 17 0.014563 0.041667 0.021583 144\n", " 18 0.009820 0.041667 0.015894 144\n", " 19 0.831215 0.700980 0.760562 14086\n", " 20 0.373590 0.581637 0.454957 2505\n", "\n", "avg / total 0.693956 0.589469 0.625557 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002050 0.190476 0.004057 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.010101 0.083333 0.018018 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.006452 0.083333 0.011976 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.926302 0.671098 0.778314 13466\n", " 20 0.823374 0.586175 0.684816 6394\n", "\n", "avg / total 0.879512 0.634389 0.736807 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.205797 0.070054 0.104527 2027\n", " 11 0.004098 0.005291 0.004619 189\n", " 12 0.003058 0.006250 0.004107 160\n", " 13 0.000000 0.000000 0.000000 115\n", " 14 0.003636 0.009259 0.005222 108\n", " 15 0.003584 0.009259 0.005168 108\n", " 16 0.012539 0.037037 0.018735 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.781997 0.758746 0.770196 12377\n", " 20 0.618793 0.680529 0.648194 4761\n", "\n", "avg / total 0.646804 0.633695 0.636389 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.004747 0.157895 0.009217 19\n", " 11 0.002849 0.027778 0.005168 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.933904 0.764658 0.840849 14838\n", " 20 0.713364 0.704419 0.708863 5024\n", "\n", "avg / total 0.864763 0.738212 0.795191 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.171196 0.630000 0.269231 100\n", " 11 0.002632 0.013889 0.004425 72\n", " 12 0.003195 0.013889 0.005195 72\n", " 13 0.004630 0.013889 0.006944 72\n", " 14 0.006309 0.027778 0.010283 72\n", " 15 0.010000 0.041667 0.016129 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.938663 0.785790 0.855450 15989\n", " 20 0.662682 0.806792 0.727671 3504\n", "\n", "avg / total 0.860199 0.766622 0.806067 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.903790 0.892992 0.898359 15569\n", " 20 0.651901 0.678261 0.664820 4600\n", "\n", "avg / total 0.846341 0.844018 0.845095 20169\n", "\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.941472 0.932172 0.936799 13667\n", " 20 0.860328 0.878191 0.869168 6502\n", "\n", "avg / total 0.915313 0.914770 0.914997 20169\n", "\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.812832 0.906563 0.857143 12982\n", " 20 0.782601 0.646205 0.707893 6891\n", "\n", "avg / total 0.790574 0.804304 0.793570 20169\n", "\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.926327 0.893238 0.909482 14921\n", " 20 0.756974 0.791159 0.773689 5248\n", "\n", "avg / total 0.882261 0.866677 0.874148 20169\n", "\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.954392 0.905906 0.929517 16239\n", " 20 0.642344 0.882934 0.743664 3340\n", "\n", "avg / total 0.874798 0.875601 0.871549 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.020833 0.032258 0.025316 31\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.033333 0.005556 0.009524 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.066265 0.061111 0.063584 180\n", " 17 0.004386 0.005556 0.004902 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.822941 0.872890 0.847180 14334\n", " 20 0.593252 0.580202 0.586654 4364\n", "\n", "avg / total 0.714183 0.746591 0.729757 20169\n", "\n", "Classification report for turbine 15, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.010256 0.055556 0.017316 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.922168 0.844340 0.881539 13401\n", " 20 0.875622 0.842756 0.858874 6474\n", "\n", "avg / total 0.893803 0.831623 0.861445 20169\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.166667 0.071429 12\n", " 11 0.005556 0.013889 0.007937 72\n", " 12 0.007092 0.013889 0.009390 72\n", " 13 0.007812 0.013889 0.010000 72\n", " 14 0.001558 0.013889 0.002801 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005435 0.013889 0.007812 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.004082 0.027778 0.007117 72\n", " 19 0.821443 0.809658 0.815508 12756\n", " 20 0.787482 0.624908 0.696838 6825\n", "\n", "avg / total 0.786142 0.723982 0.751780 20169\n", "\n", "Classification report for turbine 15, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.939189 0.827022 0.879544 14921\n", " 20 0.770922 0.761814 0.766341 5248\n", "\n", "avg / total 0.895405 0.810055 0.850088 20169\n", "\n", "Classification report for turbine 15, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.007143 0.027778 0.011364 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.005025 0.027778 0.008511 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957007 0.853771 0.902446 16269\n", " 20 0.706801 0.853023 0.773059 3606\n", "\n", "avg / total 0.898345 0.841291 0.866194 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.911113 0.899994 0.905519 15569\n", " 20 0.674948 0.702826 0.688605 4600\n", "\n", "avg / total 0.857250 0.855025 0.856047 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.940084 0.936782 0.938430 13667\n", " 20 0.868092 0.874500 0.871284 6502\n", "\n", "avg / total 0.916875 0.916704 0.916784 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.830632 0.908508 0.867827 13258\n", " 20 0.785992 0.644625 0.708323 6911\n", "\n", "avg / total 0.815336 0.818087 0.813172 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.929105 0.909054 0.918970 14921\n", " 20 0.756373 0.802782 0.778887 5248\n", "\n", "avg / total 0.884160 0.881402 0.882520 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.973760 0.915251 0.943600 16543\n", " 20 0.696537 0.887479 0.780500 3626\n", "\n", "avg / total 0.923921 0.910258 0.914277 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.903747 0.898581 0.901156 15569\n", " 20 0.663254 0.676087 0.669609 4600\n", "\n", "avg / total 0.848897 0.847836 0.848347 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.940471 0.935172 0.937814 13667\n", " 20 0.865329 0.875577 0.870423 6502\n", "\n", "avg / total 0.916247 0.915960 0.916089 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.840791 0.907000 0.872642 13258\n", " 20 0.789841 0.670525 0.725309 6911\n", "\n", "avg / total 0.823333 0.825971 0.822157 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.909773 0.910581 0.910177 14639\n", " 20 0.758927 0.801647 0.779702 5223\n", "\n", "avg / total 0.856862 0.868511 0.862535 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973319 0.915130 0.943328 16543\n", " 20 0.702198 0.881136 0.781556 3626\n", "\n", "avg / total 0.924576 0.909019 0.914244 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.902934 0.964964 0.932919 18210\n", " 20 0.723210 0.468785 0.568845 3556\n", "\n", "avg / total 0.873572 0.883901 0.873439 21766\n", "\n", "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 273\n", " 11 0.000000 0.000000 0.000000 301\n", " 12 0.000000 0.000000 0.000000 279\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.000000 0.000000 0.000000 192\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.859181 0.944976 0.900038 17465\n", " 20 0.503715 0.555172 0.528194 2320\n", "\n", "avg / total 0.743095 0.817422 0.778488 21766\n", "\n", "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.685322 0.735284 0.709424 8477\n", " 20 0.855779 0.654150 0.741502 13289\n", "\n", "avg / total 0.789392 0.685748 0.729009 21766\n", "\n", "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965205 0.888234 0.925121 18145\n", " 20 0.805404 0.814968 0.810158 3621\n", "\n", "avg / total 0.938621 0.876045 0.905996 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991500 0.911618 0.949883 21113\n", " 20 0.458617 0.721286 0.560714 653\n", "\n", "avg / total 0.975513 0.905908 0.938207 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.902799 0.963482 0.932154 18210\n", " 20 0.714837 0.468785 0.566236 3556\n", "\n", "avg / total 0.872091 0.882661 0.872372 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.931518 0.942835 0.937142 19015\n", " 20 0.568651 0.520901 0.543730 2751\n", "\n", "avg / total 0.885656 0.889507 0.887419 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.628700 0.806771 0.706691 8477\n", " 20 0.849559 0.696064 0.765190 13289\n", "\n", "avg / total 0.763543 0.739180 0.742407 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.968415 0.956407 0.962373 18145\n", " 20 0.794332 0.843690 0.818267 3621\n", "\n", "avg / total 0.939455 0.937655 0.938400 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.991778 0.971203 0.981382 21113\n", " 20 0.442713 0.739663 0.553899 653\n", "\n", "avg / total 0.975305 0.964256 0.968557 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.902814 0.963646 0.932239 18210\n", " 20 0.715758 0.468785 0.566525 3556\n", "\n", "avg / total 0.872254 0.882799 0.872491 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.932473 0.941888 0.937157 19015\n", " 20 0.568191 0.528535 0.547646 2751\n", "\n", "avg / total 0.886431 0.889644 0.887926 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.629372 0.810900 0.708696 8477\n", " 20 0.852176 0.695387 0.765839 13289\n", "\n", "avg / total 0.765403 0.740375 0.743584 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.967612 0.954974 0.961251 18145\n", " 20 0.788232 0.839823 0.813210 3621\n", "\n", "avg / total 0.937771 0.935817 0.936623 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991927 0.971818 0.981769 21113\n", " 20 0.449584 0.744257 0.560554 653\n", "\n", "avg / total 0.975656 0.964991 0.969133 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.902894 0.964525 0.932693 18210\n", " 20 0.720709 0.468785 0.568070 3556\n", "\n", "avg / total 0.873130 0.883534 0.873123 21766\n", "\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.931367 0.943466 0.937378 19015\n", " 20 0.570687 0.519447 0.543863 2751\n", "\n", "avg / total 0.885781 0.889874 0.887641 21766\n", "\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.626254 0.809934 0.706348 8476\n", " 20 0.847649 0.705547 0.770098 12980\n", "\n", "avg / total 0.749362 0.736148 0.734305 21766\n", "\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.969220 0.954478 0.961793 18145\n", " 20 0.782230 0.819387 0.800378 3621\n", "\n", "avg / total 0.938113 0.932004 0.934940 21766\n", "\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.991725 0.970682 0.981091 21113\n", " 20 0.454288 0.738132 0.562427 653\n", "\n", "avg / total 0.975602 0.963705 0.968530 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.902123 0.954585 0.927613 18210\n", " 20 0.713766 0.441789 0.545770 3556\n", "\n", "avg / total 0.871350 0.870808 0.865230 21766\n", "\n", "Classification report for turbine 16, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.930199 0.936313 0.933246 19015\n", " 20 0.558091 0.488913 0.521217 2751\n", "\n", "avg / total 0.883168 0.879767 0.881170 21766\n", "\n", "Classification report for turbine 16, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 71\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.556462 0.792559 0.653850 7660\n", " 20 0.843245 0.677170 0.751137 13171\n", "\n", "avg / total 0.706096 0.688689 0.684633 21766\n", "\n", "Classification report for turbine 16, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.002075 0.004000 482\n", " 11 0.000000 0.000000 0.000000 260\n", " 12 0.031579 0.013889 0.019293 216\n", " 13 0.015152 0.006289 0.008889 159\n", " 14 0.020134 0.030000 0.024096 100\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 39\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.909608 0.897330 0.903427 17113\n", " 20 0.696000 0.811315 0.749246 3217\n", "\n", "avg / total 0.819773 0.825783 0.821492 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991852 0.916781 0.952840 21113\n", " 20 0.414634 0.598775 0.489975 653\n", "\n", "avg / total 0.974535 0.907241 0.938954 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.902936 0.964470 0.932689 18210\n", " 20 0.720518 0.469066 0.568217 3556\n", "\n", "avg / total 0.873133 0.883534 0.873144 21766\n", "\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 87\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.923253 0.945943 0.934460 18758\n", " 20 0.528072 0.510824 0.519305 2633\n", "\n", "avg / total 0.859542 0.877010 0.868140 21766\n", "\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.626978 0.803822 0.704471 8477\n", " 20 0.850876 0.680111 0.755970 13289\n", "\n", "avg / total 0.763676 0.728292 0.735913 21766\n", "\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.972765 0.952714 0.962635 18145\n", " 20 0.794163 0.849213 0.820766 3621\n", "\n", "avg / total 0.943052 0.935496 0.939034 21766\n", "\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991954 0.969308 0.980500 21113\n", " 20 0.447005 0.742726 0.558113 653\n", "\n", "avg / total 0.975605 0.962510 0.967828 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.017588 0.194444 0.032258 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.888086 0.911520 0.899650 17925\n", " 20 0.742872 0.403776 0.523184 3549\n", "\n", "avg / total 0.852523 0.816824 0.826251 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.931074 0.907179 0.918971 19015\n", " 20 0.548930 0.438386 0.487470 2751\n", "\n", "avg / total 0.882775 0.847928 0.864433 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.053846 0.049941 0.051820 841\n", " 11 0.019231 0.007634 0.010929 131\n", " 12 0.027027 0.027778 0.027397 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.562482 0.754365 0.644443 7560\n", " 20 0.787040 0.608351 0.686254 12478\n", "\n", "avg / total 0.648891 0.612882 0.619454 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.141026 0.223350 0.172888 197\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.006098 0.014493 0.008584 69\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005405 0.013889 0.007782 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.940939 0.898353 0.919153 17610\n", " 20 0.749488 0.732971 0.741137 3494\n", "\n", "avg / total 0.882901 0.846596 0.864239 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.006452 0.027778 0.010471 36\n", " 14 0.011765 0.666667 0.023121 3\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988958 0.908299 0.946914 21003\n", " 20 0.424482 0.663580 0.517760 648\n", "\n", "avg / total 0.966940 0.896352 0.929155 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.902819 0.963701 0.932267 18210\n", " 20 0.716065 0.468785 0.566621 3556\n", "\n", "avg / total 0.872308 0.882845 0.872530 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.932715 0.941888 0.937279 19015\n", " 20 0.569033 0.530353 0.549012 2751\n", "\n", "avg / total 0.886750 0.889874 0.888206 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.630507 0.807007 0.707922 8477\n", " 20 0.850128 0.698322 0.766784 13289\n", "\n", "avg / total 0.764594 0.740651 0.743859 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.966972 0.955194 0.961047 18145\n", " 20 0.788391 0.836509 0.811738 3621\n", "\n", "avg / total 0.937263 0.935450 0.936208 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991915 0.970445 0.981063 21113\n", " 20 0.437838 0.744257 0.551333 653\n", "\n", "avg / total 0.975292 0.963659 0.968170 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.016129 0.001776 0.003200 563\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.004082 0.013889 0.006309 144\n", " 13 0.012987 0.041667 0.019802 144\n", " 14 0.030588 0.090278 0.045694 144\n", " 15 0.003781 0.013889 0.005944 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.819916 0.786737 0.802984 16829\n", " 20 0.654479 0.444444 0.529390 3222\n", "\n", "avg / total 0.731581 0.675181 0.699812 21766\n", "\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.059211 0.040000 0.047745 450\n", " 11 0.004535 0.008969 0.006024 223\n", " 12 0.020000 0.041667 0.027027 216\n", " 13 0.018568 0.032407 0.023609 216\n", " 14 0.015924 0.023148 0.018868 216\n", " 15 0.009231 0.013889 0.011091 216\n", " 16 0.019022 0.032407 0.023973 216\n", " 17 0.011287 0.023148 0.015175 216\n", " 18 0.002364 0.004630 0.003130 216\n", " 19 0.852678 0.795952 0.823339 17241\n", " 20 0.487652 0.464103 0.475586 2340\n", "\n", "avg / total 0.730065 0.682992 0.705569 21766\n", "\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.013011 0.222930 0.024587 157\n", " 11 0.002770 0.013889 0.004619 72\n", " 12 0.015000 0.041667 0.022059 72\n", " 13 0.004464 0.013889 0.006757 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.006757 0.013889 0.009091 72\n", " 16 0.005814 0.013889 0.008197 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.633045 0.616494 0.624660 8185\n", " 20 0.828672 0.606476 0.700373 12848\n", "\n", "avg / total 0.727409 0.591749 0.648660 21766\n", "\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.972584 0.782034 0.866962 18145\n", " 20 0.777667 0.644297 0.704727 3621\n", "\n", "avg / total 0.940157 0.759120 0.839973 21766\n", "\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991717 0.844977 0.912485 21113\n", " 20 0.459653 0.689127 0.551471 653\n", "\n", "avg / total 0.975755 0.840301 0.901655 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.763720 0.549003 0.638802 2408\n", " 11 0.035294 0.037094 0.036172 647\n", " 12 0.040115 0.023140 0.029350 605\n", " 13 0.031034 0.015625 0.020785 576\n", " 14 0.022535 0.014652 0.017758 546\n", " 15 0.031120 0.029354 0.030211 511\n", " 16 0.011928 0.011905 0.011917 504\n", " 17 0.023454 0.021825 0.022610 504\n", " 18 0.002070 0.002370 0.002210 422\n", " 19 0.682041 0.780976 0.728163 13898\n", " 20 0.060784 0.027074 0.037462 1145\n", "\n", "avg / total 0.528326 0.564872 0.542026 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.427227 0.539106 0.476690 1432\n", " 11 0.041866 0.107198 0.060215 653\n", " 12 0.022727 0.037582 0.028325 612\n", " 13 0.014340 0.024510 0.018094 612\n", " 14 0.025253 0.049020 0.033333 612\n", " 15 0.033832 0.074394 0.046512 578\n", " 16 0.048094 0.092014 0.063170 576\n", " 17 0.027144 0.046382 0.034247 539\n", " 18 0.016043 0.025641 0.019737 468\n", " 19 0.732169 0.518804 0.607291 14385\n", " 20 0.316377 0.196305 0.242280 1299\n", "\n", "avg / total 0.537071 0.402508 0.455404 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002405 0.058065 0.004619 310\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.002755 0.013889 0.004598 72\n", " 14 0.002415 0.013889 0.004115 72\n", " 15 0.013699 0.093333 0.023891 75\n", " 16 0.002041 0.018519 0.003676 108\n", " 17 0.004837 0.037037 0.008556 108\n", " 18 0.021764 0.175926 0.038736 108\n", " 19 0.677721 0.413892 0.513924 8048\n", " 20 0.880383 0.231428 0.366511 12721\n", "\n", "avg / total 0.765363 0.290683 0.404659 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.096914 0.464935 0.160394 385\n", " 11 0.026490 0.037313 0.030984 536\n", " 12 0.028743 0.047619 0.035848 504\n", " 13 0.039457 0.063492 0.048669 504\n", " 14 0.038186 0.065041 0.048120 492\n", " 15 0.029484 0.051613 0.037529 465\n", " 16 0.016824 0.038005 0.023324 421\n", " 17 0.022936 0.046512 0.030722 430\n", " 18 0.025028 0.055556 0.034510 396\n", " 19 0.781698 0.596677 0.676770 14445\n", " 20 0.682881 0.457967 0.548254 3188\n", "\n", "avg / total 0.625466 0.480015 0.538572 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.475983 0.551899 0.511137 395\n", " 11 0.040609 0.088189 0.055611 635\n", " 12 0.028665 0.057190 0.038189 612\n", " 13 0.020356 0.044118 0.027858 544\n", " 14 0.017182 0.038911 0.023838 514\n", " 15 0.022686 0.049603 0.031133 504\n", " 16 0.026201 0.060241 0.036519 498\n", " 17 0.017483 0.042735 0.024814 468\n", " 18 0.012358 0.027027 0.016961 444\n", " 19 0.789257 0.531536 0.635253 16917\n", " 20 0.113115 0.293617 0.163314 235\n", "\n", "avg / total 0.627944 0.436506 0.511162 21766\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.902946 0.964580 0.932746 18210\n", " 20 0.721141 0.469066 0.568410 3556\n", "\n", "avg / total 0.873243 0.883626 0.873223 21766\n", "\n", "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.920602 0.941433 0.930901 18782\n", " 20 0.558421 0.530832 0.544277 2692\n", "\n", "avg / total 0.863457 0.878021 0.870595 21766\n", "\n", "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 79\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.599777 0.790655 0.682114 8154\n", " 20 0.833181 0.702709 0.762403 12957\n", "\n", "avg / total 0.720670 0.714509 0.709382 21766\n", "\n", "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965136 0.927583 0.945987 18145\n", " 20 0.786787 0.795913 0.791323 3621\n", "\n", "avg / total 0.935465 0.905679 0.920257 21766\n", "\n", "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991949 0.956993 0.974157 21113\n", " 20 0.440509 0.742726 0.553022 653\n", "\n", "avg / total 0.975405 0.950565 0.961523 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.052632 0.022222 0.031250 45\n", " 11 0.076336 0.039683 0.052219 252\n", " 12 0.038194 0.043651 0.040741 252\n", " 13 0.039867 0.047619 0.043400 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.057143 0.007937 0.013937 252\n", " 16 0.075000 0.023810 0.036145 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 236\n", " 19 0.820168 0.924525 0.869225 16363\n", " 20 0.711947 0.479154 0.572802 3358\n", "\n", "avg / total 0.729840 0.770881 0.744050 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.004739 0.018519 0.007547 108\n", " 12 0.015789 0.055556 0.024590 108\n", " 13 0.003460 0.009259 0.005038 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.006515 0.018519 0.009639 108\n", " 16 0.006231 0.018519 0.009324 108\n", " 17 0.002907 0.009259 0.004425 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.909734 0.840692 0.873851 18210\n", " 20 0.578785 0.492141 0.531958 2672\n", "\n", "avg / total 0.832355 0.764403 0.796690 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.683386 0.618173 0.649146 8331\n", " 20 0.851747 0.662304 0.745174 13142\n", "\n", "avg / total 0.775841 0.636497 0.698388 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.028571 0.111111 0.045455 18\n", " 11 0.014981 0.037037 0.021333 108\n", " 12 0.007937 0.018519 0.011111 108\n", " 13 0.003559 0.009259 0.005141 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.009050 0.018519 0.012158 108\n", " 16 0.026820 0.064815 0.037940 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.929138 0.852622 0.889237 17316\n", " 20 0.793814 0.841648 0.817032 3568\n", "\n", "avg / total 0.869637 0.817100 0.841840 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.166667 0.066667 12\n", " 11 0.011696 0.055556 0.019324 72\n", " 12 0.016461 0.055556 0.025397 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.006711 0.027778 0.010811 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.003521 0.013889 0.005618 72\n", " 19 0.966315 0.864466 0.912557 20541\n", " 20 0.464747 0.734694 0.569343 637\n", "\n", "avg / total 0.925681 0.837912 0.878100 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.902926 0.964360 0.932632 18210\n", " 20 0.719896 0.469066 0.568023 3556\n", "\n", "avg / total 0.873023 0.883442 0.873065 21766\n", "\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.930776 0.941888 0.936299 19015\n", " 20 0.562203 0.515812 0.538009 2751\n", "\n", "avg / total 0.884192 0.888036 0.885959 21766\n", "\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.629718 0.806889 0.707379 8477\n", " 20 0.849872 0.697344 0.766089 13289\n", "\n", "avg / total 0.764131 0.740007 0.743224 21766\n", "\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1487\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.942562 0.955577 0.949025 17671\n", " 20 0.479616 0.831982 0.608466 2220\n", "\n", "avg / total 0.814149 0.860654 0.832538 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991891 0.955999 0.973614 21113\n", " 20 0.448113 0.727412 0.554583 653\n", "\n", "avg / total 0.975578 0.949141 0.961043 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.902876 0.963811 0.932349 18210\n", " 20 0.716803 0.469066 0.567058 3556\n", "\n", "avg / total 0.872476 0.882983 0.872670 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.932258 0.942309 0.937256 19015\n", " 20 0.569128 0.526718 0.547102 2751\n", "\n", "avg / total 0.886362 0.889782 0.887945 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.630429 0.809956 0.709005 8477\n", " 20 0.851862 0.697118 0.766760 13289\n", "\n", "avg / total 0.765623 0.741064 0.744267 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 84\n", " 11 0.000000 0.000000 0.000000 118\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 102\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 43\n", " 19 0.933225 0.957146 0.945034 17478\n", " 20 0.775521 0.840056 0.806500 3545\n", "\n", "avg / total 0.875684 0.905403 0.890212 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978770 0.949861 0.964099 20822\n", " 20 0.432252 0.704510 0.535778 643\n", "\n", "avg / total 0.949089 0.929477 0.938113 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955841 0.925609 0.940482 18591\n", " 20 0.599454 0.790631 0.681896 2775\n", "\n", "avg / total 0.897083 0.895628 0.894463 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 173\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.052632 0.013889 0.021978 144\n", " 13 0.005618 0.008850 0.006873 113\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 88\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.882110 0.874662 0.878370 15159\n", " 20 0.719277 0.759813 0.738990 5554\n", "\n", "avg / total 0.802058 0.806998 0.804298 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.023330 0.099099 0.037768 222\n", " 11 0.027211 0.020408 0.023324 196\n", " 12 0.000000 0.000000 0.000000 137\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004484 0.009259 0.006042 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 105\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.813139 0.829807 0.821389 10635\n", " 20 0.858169 0.735859 0.792321 9900\n", "\n", "avg / total 0.791885 0.744911 0.765963 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.234848 0.090643 0.130802 342\n", " 11 0.017730 0.019157 0.018416 261\n", " 12 0.015152 0.023148 0.018315 216\n", " 13 0.022876 0.032407 0.026820 216\n", " 14 0.015873 0.018519 0.017094 216\n", " 15 0.016393 0.013889 0.015038 216\n", " 16 0.013889 0.009009 0.010929 222\n", " 17 0.011905 0.003968 0.005952 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.897229 0.866384 0.881537 17453\n", " 20 0.488786 0.734755 0.587047 2017\n", "\n", "avg / total 0.773274 0.769099 0.768116 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.038168 0.120482 0.057971 83\n", " 11 0.016340 0.069444 0.026455 72\n", " 12 0.003289 0.013889 0.005319 72\n", " 13 0.006270 0.027778 0.010230 72\n", " 14 0.008621 0.027778 0.013158 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.003788 0.015152 0.006061 66\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955729 0.848321 0.898828 18348\n", " 20 0.699593 0.753841 0.725704 2734\n", "\n", "avg / total 0.898043 0.814615 0.853296 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.967185 0.926001 0.946145 18811\n", " 20 0.618943 0.792777 0.695158 2852\n", "\n", "avg / total 0.921338 0.908461 0.913102 21663\n", "\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.924594 0.901584 0.912944 15912\n", " 20 0.745242 0.796557 0.770045 5751\n", "\n", "avg / total 0.876980 0.873702 0.875008 21663\n", "\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.807395 0.903272 0.852647 11217\n", " 20 0.880952 0.768620 0.820961 10446\n", "\n", "avg / total 0.842865 0.838342 0.837368 21663\n", "\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 35\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958005 0.928814 0.943184 18838\n", " 20 0.594292 0.797473 0.681052 2533\n", "\n", "avg / total 0.902564 0.900937 0.899820 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978923 0.932708 0.955257 18873\n", " 20 0.697357 0.860573 0.770416 2790\n", "\n", "avg / total 0.942660 0.923418 0.931451 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.969091 0.926692 0.947417 18811\n", " 20 0.624762 0.805049 0.703539 2852\n", "\n", "avg / total 0.923759 0.910677 0.915310 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.922652 0.903343 0.912896 15912\n", " 20 0.747206 0.790471 0.768230 5751\n", "\n", "avg / total 0.876076 0.873379 0.874490 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.785163 0.907729 0.842010 11217\n", " 20 0.880966 0.733295 0.800376 10446\n", "\n", "avg / total 0.831360 0.823616 0.821934 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.972003 0.927501 0.949231 19090\n", " 20 0.598491 0.801788 0.685382 2573\n", "\n", "avg / total 0.927639 0.912570 0.917892 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979112 0.946272 0.962412 18873\n", " 20 0.703769 0.863441 0.775471 2790\n", "\n", "avg / total 0.943650 0.935604 0.938336 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.702128 0.246269 0.364641 134\n", " 11 0.008929 0.027778 0.013514 36\n", " 12 0.021277 0.027778 0.024096 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949601 0.873873 0.910164 18521\n", " 20 0.598370 0.782721 0.678241 2720\n", "\n", "avg / total 0.891395 0.847020 0.865632 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.005814 0.011628 0.007752 86\n", " 11 0.000000 0.000000 0.000000 41\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.918350 0.867195 0.892040 15888\n", " 20 0.689189 0.756116 0.721103 5396\n", "\n", "avg / total 0.845225 0.824401 0.833886 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 38\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.782392 0.887449 0.831615 10955\n", " 20 0.870459 0.733963 0.796405 10382\n", "\n", "avg / total 0.812824 0.800535 0.802226 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.960250 0.897023 0.927560 18878\n", " 20 0.580506 0.755217 0.656435 2492\n", "\n", "avg / total 0.903578 0.868578 0.883826 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.128686 0.352941 0.188605 136\n", " 11 0.000000 0.000000 0.000000 57\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.967729 0.916122 0.941219 18658\n", " 20 0.598214 0.680469 0.636696 2560\n", "\n", "avg / total 0.904991 0.871671 0.887082 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968654 0.924884 0.946263 18811\n", " 20 0.606950 0.747195 0.669810 2852\n", "\n", "avg / total 0.921035 0.901491 0.909867 21663\n", "\n", "Classification report for turbine 17, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.910487 0.900763 0.905599 15730\n", " 20 0.721558 0.748803 0.734928 5641\n", "\n", "avg / total 0.849018 0.849051 0.848950 21663\n", "\n", "Classification report for turbine 17, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.788025 0.901132 0.840792 11217\n", " 20 0.877630 0.734635 0.799792 10446\n", "\n", "avg / total 0.831233 0.820847 0.821021 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971872 0.917653 0.943985 19090\n", " 20 0.587748 0.771862 0.667339 2573\n", "\n", "avg / total 0.926248 0.900337 0.911127 21663\n", "\n", "Classification report for turbine 17, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 109\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.021739 0.009259 0.012987 108\n", " 15 0.024390 0.009259 0.013423 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.935282 0.934194 0.934737 18053\n", " 20 0.643452 0.819871 0.721027 2637\n", "\n", "avg / total 0.857979 0.878410 0.866871 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.966107 0.862208 0.911205 18811\n", " 20 0.619332 0.799790 0.698087 2852\n", "\n", "avg / total 0.920453 0.853991 0.883148 21663\n", "\n", "Classification report for turbine 17, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.921293 0.881285 0.900845 15912\n", " 20 0.746019 0.790123 0.767438 5751\n", "\n", "avg / total 0.874762 0.857084 0.865428 21663\n", "\n", "Classification report for turbine 17, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.782777 0.902737 0.838488 11217\n", " 20 0.882122 0.730710 0.799309 10446\n", "\n", "avg / total 0.830681 0.819785 0.819596 21663\n", "\n", "Classification report for turbine 17, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971529 0.915191 0.942519 19090\n", " 20 0.603580 0.799456 0.687845 2573\n", "\n", "avg / total 0.927826 0.901445 0.912270 21663\n", "\n", "Classification report for turbine 17, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.666667 0.002312 0.004608 865\n", " 11 0.000000 0.000000 0.000000 822\n", " 12 0.000000 0.000000 0.000000 362\n", " 13 0.000000 0.000000 0.000000 256\n", " 14 0.043478 0.016216 0.023622 185\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.300000 0.016667 0.031579 180\n", " 18 0.000000 0.000000 0.000000 173\n", " 19 0.859267 0.933896 0.895029 16580\n", " 20 0.477905 0.868617 0.616575 1880\n", "\n", "avg / total 0.728608 0.790518 0.739177 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.041502 0.228261 0.070234 92\n", " 11 0.004373 0.020833 0.007229 144\n", " 12 0.001252 0.006944 0.002121 144\n", " 13 0.004342 0.020833 0.007186 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.008333 0.027778 0.012821 144\n", " 16 0.010000 0.041667 0.016129 144\n", " 17 0.016997 0.083333 0.028235 144\n", " 18 0.003096 0.006944 0.004283 144\n", " 19 0.914659 0.667951 0.772076 17907\n", " 20 0.557964 0.737659 0.635351 2512\n", "\n", "avg / total 0.821271 0.640031 0.712702 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.608305 0.417083 0.494864 2599\n", " 11 0.014493 0.002860 0.004777 1049\n", " 12 0.019608 0.006842 0.010144 877\n", " 13 0.027439 0.010909 0.015611 825\n", " 14 0.014368 0.006658 0.009099 751\n", " 15 0.000000 0.000000 0.000000 618\n", " 16 0.020000 0.011905 0.014925 504\n", " 17 0.015968 0.015968 0.015968 501\n", " 18 0.003096 0.002232 0.002594 448\n", " 19 0.657839 0.757602 0.704204 10590\n", " 20 0.335834 0.586350 0.427065 2901\n", "\n", "avg / total 0.443477 0.500669 0.463135 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.022891 0.219949 0.041466 391\n", " 11 0.009709 0.066667 0.016949 150\n", " 12 0.001150 0.018519 0.002166 108\n", " 13 0.008547 0.046296 0.014430 108\n", " 14 0.010707 0.046296 0.017391 108\n", " 15 0.002137 0.009259 0.003472 108\n", " 16 0.002041 0.009259 0.003344 108\n", " 17 0.001890 0.009259 0.003140 108\n", " 18 0.009597 0.046296 0.015898 108\n", " 19 0.836843 0.594587 0.695215 10826\n", " 20 0.747320 0.343501 0.470664 9540\n", "\n", "avg / total 0.747976 0.453769 0.555868 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.094467 0.233333 0.134486 300\n", " 11 0.016579 0.070370 0.026836 270\n", " 12 0.006237 0.046512 0.010999 129\n", " 13 0.005020 0.046296 0.009058 108\n", " 14 0.004076 0.028571 0.007134 105\n", " 15 0.001383 0.009259 0.002407 108\n", " 16 0.005736 0.027778 0.009509 108\n", " 17 0.005758 0.027778 0.009539 108\n", " 18 0.008130 0.037037 0.013333 108\n", " 19 0.934946 0.648918 0.766105 18161\n", " 20 0.449504 0.462002 0.455667 2158\n", "\n", "avg / total 0.830284 0.595301 0.690166 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.007772 0.092308 0.014337 65\n", " 11 0.016892 0.059524 0.026316 252\n", " 12 0.006667 0.019841 0.009980 252\n", " 13 0.014634 0.047619 0.022388 252\n", " 14 0.018433 0.047619 0.026578 252\n", " 15 0.008666 0.019841 0.012063 252\n", " 16 0.011278 0.023810 0.015306 252\n", " 17 0.018634 0.035714 0.024490 252\n", " 18 0.013129 0.023810 0.016925 252\n", " 19 0.884355 0.696580 0.779316 17049\n", " 20 0.596788 0.542835 0.568534 2533\n", "\n", "avg / total 0.767061 0.615196 0.681642 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 86\n", " 11 0.000000 0.000000 0.000000 82\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.954844 0.925223 0.939800 18535\n", " 20 0.583311 0.797637 0.673842 2708\n", "\n", "avg / total 0.889888 0.891335 0.888333 21663\n", "\n", "Classification report for turbine 17, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.922048 0.866013 0.893152 15912\n", " 20 0.751649 0.753086 0.752367 5751\n", "\n", "avg / total 0.876811 0.836034 0.855777 21663\n", "\n", "Classification report for turbine 17, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.808025 0.890434 0.847230 11217\n", " 20 0.882763 0.763354 0.818728 10446\n", "\n", "avg / total 0.844064 0.829156 0.833486 21663\n", "\n", "Classification report for turbine 17, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.022727 0.083333 0.035714 12\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 35\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957195 0.915225 0.935739 18838\n", " 20 0.584662 0.769596 0.664502 2526\n", "\n", "avg / total 0.900557 0.885658 0.891216 21663\n", "\n", "Classification report for turbine 17, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978822 0.925714 0.951528 18873\n", " 20 0.704322 0.846953 0.769081 2790\n", "\n", "avg / total 0.943469 0.915570 0.928030 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.065657 0.050980 198\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.026316 0.125000 0.043478 72\n", " 17 0.004107 0.027778 0.007156 72\n", " 18 0.007508 0.069444 0.013550 72\n", " 19 0.943602 0.775470 0.851314 18296\n", " 20 0.528404 0.642113 0.579735 2593\n", "\n", "avg / total 0.860697 0.733139 0.789069 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.094567 0.252688 0.137628 186\n", " 11 0.004202 0.006494 0.005102 154\n", " 12 0.003953 0.007692 0.005222 130\n", " 13 0.000000 0.000000 0.000000 90\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005848 0.013889 0.008230 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.883058 0.778157 0.827295 15245\n", " 20 0.706169 0.660058 0.682335 5498\n", "\n", "avg / total 0.801547 0.717444 0.756647 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.036411 0.213740 0.062222 131\n", " 11 0.013514 0.020833 0.016393 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.013333 0.013889 0.013605 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.009804 0.006944 0.008130 144\n", " 17 0.025641 0.013889 0.018018 144\n", " 18 0.021739 0.013889 0.016949 144\n", " 19 0.750550 0.836945 0.791396 10199\n", " 20 0.869954 0.717513 0.786414 10181\n", "\n", "avg / total 0.762993 0.733001 0.743046 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.432432 0.086486 0.144144 1480\n", " 11 0.086331 0.038176 0.052941 943\n", " 12 0.043796 0.019417 0.026906 618\n", " 13 0.027972 0.015842 0.020228 505\n", " 14 0.043956 0.037037 0.040201 432\n", " 15 0.003125 0.002315 0.002660 432\n", " 16 0.008902 0.007264 0.008000 413\n", " 17 0.029316 0.022727 0.025605 396\n", " 18 0.012308 0.010101 0.011096 396\n", " 19 0.781808 0.816056 0.798565 15135\n", " 20 0.194964 0.627601 0.297508 913\n", "\n", "avg / total 0.591505 0.606610 0.585531 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.051993 0.109890 0.070588 273\n", " 11 0.040414 0.106173 0.058543 405\n", " 12 0.051887 0.138889 0.075549 396\n", " 13 0.034139 0.065395 0.044860 367\n", " 14 0.027211 0.044444 0.033755 360\n", " 15 0.021684 0.047222 0.029720 360\n", " 16 0.008929 0.013889 0.010870 360\n", " 17 0.020833 0.030675 0.024814 326\n", " 18 0.011516 0.018519 0.014201 324\n", " 19 0.856071 0.673597 0.753950 16256\n", " 20 0.522288 0.592129 0.555020 2236\n", "\n", "avg / total 0.700692 0.576097 0.629002 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.593465 0.595728 0.594595 1311\n", " 11 0.027872 0.066802 0.039333 494\n", " 12 0.036212 0.085339 0.050847 457\n", " 13 0.035977 0.113426 0.054627 432\n", " 14 0.023923 0.068306 0.035436 366\n", " 15 0.008696 0.023026 0.012624 304\n", " 16 0.015228 0.062500 0.024490 288\n", " 17 0.017921 0.069444 0.028490 288\n", " 18 0.008024 0.027778 0.012451 288\n", " 19 0.857464 0.494931 0.627606 16178\n", " 20 0.341812 0.609387 0.437965 1257\n", "\n", "avg / total 0.699297 0.450215 0.534800 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.350422 0.432000 0.386958 2500\n", " 11 0.055646 0.064151 0.059597 1060\n", " 12 0.057143 0.057386 0.057264 941\n", " 13 0.039130 0.061785 0.047915 874\n", " 14 0.029666 0.030457 0.030056 788\n", " 15 0.015595 0.026230 0.019560 610\n", " 16 0.042071 0.045139 0.043551 576\n", " 17 0.026923 0.024306 0.025547 576\n", " 18 0.019182 0.027322 0.022539 549\n", " 19 0.639684 0.522986 0.575478 10985\n", " 20 0.310705 0.323956 0.317192 2204\n", "\n", "avg / total 0.407049 0.360523 0.380134 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.151765 0.324859 0.206881 1416\n", " 11 0.015866 0.055016 0.024629 618\n", " 12 0.020737 0.038544 0.026966 467\n", " 13 0.031453 0.083573 0.045705 347\n", " 14 0.018998 0.067901 0.029690 324\n", " 15 0.003960 0.006173 0.004825 324\n", " 16 0.017857 0.021605 0.019553 324\n", " 17 0.008357 0.018519 0.011516 324\n", " 18 0.028450 0.061728 0.038948 324\n", " 19 0.632122 0.492428 0.553598 8584\n", " 20 0.729938 0.384508 0.503689 8611\n", "\n", "avg / total 0.553113 0.375571 0.436682 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.049563 0.477528 0.089805 178\n", " 11 0.004135 0.056452 0.007705 124\n", " 12 0.005089 0.074074 0.009524 108\n", " 13 0.008547 0.111111 0.015873 108\n", " 14 0.005364 0.064815 0.009908 108\n", " 15 0.007609 0.064815 0.013619 108\n", " 16 0.003448 0.030303 0.006192 99\n", " 17 0.006731 0.097222 0.012590 72\n", " 18 0.003386 0.041667 0.006263 72\n", " 19 0.942377 0.458697 0.617049 18219\n", " 20 0.422302 0.237941 0.304382 2467\n", "\n", "avg / total 0.841262 0.419286 0.554730 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.001466 0.055556 0.002857 36\n", " 12 0.004170 0.138889 0.008097 36\n", " 13 0.004026 0.138889 0.007825 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000993 0.027778 0.001918 36\n", " 17 0.001272 0.027778 0.002433 36\n", " 18 0.002990 0.055556 0.005674 36\n", " 19 0.965485 0.552173 0.702549 18592\n", " 20 0.614674 0.431090 0.506768 2779\n", "\n", "avg / total 0.907493 0.529936 0.668012 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.968302 0.927277 0.947346 18811\n", " 20 0.625103 0.799790 0.701738 2852\n", "\n", "avg / total 0.923119 0.910493 0.915011 21663\n", "\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 111\n", " 11 0.000000 0.000000 0.000000 38\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.913336 0.903254 0.908267 15763\n", " 20 0.727198 0.803237 0.763328 5499\n", "\n", "avg / total 0.849180 0.861146 0.854663 21663\n", "\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.800445 0.897210 0.846070 11217\n", " 20 0.881525 0.725828 0.796136 10446\n", "\n", "avg / total 0.839543 0.814569 0.821991 21663\n", "\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971432 0.920901 0.945492 19090\n", " 20 0.596219 0.747765 0.663448 2573\n", "\n", "avg / total 0.926866 0.900337 0.911992 21663\n", "\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968712 0.939776 0.954025 18647\n", " 20 0.677145 0.847115 0.752653 2721\n", "\n", "avg / total 0.918898 0.915340 0.915740 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 50\n", " 11 0.000000 0.000000 0.000000 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.000000 0.000000 0.000000 288\n", " 16 0.000000 0.000000 0.000000 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.873577 0.933464 0.902528 16848\n", " 20 0.536066 0.797237 0.641072 2461\n", "\n", "avg / total 0.740307 0.816554 0.774753 21663\n", "\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.004808 0.083333 0.009091 12\n", " 11 0.005988 0.027778 0.009852 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.005917 0.083333 0.011050 72\n", " 15 0.002165 0.013889 0.003745 72\n", " 16 0.002793 0.013889 0.004651 72\n", " 17 0.003731 0.013889 0.005882 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.918408 0.771658 0.838662 15433\n", " 20 0.752407 0.720135 0.735917 5642\n", "\n", "avg / total 0.850317 0.737848 0.789261 21663\n", "\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010000 0.272727 0.019293 11\n", " 11 0.008065 0.027778 0.012500 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.011278 0.041667 0.017751 72\n", " 16 0.004425 0.013889 0.006711 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.013245 0.027778 0.017937 72\n", " 19 0.791362 0.791506 0.791434 10926\n", " 20 0.871439 0.735271 0.797585 10150\n", "\n", "avg / total 0.807566 0.744218 0.773063 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.076923 0.035714 13\n", " 11 0.004237 0.013889 0.006494 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.948408 0.855523 0.899574 18522\n", " 20 0.607501 0.736285 0.665722 2552\n", "\n", "avg / total 0.882489 0.818308 0.847610 21663\n", "\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.047619 0.076923 0.058824 13\n", " 11 0.023438 0.041667 0.030000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.004831 0.013889 0.007168 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.952384 0.880688 0.915134 18305\n", " 20 0.710110 0.842181 0.770527 2769\n", "\n", "avg / total 0.895644 0.852052 0.871927 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.968905 0.925948 0.946939 18811\n", " 20 0.622084 0.803997 0.701438 2852\n", "\n", "avg / total 0.923245 0.909892 0.914618 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.923334 0.902212 0.912651 15912\n", " 20 0.745544 0.792732 0.768414 5751\n", "\n", "avg / total 0.876135 0.873148 0.874360 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.805360 0.905590 0.852539 11217\n", " 20 0.882983 0.764982 0.819758 10446\n", "\n", "avg / total 0.842790 0.837788 0.836732 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.972015 0.927920 0.949456 19090\n", " 20 0.599884 0.801788 0.686294 2573\n", "\n", "avg / total 0.927815 0.912939 0.918199 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.979998 0.944948 0.962154 18873\n", " 20 0.700144 0.869534 0.775699 2790\n", "\n", "avg / total 0.943955 0.935235 0.938140 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.969259 0.926904 0.947609 18811\n", " 20 0.625749 0.806101 0.704566 2852\n", "\n", "avg / total 0.924035 0.911000 0.915611 21663\n", "\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.918738 0.903783 0.911199 15912\n", " 20 0.745258 0.778821 0.761670 5751\n", "\n", "avg / total 0.872683 0.870609 0.871503 21663\n", "\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.777019 0.907755 0.837314 11025\n", " 20 0.874189 0.743344 0.803474 10329\n", "\n", "avg / total 0.812266 0.816415 0.809236 21663\n", "\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 39\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956912 0.919189 0.937671 18797\n", " 20 0.602732 0.794521 0.685463 2555\n", "\n", "avg / total 0.901401 0.891289 0.894464 21663\n", "\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.979449 0.914163 0.945681 18873\n", " 20 0.701136 0.862724 0.773582 2790\n", "\n", "avg / total 0.943605 0.907538 0.923516 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.958223 0.879020 0.916914 19309\n", " 20 0.362967 0.642685 0.463925 2071\n", "\n", "avg / total 0.900563 0.856127 0.873035 21380\n", "\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.985963 0.943615 0.964324 20023\n", " 20 0.490753 0.801769 0.608842 1357\n", "\n", "avg / total 0.954531 0.934612 0.941761 21380\n", "\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 202\n", " 11 0.000000 0.000000 0.000000 219\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 185\n", " 16 0.000000 0.000000 0.000000 177\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.810946 0.967444 0.882309 16587\n", " 20 0.548995 0.284320 0.374625 3074\n", "\n", "avg / total 0.708081 0.791441 0.738375 21380\n", "\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982936 0.909193 0.944627 20527\n", " 20 0.369833 0.597890 0.456989 853\n", "\n", "avg / total 0.958475 0.896773 0.925172 21380\n", "\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.836527 0.931070 0.881270 15378\n", " 20 0.853383 0.556860 0.673948 5707\n", "\n", "avg / total 0.829484 0.818335 0.813770 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.513274 0.223507 113\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.004630 0.018519 0.007407 108\n", " 13 0.006849 0.018519 0.010000 108\n", " 14 0.006834 0.027778 0.010969 108\n", " 15 0.027027 0.092593 0.041841 108\n", " 16 0.010949 0.027778 0.015707 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.910480 0.723762 0.806455 18437\n", " 20 0.292567 0.468464 0.360188 1966\n", "\n", "avg / total 0.813093 0.670861 0.730181 21380\n", "\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.026178 0.051020 0.034602 98\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.003953 0.013889 0.006154 72\n", " 16 0.005376 0.013889 0.007752 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.955008 0.809349 0.876166 19381\n", " 20 0.516623 0.738868 0.608075 1325\n", "\n", "avg / total 0.897884 0.779794 0.832136 21380\n", "\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.028061 0.343750 0.051887 32\n", " 11 0.005000 0.018519 0.007874 108\n", " 12 0.047431 0.111111 0.066482 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004032 0.009259 0.005618 108\n", " 15 0.003279 0.009259 0.004843 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.016575 0.027778 0.020761 108\n", " 18 0.017857 0.018519 0.018182 108\n", " 19 0.838452 0.863015 0.850556 17272\n", " 20 0.577566 0.226027 0.324905 3212\n", "\n", "avg / total 0.764638 0.732647 0.736643 21380\n", "\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983346 0.828421 0.899260 20527\n", " 20 0.351515 0.543962 0.427059 853\n", "\n", "avg / total 0.958138 0.817072 0.880420 21380\n", "\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.931213 0.874505 0.901969 15666\n", " 20 0.855148 0.546552 0.666880 5714\n", "\n", "avg / total 0.910884 0.786857 0.839139 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.958223 0.879020 0.916914 19309\n", " 20 0.362967 0.642685 0.463925 2071\n", "\n", "avg / total 0.900563 0.856127 0.873035 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985963 0.943615 0.964324 20023\n", " 20 0.490753 0.801769 0.608842 1357\n", "\n", "avg / total 0.954531 0.934612 0.941761 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.884374 0.964985 0.922923 18135\n", " 20 0.601131 0.294915 0.395700 3245\n", "\n", "avg / total 0.841384 0.863283 0.842902 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983199 0.955035 0.968912 20527\n", " 20 0.359473 0.607268 0.451613 853\n", "\n", "avg / total 0.958314 0.941160 0.948273 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.856469 0.962530 0.906408 15666\n", " 20 0.844462 0.557753 0.671796 5714\n", "\n", "avg / total 0.853260 0.854350 0.843706 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.046667 0.030435 0.036842 230\n", " 11 0.003344 0.009346 0.004926 107\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.001692 0.013889 0.003017 72\n", " 17 0.006369 0.013889 0.008734 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.903782 0.692781 0.784339 18521\n", " 20 0.335046 0.581764 0.425208 2018\n", "\n", "avg / total 0.815096 0.655519 0.720049 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.164948 0.428571 0.238213 112\n", " 11 0.003205 0.027778 0.005747 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.003236 0.013889 0.005249 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.003030 0.013889 0.004975 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.961584 0.794790 0.870267 19463\n", " 20 0.421026 0.668023 0.516515 1229\n", "\n", "avg / total 0.900463 0.764359 0.823229 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.862710 0.888895 0.875607 17857\n", " 20 0.604741 0.292351 0.394154 3229\n", "\n", "avg / total 0.811886 0.786576 0.790853 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.232759 0.346154 0.278351 78\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969694 0.883643 0.924670 20205\n", " 20 0.329359 0.546354 0.410972 809\n", "\n", "avg / total 0.929713 0.857016 0.890419 21380\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.358209 0.004063 0.008035 5907\n", " 11 0.009174 0.055556 0.015748 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.004950 0.027778 0.008403 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.810799 0.895666 0.851122 14837\n", " 20 0.050713 0.531609 0.092593 348\n", "\n", "avg / total 0.662485 0.631478 0.594418 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.644444 0.218456 0.326301 531\n", " 11 0.000000 0.000000 0.000000 69\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.954793 0.848744 0.898651 19186\n", " 20 0.228539 0.593145 0.329948 1342\n", "\n", "avg / total 0.887164 0.804303 0.835246 21380\n", "\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986229 0.919193 0.951532 20023\n", " 20 0.506160 0.726603 0.596672 1357\n", "\n", "avg / total 0.955758 0.906969 0.929008 21380\n", "\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.006466 0.176471 0.012474 17\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.012195 0.027778 0.016949 36\n", " 19 0.870044 0.940002 0.903671 17834\n", " 20 0.543002 0.199690 0.291997 3225\n", "\n", "avg / total 0.807675 0.814406 0.797876 21380\n", "\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.009615 0.045455 0.015873 22\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 66\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.964072 0.933777 0.948682 20144\n", " 20 0.330075 0.532767 0.407614 824\n", "\n", "avg / total 0.921069 0.900374 0.909564 21380\n", "\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.852641 0.932593 0.890826 15666\n", " 20 0.850314 0.544802 0.664107 5714\n", "\n", "avg / total 0.852019 0.828952 0.830234 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 198\n", " 11 0.000000 0.000000 0.000000 92\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.007576 0.027778 0.011905 36\n", " 15 0.038462 0.055556 0.045455 36\n", " 16 0.173913 0.111111 0.135593 36\n", " 17 0.352941 0.166667 0.226415 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.940357 0.858111 0.897354 18888\n", " 20 0.333789 0.647402 0.440476 1886\n", "\n", "avg / total 0.861161 0.815809 0.832322 21380\n", "\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985887 0.928033 0.956086 20023\n", " 20 0.535338 0.787030 0.637232 1357\n", "\n", "avg / total 0.957291 0.919083 0.935848 21380\n", "\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.883338 0.954453 0.917519 18135\n", " 20 0.601899 0.293066 0.394197 3245\n", "\n", "avg / total 0.840622 0.854069 0.838091 21380\n", "\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983082 0.948312 0.965384 20527\n", " 20 0.358795 0.600234 0.449123 853\n", "\n", "avg / total 0.958174 0.934425 0.944787 21380\n", "\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.855729 0.954487 0.902414 15666\n", " 20 0.834969 0.491425 0.618707 5714\n", "\n", "avg / total 0.850180 0.830730 0.826591 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2642\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.924614 0.947925 0.936124 16937\n", " 20 0.215536 0.646432 0.323282 1219\n", "\n", "avg / total 0.744758 0.787792 0.760020 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.004854 0.250000 0.009524 4\n", " 11 0.016129 0.055556 0.025000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970766 0.873138 0.919367 19738\n", " 20 0.502411 0.771852 0.608645 1350\n", "\n", "avg / total 0.927962 0.854958 0.887235 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.040816 0.097561 0.057554 41\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.017544 0.027778 0.021505 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.007194 0.027778 0.011429 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.858426 0.913466 0.885091 17577\n", " 20 0.573307 0.273697 0.370512 3186\n", "\n", "avg / total 0.791327 0.792142 0.783089 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.004184 0.027778 0.007273 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969080 0.871789 0.917863 20240\n", " 20 0.357567 0.570414 0.439580 845\n", "\n", "avg / total 0.931546 0.847895 0.886308 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.852863 0.903166 0.877294 15666\n", " 20 0.837389 0.493875 0.621312 5714\n", "\n", "avg / total 0.848727 0.793779 0.808881 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963855 0.748511 0.842642 19309\n", " 20 0.353532 0.577499 0.438577 2071\n", "\n", "avg / total 0.904735 0.731946 0.803502 21380\n", "\n", "Classification report for turbine 18, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987625 0.892823 0.937834 20023\n", " 20 0.540975 0.792926 0.643156 1357\n", "\n", "avg / total 0.959276 0.886483 0.919131 21380\n", "\n", "Classification report for turbine 18, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.885610 0.934932 0.909603 18135\n", " 20 0.574615 0.230200 0.328713 3245\n", "\n", "avg / total 0.838408 0.827970 0.821437 21380\n", "\n", "Classification report for turbine 18, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983654 0.935207 0.958819 20527\n", " 20 0.362350 0.600234 0.451898 853\n", "\n", "avg / total 0.958866 0.921843 0.938595 21380\n", "\n", "Classification report for turbine 18, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.854892 0.949189 0.899577 15666\n", " 20 0.850000 0.556353 0.672520 5714\n", "\n", "avg / total 0.853585 0.844200 0.838893 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.032967 0.039735 91\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.014423 0.041667 0.021429 144\n", " 13 0.014286 0.027778 0.018868 144\n", " 14 0.028571 0.029851 0.029197 134\n", " 15 0.016575 0.055556 0.025532 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.903275 0.776767 0.835258 18250\n", " 20 0.336950 0.563512 0.421729 2039\n", "\n", "avg / total 0.803841 0.717867 0.753950 21380\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.002865 0.006944 0.004057 144\n", " 12 0.010288 0.034722 0.015873 144\n", " 13 0.002667 0.006944 0.003854 144\n", " 14 0.002674 0.006944 0.003861 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.003106 0.006944 0.004292 144\n", " 18 0.003937 0.006944 0.005025 144\n", " 19 0.929698 0.774240 0.844877 18874\n", " 20 0.494302 0.778027 0.604530 1338\n", "\n", "avg / total 0.851833 0.732647 0.783929 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.010830 0.041667 0.017192 144\n", " 12 0.008403 0.013889 0.010471 144\n", " 13 0.000000 0.000000 0.000000 167\n", " 14 0.003115 0.005556 0.003992 180\n", " 15 0.008889 0.011111 0.009877 180\n", " 16 0.007547 0.011111 0.008989 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.008357 0.016667 0.011132 180\n", " 19 0.813932 0.837686 0.825638 16961\n", " 20 0.559398 0.244335 0.340114 3045\n", "\n", "avg / total 0.725737 0.700094 0.703901 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.030000 0.046154 200\n", " 11 0.120000 0.122892 0.121429 415\n", " 12 0.035990 0.036269 0.036129 386\n", " 13 0.006098 0.006645 0.006359 301\n", " 14 0.005797 0.007663 0.006601 261\n", " 15 0.007075 0.011905 0.008876 252\n", " 16 0.009479 0.015873 0.011869 252\n", " 17 0.006944 0.007937 0.007407 252\n", " 18 0.024793 0.039823 0.030560 226\n", " 19 0.875712 0.819897 0.846886 18184\n", " 20 0.242563 0.488479 0.324159 651\n", "\n", "avg / total 0.756802 0.716558 0.734425 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.025316 0.076923 0.038095 52\n", " 11 0.002028 0.013889 0.003540 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.002364 0.013889 0.004040 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.017903 0.097222 0.030238 72\n", " 16 0.002740 0.013889 0.004577 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.796100 0.757487 0.776314 15092\n", " 20 0.847118 0.537456 0.657659 5660\n", "\n", "avg / total 0.786368 0.677643 0.722335 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.009881 0.092664 0.017857 259\n", " 11 0.000971 0.005556 0.001653 180\n", " 12 0.001951 0.024793 0.003617 121\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.005329 0.027778 0.008942 108\n", " 15 0.002381 0.009259 0.003788 108\n", " 16 0.013672 0.064815 0.022581 108\n", " 17 0.008147 0.037037 0.013356 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.889719 0.591092 0.710294 18344\n", " 20 0.507821 0.266411 0.349480 1828\n", "\n", "avg / total 0.807084 0.531946 0.639809 21380\n", "\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.022901 0.207921 0.041257 101\n", " 11 0.000000 0.000000 0.000000 110\n", " 12 0.003979 0.027778 0.006961 108\n", " 13 0.007614 0.027778 0.011952 108\n", " 14 0.002016 0.009259 0.003311 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002257 0.009259 0.003630 108\n", " 18 0.002874 0.009259 0.004386 108\n", " 19 0.938645 0.729535 0.820984 19167\n", " 20 0.277212 0.284109 0.280618 1246\n", "\n", "avg / total 0.857847 0.671983 0.752707 21380\n", "\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.005415 0.083333 0.010169 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.002488 0.027778 0.004566 36\n", " 15 0.007937 0.055556 0.013889 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.862459 0.821215 0.841332 17921\n", " 20 0.568373 0.236190 0.333707 3150\n", "\n", "avg / total 0.806692 0.723433 0.754430 21380\n", "\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982869 0.844108 0.908219 20527\n", " 20 0.309991 0.425557 0.358696 853\n", "\n", "avg / total 0.956023 0.827409 0.886295 21380\n", "\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.844139 0.870165 0.856954 15666\n", " 20 0.736607 0.259888 0.384217 5714\n", "\n", "avg / total 0.815400 0.707063 0.730611 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.958223 0.879020 0.916914 19309\n", " 20 0.362967 0.642685 0.463925 2071\n", "\n", "avg / total 0.900563 0.856127 0.873035 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.985963 0.943615 0.964324 20023\n", " 20 0.490753 0.801769 0.608842 1357\n", "\n", "avg / total 0.954531 0.934612 0.941761 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.884374 0.964985 0.922923 18135\n", " 20 0.601131 0.294915 0.395700 3245\n", "\n", "avg / total 0.841384 0.863283 0.842902 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.983200 0.955084 0.968938 20527\n", " 20 0.359722 0.607268 0.451810 853\n", "\n", "avg / total 0.958325 0.941207 0.948306 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.856469 0.962530 0.906408 15666\n", " 20 0.844462 0.557753 0.671796 5714\n", "\n", "avg / total 0.853260 0.854350 0.843706 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.035000 0.162791 0.057613 43\n", " 11 0.013636 0.023810 0.017341 252\n", " 12 0.037634 0.027778 0.031963 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.014706 0.007937 0.010309 252\n", " 15 0.017241 0.007937 0.010870 252\n", " 16 0.031746 0.007937 0.012698 252\n", " 17 0.025404 0.043651 0.032117 252\n", " 18 0.034146 0.027778 0.030635 252\n", " 19 0.864938 0.791217 0.826437 17329\n", " 20 0.358454 0.647088 0.461346 1992\n", "\n", "avg / total 0.736578 0.703648 0.714667 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.005618 0.076923 0.010471 13\n", " 11 0.012563 0.069444 0.021277 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.013245 0.055556 0.021390 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.012658 0.083333 0.021978 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.959514 0.795968 0.870123 19443\n", " 20 0.539054 0.778190 0.636916 1348\n", "\n", "avg / total 0.906703 0.773667 0.831672 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.024691 0.111111 0.040404 18\n", " 11 0.016901 0.055556 0.025918 108\n", " 12 0.023392 0.074074 0.035556 108\n", " 13 0.003311 0.018519 0.005618 108\n", " 14 0.005208 0.018519 0.008130 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.006410 0.027778 0.010417 108\n", " 18 0.002433 0.009259 0.003854 108\n", " 19 0.838161 0.794417 0.815703 17302\n", " 20 0.629784 0.283166 0.390676 3196\n", "\n", "avg / total 0.772747 0.686342 0.719003 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.037975 0.166667 0.061856 18\n", " 11 0.021739 0.074074 0.033613 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.011029 0.027778 0.015789 108\n", " 14 0.002653 0.009259 0.004124 108\n", " 15 0.002703 0.009259 0.004184 108\n", " 16 0.016760 0.055556 0.025751 108\n", " 17 0.007143 0.027778 0.011364 108\n", " 18 0.003165 0.009259 0.004717 108\n", " 19 0.949678 0.831270 0.886538 19706\n", " 20 0.365279 0.587121 0.450363 792\n", "\n", "avg / total 0.889213 0.789149 0.834362 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.004237 0.027778 0.007353 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.012987 0.083333 0.022472 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.837181 0.860589 0.848724 15379\n", " 20 0.836933 0.482124 0.611809 5706\n", "\n", "avg / total 0.825593 0.747895 0.773834 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.958223 0.879020 0.916914 19309\n", " 20 0.362967 0.642685 0.463925 2071\n", "\n", "avg / total 0.900563 0.856127 0.873035 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.985963 0.943615 0.964324 20023\n", " 20 0.490753 0.801769 0.608842 1357\n", "\n", "avg / total 0.954531 0.934612 0.941761 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.884386 0.965095 0.922980 18135\n", " 20 0.601887 0.294915 0.395863 3245\n", "\n", "avg / total 0.841509 0.863377 0.842975 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983152 0.955181 0.968965 20527\n", " 20 0.359777 0.606096 0.451528 853\n", "\n", "avg / total 0.958281 0.941254 0.948320 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.856486 0.962658 0.906474 15666\n", " 20 0.844910 0.557753 0.671938 5714\n", "\n", "avg / total 0.853392 0.854443 0.843792 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.958223 0.879020 0.916914 19309\n", " 20 0.362967 0.642685 0.463925 2071\n", "\n", "avg / total 0.900563 0.856127 0.873035 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.985963 0.943615 0.964324 20023\n", " 20 0.490753 0.801769 0.608842 1357\n", "\n", "avg / total 0.954531 0.934612 0.941761 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.884386 0.965095 0.922980 18135\n", " 20 0.601887 0.294915 0.395863 3245\n", "\n", "avg / total 0.841509 0.863377 0.842975 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969560 0.954954 0.962202 20246\n", " 20 0.349548 0.605295 0.443172 831\n", "\n", "avg / total 0.931721 0.927830 0.928392 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.855550 0.955381 0.902714 15666\n", " 20 0.844645 0.557578 0.671727 5714\n", "\n", "avg / total 0.852636 0.849065 0.840981 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983409 0.858807 0.916894 21120\n", " 20 0.366239 0.531519 0.433665 698\n", "\n", "avg / total 0.963665 0.848336 0.901435 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.400000 0.125000 0.190476 160\n", " 11 0.015152 0.005051 0.007576 198\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.029412 0.020833 0.024390 144\n", " 15 0.063830 0.020833 0.031414 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.914853 0.916252 0.915552 18305\n", " 20 0.570758 0.736376 0.643075 2147\n", "\n", "avg / total 0.827401 0.842424 0.833251 21818\n", "\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.005025 0.025000 0.008368 40\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.847721 0.915590 0.880349 15638\n", " 20 0.731362 0.539234 0.620772 5276\n", "\n", "avg / total 0.784468 0.786690 0.781118 21818\n", "\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 102\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007353 0.013889 0.009615 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.006803 0.027778 0.010929 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.954007 0.893379 0.922698 19921\n", " 20 0.534237 0.646432 0.585004 1219\n", "\n", "avg / total 0.900955 0.851957 0.875225 21818\n", "\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.005882 0.055556 0.010638 36\n", " 17 0.007092 0.055556 0.012579 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977155 0.897644 0.935713 20966\n", " 20 0.420366 0.578097 0.486772 557\n", "\n", "avg / total 0.949750 0.877532 0.911639 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983715 0.938116 0.960374 21120\n", " 20 0.372727 0.528653 0.437204 698\n", "\n", "avg / total 0.964168 0.925016 0.943637 21818\n", "\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.967414 0.940376 0.953703 19321\n", " 20 0.669865 0.754906 0.709847 2497\n", "\n", "avg / total 0.933360 0.919149 0.925795 21818\n", "\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.123596 0.081481 0.098214 135\n", " 11 0.000000 0.000000 0.000000 124\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.829417 0.935802 0.879403 15312\n", " 20 0.796249 0.618467 0.696187 5491\n", "\n", "avg / total 0.783248 0.812907 0.792990 21818\n", "\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981727 0.911511 0.945317 20511\n", " 20 0.562824 0.664881 0.609611 1307\n", "\n", "avg / total 0.956632 0.896737 0.925206 21818\n", "\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.121212 0.266667 0.166667 15\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.033333 0.027778 0.030303 72\n", " 18 0.015038 0.027778 0.019512 72\n", " 19 0.965426 0.935554 0.950255 20684\n", " 20 0.405308 0.618785 0.489796 543\n", "\n", "avg / total 0.925578 0.902695 0.913334 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984882 0.968561 0.976653 21120\n", " 20 0.366412 0.550143 0.439863 698\n", "\n", "avg / total 0.965096 0.955175 0.959480 21818\n", "\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.967513 0.954143 0.960782 19321\n", " 20 0.679450 0.752103 0.713933 2497\n", "\n", "avg / total 0.934545 0.931020 0.932531 21818\n", "\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.875419 0.950664 0.911491 16195\n", " 20 0.811156 0.610350 0.696570 5623\n", "\n", "avg / total 0.858857 0.862957 0.856101 21818\n", "\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 15 0.000000 0.000000 0.000000 4\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977820 0.965933 0.971840 20401\n", " 20 0.578378 0.737931 0.648485 1305\n", "\n", "avg / total 0.948908 0.947337 0.947510 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 32\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982086 0.972720 0.977381 21078\n", " 20 0.406032 0.639854 0.496806 547\n", "\n", "avg / total 0.958956 0.955770 0.956686 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984209 0.970881 0.977499 21120\n", " 20 0.377687 0.528653 0.440597 698\n", "\n", "avg / total 0.964805 0.956733 0.960323 21818\n", "\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.454545 0.030303 0.056818 330\n", " 11 0.000000 0.000000 0.000000 116\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 38\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.954718 0.952962 0.953839 19027\n", " 20 0.537638 0.746409 0.625052 2019\n", "\n", "avg / total 0.889216 0.900587 0.890523 21818\n", "\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.846012 0.939881 0.890480 15619\n", " 20 0.818433 0.528416 0.642200 5613\n", "\n", "avg / total 0.816194 0.808782 0.802689 21818\n", "\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982720 0.917751 0.949125 20511\n", " 20 0.584858 0.709258 0.641079 1307\n", "\n", "avg / total 0.958886 0.905262 0.930672 21818\n", "\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990568 0.923971 0.956111 21255\n", " 20 0.426546 0.587922 0.494399 563\n", "\n", "avg / total 0.976014 0.915299 0.944197 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987262 0.924763 0.954991 21120\n", " 20 0.202805 0.269341 0.231385 698\n", "\n", "avg / total 0.962165 0.903795 0.931842 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968089 0.926401 0.946787 19321\n", " 20 0.656425 0.564678 0.607104 2497\n", "\n", "avg / total 0.932420 0.885003 0.907911 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 71\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.850451 0.919709 0.883725 15693\n", " 20 0.766184 0.468886 0.581753 5528\n", "\n", "avg / total 0.805830 0.780319 0.783034 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.113772 0.206522 0.146718 184\n", " 11 0.058333 0.057851 0.058091 121\n", " 12 0.012500 0.018519 0.014925 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 75\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.962683 0.916841 0.939203 20034\n", " 20 0.259336 0.473485 0.335121 792\n", "\n", "avg / total 0.894726 0.861216 0.876206 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.025773 0.217391 0.046083 46\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.011236 0.027778 0.016000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977767 0.920561 0.948302 20972\n", " 20 0.349873 0.537109 0.423729 512\n", "\n", "avg / total 0.948137 0.897974 0.921598 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.984356 0.968277 0.976250 21120\n", " 20 0.357622 0.534384 0.428489 698\n", "\n", "avg / total 0.964306 0.954395 0.958726 21818\n", "\n", "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 63\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.953169 0.952318 0.952744 19043\n", " 20 0.658309 0.758251 0.704755 2424\n", "\n", "avg / total 0.905076 0.915437 0.909864 21818\n", "\n", "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.877473 0.939241 0.907307 16195\n", " 20 0.809038 0.620843 0.702556 5623\n", "\n", "avg / total 0.859836 0.857182 0.854538 21818\n", "\n", "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982768 0.950953 0.966599 20511\n", " 20 0.575269 0.736802 0.646092 1307\n", "\n", "avg / total 0.958357 0.938124 0.947399 21818\n", "\n", "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990279 0.968149 0.979089 21255\n", " 20 0.421857 0.637655 0.507779 563\n", "\n", "avg / total 0.975611 0.959620 0.966927 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.958386 0.966871 0.962610 20556\n", " 20 0.335185 0.539493 0.413478 671\n", "\n", "avg / total 0.913259 0.927537 0.919646 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.181818 0.001467 0.002911 1363\n", " 11 0.008130 0.013889 0.010256 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 71\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.940200 0.917883 0.928908 18705\n", " 20 0.292735 0.606642 0.394908 1355\n", "\n", "avg / total 0.835618 0.824732 0.821112 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 32\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.015748 0.027778 0.020101 72\n", " 14 0.020408 0.013889 0.016529 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.848411 0.911736 0.878935 15635\n", " 20 0.827026 0.584036 0.684609 5575\n", "\n", "avg / total 0.819423 0.802732 0.804908 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.031915 0.142857 0.052174 21\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978328 0.897281 0.936054 20376\n", " 20 0.506321 0.706973 0.590055 1133\n", "\n", "avg / total 0.939992 0.874828 0.904879 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.713287 0.209446 0.323810 487\n", " 11 0.014286 0.002639 0.004454 379\n", " 12 0.047059 0.011111 0.017978 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.000000 0.000000 0.000000 360\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.030075 0.011111 0.016227 360\n", " 18 0.005249 0.005556 0.005398 360\n", " 19 0.858436 0.936958 0.895980 18115\n", " 20 0.204715 0.520505 0.293856 317\n", "\n", "avg / total 0.733244 0.790677 0.756140 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.984007 0.970076 0.976991 21120\n", " 20 0.366098 0.522923 0.430678 698\n", "\n", "avg / total 0.964238 0.955770 0.959514 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.967576 0.952953 0.960209 19321\n", " 20 0.674077 0.752903 0.711313 2497\n", "\n", "avg / total 0.933986 0.930058 0.931723 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.877544 0.947823 0.911331 16195\n", " 20 0.804669 0.619065 0.699769 5623\n", "\n", "avg / total 0.858763 0.863095 0.856806 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.983006 0.964507 0.973669 20511\n", " 20 0.569994 0.738332 0.643333 1307\n", "\n", "avg / total 0.958265 0.950958 0.953880 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990410 0.976617 0.983465 21255\n", " 20 0.421420 0.642984 0.509142 563\n", "\n", "avg / total 0.975727 0.968008 0.971226 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.019608 0.038462 0.025974 78\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.016667 0.023438 0.019481 128\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002907 0.027778 0.005263 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.937755 0.820751 0.875360 20173\n", " 20 0.345287 0.520866 0.415280 647\n", "\n", "avg / total 0.877473 0.774727 0.821909 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004274 0.023256 0.007220 43\n", " 11 0.003509 0.006944 0.004662 144\n", " 12 0.008264 0.013889 0.010363 144\n", " 13 0.010929 0.013889 0.012232 144\n", " 14 0.028986 0.041667 0.034188 144\n", " 15 0.008197 0.013889 0.010309 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007752 0.020833 0.011299 144\n", " 19 0.923727 0.837456 0.878479 18395\n", " 20 0.618889 0.750000 0.678166 2228\n", "\n", "avg / total 0.842459 0.783436 0.810470 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.001481 0.009259 0.002554 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004184 0.009259 0.005764 108\n", " 14 0.004274 0.011765 0.006270 85\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.845279 0.800867 0.822474 15683\n", " 20 0.757168 0.467195 0.577844 5426\n", "\n", "avg / total 0.795943 0.691997 0.734974 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.134615 0.050725 0.073684 414\n", " 11 0.021898 0.023810 0.022814 252\n", " 12 0.037143 0.051587 0.043189 252\n", " 13 0.037406 0.059524 0.045942 252\n", " 14 0.000000 0.000000 0.000000 230\n", " 15 0.004854 0.004630 0.004739 216\n", " 16 0.003165 0.004630 0.003759 216\n", " 17 0.003067 0.004630 0.003690 216\n", " 18 0.003344 0.004651 0.003891 215\n", " 19 0.892147 0.850405 0.870776 18637\n", " 20 0.344544 0.546841 0.422737 918\n", "\n", "avg / total 0.780383 0.752131 0.764457 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.002179 0.027778 0.004040 36\n", " 17 0.003460 0.027778 0.006154 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978214 0.807210 0.884523 20971\n", " 20 0.398098 0.527928 0.453912 555\n", "\n", "avg / total 0.950375 0.789394 0.861748 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.145374 0.134694 0.139831 245\n", " 11 0.001667 0.027778 0.003145 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971349 0.791479 0.872237 20818\n", " 20 0.163080 0.308351 0.213333 467\n", "\n", "avg / total 0.931955 0.763361 0.838401 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.001638 0.005495 0.002524 364\n", " 11 0.100746 0.187500 0.131068 144\n", " 12 0.006515 0.013889 0.008869 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.065789 0.034722 0.045455 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.037037 0.020833 0.026667 144\n", " 18 0.027273 0.020833 0.023622 144\n", " 19 0.916199 0.893985 0.904956 18271\n", " 20 0.379697 0.283604 0.324690 2031\n", "\n", "avg / total 0.804190 0.776973 0.789658 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.540230 0.269187 0.359327 873\n", " 11 0.008333 0.002778 0.004167 360\n", " 12 0.000000 0.000000 0.000000 326\n", " 13 0.005495 0.003086 0.003953 324\n", " 14 0.010050 0.006289 0.007737 318\n", " 15 0.041322 0.017361 0.024450 288\n", " 16 0.054726 0.038194 0.044990 288\n", " 17 0.010676 0.010490 0.010582 286\n", " 18 0.025735 0.028340 0.026975 247\n", " 19 0.740382 0.829245 0.782298 13739\n", " 20 0.773644 0.619207 0.687864 4769\n", "\n", "avg / total 0.659010 0.669676 0.658953 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982303 0.819999 0.893843 20511\n", " 20 0.580284 0.594491 0.587302 1307\n", "\n", "avg / total 0.958221 0.806490 0.875480 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.006173 0.055556 0.011111 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.005208 0.027778 0.008772 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976938 0.872467 0.921752 20975\n", " 20 0.399723 0.525455 0.454046 550\n", "\n", "avg / total 0.949286 0.852140 0.897616 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.984062 0.970597 0.977283 21120\n", " 20 0.370821 0.524355 0.434421 698\n", "\n", "avg / total 0.964443 0.956320 0.959916 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 128\n", " 11 0.000000 0.000000 0.000000 77\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.939179 0.951939 0.945516 18768\n", " 20 0.644723 0.769757 0.701713 2341\n", "\n", "avg / total 0.877065 0.901458 0.888631 21818\n", "\n", "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 126\n", " 11 0.000000 0.000000 0.000000 190\n", " 12 0.012658 0.006944 0.008969 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.006711 0.006944 0.006826 144\n", " 19 0.813296 0.903053 0.855828 15132\n", " 20 0.771870 0.595673 0.672421 5362\n", "\n", "avg / total 0.753889 0.772802 0.758923 21818\n", "\n", "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983838 0.893326 0.936400 20511\n", " 20 0.586970 0.710023 0.642659 1307\n", "\n", "avg / total 0.960064 0.882345 0.918803 21818\n", "\n", "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990609 0.928017 0.958292 21255\n", " 20 0.415274 0.618117 0.496788 563\n", "\n", "avg / total 0.975763 0.920020 0.946383 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.076923 0.083333 52\n", " 11 0.032164 0.038194 0.034921 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.029197 0.013889 0.018824 288\n", " 14 0.029167 0.024306 0.026515 288\n", " 15 0.019093 0.027778 0.022631 288\n", " 16 0.028846 0.011673 0.016620 257\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.886962 0.888414 0.887688 18945\n", " 20 0.345133 0.566129 0.428833 620\n", "\n", "avg / total 0.781978 0.789211 0.784735 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.013889 0.062500 0.022727 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.002882 0.009259 0.004396 108\n", " 14 0.003096 0.009259 0.004640 108\n", " 15 0.014760 0.037037 0.021108 108\n", " 16 0.004405 0.009259 0.005970 108\n", " 17 0.004762 0.009259 0.006289 108\n", " 18 0.004329 0.009259 0.005900 108\n", " 19 0.936937 0.834164 0.882569 18470\n", " 20 0.693931 0.745948 0.719000 2468\n", "\n", "avg / total 0.871839 0.790998 0.828725 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.002667 0.136364 0.005231 22\n", " 11 0.012959 0.048387 0.020443 124\n", " 12 0.003205 0.009259 0.004762 108\n", " 13 0.024540 0.074074 0.036866 108\n", " 14 0.007273 0.018519 0.010444 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.010363 0.018519 0.013289 108\n", " 18 0.010667 0.037037 0.016563 108\n", " 19 0.853516 0.800039 0.825913 15338\n", " 20 0.804857 0.499104 0.616134 5578\n", "\n", "avg / total 0.806144 0.691218 0.738663 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.064516 0.200000 0.097561 30\n", " 11 0.021739 0.038889 0.027888 180\n", " 12 0.007905 0.022222 0.011662 180\n", " 13 0.010283 0.022222 0.014060 180\n", " 14 0.009434 0.022222 0.013245 180\n", " 15 0.009479 0.022222 0.013289 180\n", " 16 0.006897 0.011111 0.008511 180\n", " 17 0.002653 0.005556 0.003591 180\n", " 18 0.003643 0.011111 0.005487 180\n", " 19 0.918097 0.814118 0.862986 19125\n", " 20 0.560861 0.681930 0.615498 1223\n", "\n", "avg / total 0.836898 0.753415 0.791910 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.088235 0.125000 0.103448 24\n", " 11 0.010490 0.020833 0.013953 144\n", " 12 0.031414 0.083333 0.045627 144\n", " 13 0.002506 0.006944 0.003683 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.019560 0.055556 0.028933 144\n", " 16 0.008721 0.020833 0.012295 144\n", " 17 0.002179 0.006944 0.003317 144\n", " 18 0.003527 0.013889 0.005626 144\n", " 19 0.940426 0.831825 0.882798 20116\n", " 20 0.424837 0.617871 0.503486 526\n", "\n", "avg / total 0.877921 0.783344 0.826933 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.984510 0.968987 0.976686 21120\n", " 20 0.364694 0.538682 0.434933 698\n", "\n", "avg / total 0.964680 0.955220 0.959355 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.967020 0.953056 0.959987 19321\n", " 20 0.673271 0.748498 0.708894 2497\n", "\n", "avg / total 0.933402 0.929645 0.931251 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.879828 0.949367 0.913276 16195\n", " 20 0.811190 0.626534 0.707004 5623\n", "\n", "avg / total 0.862139 0.866166 0.860115 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982559 0.964068 0.973226 20511\n", " 20 0.564678 0.731446 0.637333 1307\n", "\n", "avg / total 0.957526 0.950133 0.953104 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990414 0.977088 0.983706 21255\n", " 20 0.426384 0.642984 0.512748 563\n", "\n", "avg / total 0.975860 0.968466 0.971553 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983860 0.969792 0.976775 21120\n", " 20 0.362000 0.518625 0.426384 698\n", "\n", "avg / total 0.963966 0.955358 0.959167 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.967871 0.951089 0.959407 19321\n", " 20 0.666314 0.755707 0.708200 2497\n", "\n", "avg / total 0.933359 0.928729 0.930657 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.880135 0.948503 0.913041 16195\n", " 20 0.808935 0.627957 0.707048 5623\n", "\n", "avg / total 0.861785 0.865891 0.859952 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970438 0.965744 0.968085 20259\n", " 20 0.557031 0.734873 0.633711 1256\n", "\n", "avg / total 0.933162 0.939041 0.935392 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976664 0.970142 0.973392 20966\n", " 20 0.419547 0.630824 0.503937 558\n", "\n", "avg / total 0.949255 0.948391 0.948269 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.967600 0.831537 0.894424 20687\n", " 20 0.378903 0.420806 0.398757 1067\n", "\n", "avg / total 0.938726 0.811391 0.870112 21754\n", "\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.007692 0.090909 0.014184 11\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.014493 0.027778 0.019048 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.005013 0.055556 0.009195 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.011111 0.027778 0.015873 36\n", " 18 0.027523 0.083333 0.041379 36\n", " 19 0.884879 0.874342 0.879579 16712\n", " 20 0.723767 0.609319 0.661630 4743\n", "\n", "avg / total 0.837689 0.804909 0.820119 21754\n", "\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 59\n", " 11 0.010526 0.009259 0.009852 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.008696 0.009259 0.008969 108\n", " 15 0.000000 0.000000 0.000000 102\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.893222 0.872099 0.882534 15942\n", " 20 0.717859 0.780132 0.747701 5003\n", "\n", "avg / total 0.819770 0.818608 0.818798 21754\n", "\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.005376 0.027778 0.009009 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.017094 0.055556 0.026144 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.920544 0.902499 0.911432 19487\n", " 20 0.439361 0.306951 0.361410 1971\n", "\n", "avg / total 0.864459 0.836398 0.849255 21754\n", "\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.166667 0.046512 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.766250 0.916022 0.834469 15778\n", " 20 0.686528 0.233193 0.348135 5682\n", "\n", "avg / total 0.735079 0.725338 0.696177 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.382353 0.614173 0.471299 127\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.022727 0.013889 0.017241 144\n", " 13 0.010638 0.006944 0.008403 144\n", " 14 0.016129 0.006944 0.009709 144\n", " 15 0.005814 0.006944 0.006329 144\n", " 16 0.022059 0.041667 0.028846 144\n", " 17 0.007299 0.006944 0.007117 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.920485 0.916249 0.918362 19558\n", " 20 0.294727 0.341330 0.316321 917\n", "\n", "avg / total 0.842781 0.842282 0.842256 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.021978 0.144928 0.038168 69\n", " 11 0.011494 0.111111 0.020833 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.008475 0.055556 0.014706 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.009579 0.138889 0.017921 36\n", " 19 0.888429 0.812106 0.848555 16669\n", " 20 0.734677 0.562817 0.637365 4728\n", "\n", "avg / total 0.840552 0.745564 0.788939 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.078652 0.254545 0.120172 55\n", " 11 0.003745 0.003690 0.003717 271\n", " 12 0.025455 0.027778 0.026565 252\n", " 13 0.004049 0.004000 0.004024 250\n", " 14 0.003690 0.005814 0.004515 172\n", " 15 0.003663 0.006944 0.004796 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.005556 0.007042 0.006211 142\n", " 19 0.856180 0.791329 0.822478 15407\n", " 20 0.695470 0.765556 0.728832 4773\n", "\n", "avg / total 0.759647 0.729613 0.743233 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.002793 0.027778 0.005076 36\n", " 17 0.007177 0.083333 0.013216 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.931171 0.837371 0.881784 19646\n", " 20 0.428243 0.307777 0.358151 1813\n", "\n", "avg / total 0.876646 0.782063 0.826216 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.325758 0.268750 0.294521 160\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.005618 0.009259 0.006993 108\n", " 13 0.030120 0.046296 0.036496 108\n", " 14 0.007634 0.009259 0.008368 108\n", " 15 0.013699 0.018519 0.015748 108\n", " 16 0.005051 0.009259 0.006536 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.725051 0.885850 0.797425 15173\n", " 20 0.627933 0.202267 0.305975 5557\n", "\n", "avg / total 0.668818 0.671968 0.636884 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.931081 0.913597 0.922256 16562\n", " 20 0.739960 0.784284 0.761477 5192\n", "\n", "avg / total 0.885467 0.882734 0.883883 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.933649 0.958338 0.945832 19778\n", " 20 0.432897 0.318320 0.366871 1976\n", "\n", "avg / total 0.888163 0.900202 0.893243 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.767134 0.960362 0.852941 15793\n", " 20 0.684317 0.227646 0.341641 5961\n", "\n", "avg / total 0.744440 0.759584 0.712836 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 15\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956445 0.961416 0.958924 20397\n", " 20 0.358913 0.425996 0.389588 1054\n", "\n", "avg / total 0.914173 0.922083 0.917983 21754\n", "\n", "Classification report for turbine 20, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.901220 0.921579 0.911286 16998\n", " 20 0.732212 0.631833 0.678330 4756\n", "\n", "avg / total 0.864270 0.858233 0.860355 21754\n", "\n", "Classification report for turbine 20, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.930441 0.901340 0.915660 16562\n", " 20 0.735936 0.765986 0.750661 5192\n", "\n", "avg / total 0.884019 0.869036 0.876280 21754\n", "\n", "Classification report for turbine 20, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 35\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 30\n", " 19 0.921108 0.949183 0.934935 19521\n", " 20 0.411034 0.308010 0.352142 1935\n", "\n", "avg / total 0.863119 0.879149 0.870288 21754\n", "\n", "Classification report for turbine 20, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 634\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.749718 0.945316 0.836232 15489\n", " 20 0.416920 0.154033 0.224956 5343\n", "\n", "avg / total 0.636204 0.710904 0.650654 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957651 0.944844 0.951204 20415\n", " 20 0.360800 0.434071 0.394059 1039\n", "\n", "avg / total 0.915938 0.907419 0.911477 21754\n", "\n", "Classification report for turbine 20, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.007299 0.020833 0.010811 48\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.023810 0.027778 0.025641 36\n", " 19 0.884971 0.905680 0.895205 16709\n", " 20 0.723170 0.612444 0.663217 4709\n", "\n", "avg / total 0.836333 0.828307 0.831227 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.928431 0.885901 0.906667 16547\n", " 20 0.697445 0.777620 0.735354 4915\n", "\n", "avg / total 0.863781 0.849545 0.855792 21754\n", "\n", "Classification report for turbine 20, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.934718 0.937506 0.936110 19778\n", " 20 0.429582 0.307186 0.358218 1976\n", "\n", "avg / total 0.888835 0.880252 0.883618 21754\n", "\n", "Classification report for turbine 20, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.764395 0.944786 0.845071 15793\n", " 20 0.686165 0.226304 0.340356 5961\n", "\n", "avg / total 0.742959 0.747908 0.706770 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.930725 0.913416 0.921989 16562\n", " 20 0.739273 0.783128 0.760569 5192\n", "\n", "avg / total 0.885031 0.882320 0.883463 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.933668 0.958641 0.945990 19778\n", " 20 0.434692 0.318320 0.367514 1976\n", "\n", "avg / total 0.888344 0.900478 0.893445 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.767184 0.960426 0.852997 15793\n", " 20 0.684821 0.227814 0.341893 5961\n", "\n", "avg / total 0.744615 0.759676 0.712945 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.097561 0.081633 0.088889 98\n", " 11 0.010753 0.033708 0.016304 89\n", " 12 0.031915 0.125000 0.050847 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 70\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.947719 0.874597 0.909691 20167\n", " 20 0.339823 0.395876 0.365714 970\n", "\n", "avg / total 0.894323 0.829365 0.860270 21754\n", "\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.176056 0.041528 0.067204 602\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.005714 0.027778 0.009479 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.913102 0.885866 0.899278 16796\n", " 20 0.617940 0.594395 0.605939 4068\n", "\n", "avg / total 0.825431 0.796313 0.809508 21754\n", "\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.006173 0.416667 0.012165 12\n", " 11 0.004425 0.009259 0.005988 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.011236 0.018519 0.013986 108\n", " 14 0.006897 0.009259 0.007905 108\n", " 15 0.034014 0.049505 0.040323 101\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.900477 0.823610 0.860330 16061\n", " 20 0.709545 0.702352 0.705930 4932\n", "\n", "avg / total 0.825962 0.767951 0.795561 21754\n", "\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.013699 0.045455 0.021053 22\n", " 11 0.015267 0.016260 0.015748 123\n", " 12 0.007576 0.009259 0.008333 108\n", " 13 0.009174 0.018519 0.012270 108\n", " 14 0.007519 0.012048 0.009259 83\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 79\n", " 19 0.899771 0.904478 0.902118 19116\n", " 20 0.384793 0.263823 0.313027 1899\n", "\n", "avg / total 0.824462 0.818148 0.820296 21754\n", "\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.006944 0.009259 0.007937 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.020000 0.037037 0.025974 108\n", " 15 0.013699 0.018519 0.015748 108\n", " 16 0.025641 0.027778 0.026667 108\n", " 17 0.013889 0.009259 0.011111 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.725994 0.894182 0.801358 15177\n", " 20 0.677521 0.226276 0.339250 5701\n", "\n", "avg / total 0.684454 0.683644 0.648420 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 316\n", " 11 0.000000 0.000000 0.000000 255\n", " 12 0.000000 0.000000 0.000000 214\n", " 13 0.000000 0.000000 0.000000 162\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 134\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 99\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.876054 0.911098 0.893233 15624\n", " 20 0.663942 0.790099 0.721548 4626\n", "\n", "avg / total 0.770381 0.822377 0.794968 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 89\n", " 11 0.013333 0.027778 0.018018 72\n", " 12 0.000000 0.000000 0.000000 45\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.918387 0.929466 0.923893 19480\n", " 20 0.326394 0.237041 0.274632 1852\n", "\n", "avg / total 0.850217 0.852579 0.850757 21754\n", "\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.027778 0.012346 0.017094 81\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.017544 0.005618 0.008511 178\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.708299 0.924403 0.802049 14736\n", " 20 0.651247 0.220637 0.329607 5679\n", "\n", "avg / total 0.650055 0.683874 0.629481 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 33\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.004329 0.027778 0.007491 36\n", " 17 0.005051 0.027778 0.008547 36\n", " 18 0.040404 0.222222 0.068376 36\n", " 19 0.955009 0.855481 0.902509 20371\n", " 20 0.362345 0.384181 0.372943 1062\n", "\n", "avg / total 0.912066 0.820309 0.863479 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.042654 0.082569 0.056250 109\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 65\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.897057 0.868999 0.882805 16977\n", " 20 0.685004 0.642706 0.663181 4243\n", "\n", "avg / total 0.833891 0.803944 0.818580 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.219153 0.106535 0.143373 1117\n", " 11 0.005525 0.003876 0.004556 258\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.008696 0.009901 0.009259 202\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.003968 0.011111 0.005848 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 173\n", " 18 0.015625 0.006944 0.009615 144\n", " 19 0.851693 0.850852 0.851273 15193\n", " 20 0.561189 0.574533 0.567783 3911\n", "\n", "avg / total 0.707250 0.703273 0.704221 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929791 0.886541 0.907651 19778\n", " 20 0.424594 0.277834 0.335883 1976\n", "\n", "avg / total 0.883902 0.831249 0.855715 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.763423 0.912936 0.831512 15793\n", " 20 0.697687 0.222614 0.337530 5961\n", "\n", "avg / total 0.745410 0.723775 0.696152 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.075269 0.036842 0.049470 190\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.040816 0.037037 0.038835 108\n", " 19 0.929225 0.941921 0.935530 19835\n", " 20 0.356093 0.476301 0.407517 865\n", "\n", "avg / total 0.862274 0.878275 0.869832 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.921637 0.395186 0.553177 3988\n", " 11 0.021277 0.009398 0.013038 532\n", " 12 0.015209 0.009975 0.012048 401\n", " 13 0.036530 0.023256 0.028419 344\n", " 14 0.005155 0.003472 0.004149 288\n", " 15 0.027972 0.013889 0.018561 288\n", " 16 0.008403 0.004184 0.005587 239\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.005102 0.004630 0.004854 216\n", " 19 0.769640 0.865049 0.814560 14383\n", " 20 0.244752 0.678696 0.359766 859\n", "\n", "avg / total 0.689441 0.672290 0.655576 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.112165 0.720430 0.194109 558\n", " 11 0.040377 0.204082 0.067416 147\n", " 12 0.002342 0.009259 0.003738 108\n", " 13 0.010526 0.037037 0.016393 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.008523 0.027778 0.013043 108\n", " 16 0.004505 0.009259 0.006061 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.900594 0.752417 0.819864 15930\n", " 20 0.513347 0.229200 0.316907 4363\n", "\n", "avg / total 0.765722 0.617220 0.669558 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.946137 0.838406 0.889020 19778\n", " 20 0.349047 0.176113 0.234107 1976\n", "\n", "avg / total 0.891901 0.778248 0.829532 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.363636 0.087912 88\n", " 11 0.005882 0.013889 0.008264 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.008065 0.013889 0.010204 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.014354 0.041667 0.021352 72\n", " 19 0.737734 0.881002 0.803028 15412\n", " 20 0.530809 0.125925 0.203559 5678\n", "\n", "avg / total 0.661503 0.658729 0.622537 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.915888 0.914763 0.915325 16284\n", " 20 0.738798 0.783617 0.760548 5176\n", "\n", "avg / total 0.861374 0.871196 0.866128 21754\n", "\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.932958 0.946355 0.939608 19778\n", " 20 0.440594 0.315283 0.367552 1976\n", "\n", "avg / total 0.888235 0.889032 0.887646 21754\n", "\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.766235 0.955550 0.850485 15793\n", " 20 0.688583 0.226640 0.341032 5961\n", "\n", "avg / total 0.744957 0.755815 0.710885 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.093750 0.057692 0.071429 52\n", " 11 0.013378 0.013889 0.013629 288\n", " 12 0.023041 0.017361 0.019802 288\n", " 13 0.012579 0.013889 0.013201 288\n", " 14 0.005348 0.003472 0.004211 288\n", " 15 0.015810 0.013889 0.014787 288\n", " 16 0.020833 0.020833 0.020833 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.043651 0.038194 0.040741 288\n", " 19 0.883630 0.886159 0.884892 18517\n", " 20 0.333333 0.415437 0.369884 881\n", "\n", "avg / total 0.767651 0.772869 0.770055 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.030928 0.250000 0.055046 12\n", " 11 0.008375 0.069444 0.014948 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.001439 0.013889 0.002608 72\n", " 14 0.032468 0.486111 0.060870 72\n", " 15 0.002415 0.013889 0.004115 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.003012 0.027778 0.005435 72\n", " 18 0.002865 0.013889 0.004751 72\n", " 19 0.886607 0.719105 0.794120 16451\n", " 20 0.770230 0.603606 0.676813 4715\n", "\n", "avg / total 0.837603 0.676841 0.747567 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.009009 0.076923 0.016129 13\n", " 11 0.026946 0.125000 0.044335 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.002342 0.013889 0.004008 72\n", " 14 0.006211 0.027778 0.010152 72\n", " 15 0.004040 0.027778 0.007055 72\n", " 16 0.004706 0.027778 0.008048 72\n", " 17 0.005420 0.027778 0.009070 72\n", " 18 0.023866 0.138889 0.040733 72\n", " 19 0.895134 0.749048 0.815601 16011\n", " 20 0.754237 0.742530 0.748338 5154\n", "\n", "avg / total 0.837765 0.728556 0.778000 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.097561 0.250000 0.140351 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.009756 0.037037 0.015444 108\n", " 14 0.006557 0.018519 0.009685 108\n", " 15 0.013158 0.027778 0.017857 108\n", " 16 0.008065 0.018519 0.011236 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.896965 0.831659 0.863078 19009\n", " 20 0.441968 0.308311 0.363234 1865\n", "\n", "avg / total 0.821931 0.753838 0.785685 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.003521 0.009259 0.005102 108\n", " 12 0.003597 0.009259 0.005181 108\n", " 13 0.017167 0.037037 0.023460 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.002899 0.009259 0.004415 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.009804 0.018519 0.012821 108\n", " 19 0.710789 0.846200 0.772606 15065\n", " 20 0.697778 0.216328 0.330266 5806\n", "\n", "avg / total 0.678649 0.644157 0.623441 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.931126 0.913416 0.922186 16562\n", " 20 0.739604 0.784476 0.761380 5192\n", "\n", "avg / total 0.885416 0.882642 0.883807 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.933560 0.958388 0.945811 19778\n", " 20 0.432414 0.317308 0.366025 1976\n", "\n", "avg / total 0.888039 0.900156 0.893147 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.767193 0.960679 0.853102 15793\n", " 20 0.686047 0.227646 0.341857 5961\n", "\n", "avg / total 0.744957 0.759814 0.713012 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.970395 0.961763 0.966060 20687\n", " 20 0.367706 0.431115 0.396894 1067\n", "\n", "avg / total 0.940834 0.935736 0.938143 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.902464 0.935169 0.918525 16998\n", " 20 0.733816 0.638772 0.683004 4756\n", "\n", "avg / total 0.865593 0.870369 0.867034 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.931160 0.913899 0.922449 16562\n", " 20 0.740680 0.784476 0.761949 5192\n", "\n", "avg / total 0.885698 0.883010 0.884143 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.921009 0.958979 0.939610 19502\n", " 20 0.418508 0.311248 0.356996 1947\n", "\n", "avg / total 0.863121 0.887561 0.874292 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.766369 0.949408 0.848125 15793\n", " 20 0.682214 0.223285 0.336451 5961\n", "\n", "avg / total 0.743309 0.750437 0.707917 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 27\n", " 14 0.000000 0.000000 0.000000 27\n", " 15 0.000000 0.000000 0.000000 28\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.968122 0.940386 0.954053 15114\n", " 20 0.354908 0.671602 0.464402 743\n", "\n", "avg / total 0.925958 0.914527 0.917797 16087\n", "\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975956 0.934997 0.955037 14630\n", " 20 0.640069 0.765271 0.697093 1457\n", "\n", "avg / total 0.945535 0.919625 0.931675 16087\n", "\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.921165 0.940618 0.930790 13590\n", " 20 0.681399 0.561874 0.615891 2497\n", "\n", "avg / total 0.883948 0.881830 0.881912 16087\n", "\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982113 0.959404 0.970625 15223\n", " 20 0.559925 0.692130 0.619048 864\n", "\n", "avg / total 0.959438 0.945049 0.951743 16087\n", "\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982976 0.967555 0.975204 14979\n", " 20 0.681380 0.766245 0.721325 1108\n", "\n", "avg / total 0.962204 0.953689 0.957718 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 108\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 30\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 20\n", " 15 0.000000 0.000000 0.000000 27\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.906290 0.951554 0.928371 13355\n", " 20 0.649395 0.556201 0.599196 2411\n", "\n", "avg / total 0.849704 0.873314 0.860512 16087\n", "\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982234 0.958812 0.970382 15223\n", " 20 0.556505 0.678241 0.611372 864\n", "\n", "avg / total 0.959369 0.943743 0.951100 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982993 0.968556 0.975721 14979\n", " 20 0.683453 0.771661 0.724883 1108\n", "\n", "avg / total 0.962362 0.954995 0.958445 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.921980 0.951288 0.936404 13590\n", " 20 0.679419 0.561874 0.615081 2497\n", "\n", "avg / total 0.884330 0.890844 0.886529 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.982288 0.969060 0.975629 15223\n", " 20 0.559401 0.692130 0.618727 864\n", "\n", "avg / total 0.959576 0.954187 0.956461 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983011 0.973429 0.978197 14979\n", " 20 0.682616 0.772563 0.724809 1108\n", "\n", "avg / total 0.962321 0.959595 0.960745 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981981 0.874095 0.924903 15337\n", " 20 0.347490 0.600000 0.440098 750\n", "\n", "avg / total 0.952400 0.861317 0.902300 16087\n", "\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 28\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 29\n", " 16 0.000000 0.000000 0.000000 29\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.975220 0.925992 0.949968 14620\n", " 20 0.499404 0.693709 0.580735 1208\n", "\n", "avg / total 0.923789 0.893641 0.906948 16087\n", "\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.185185 0.454545 0.263158 11\n", " 11 0.000000 0.000000 0.000000 62\n", " 12 0.000000 0.000000 0.000000 52\n", " 13 0.000000 0.000000 0.000000 55\n", " 14 0.000000 0.000000 0.000000 49\n", " 15 0.000000 0.000000 0.000000 53\n", " 16 0.000000 0.000000 0.000000 54\n", " 17 0.000000 0.000000 0.000000 56\n", " 18 0.000000 0.000000 0.000000 51\n", " 19 0.888362 0.910762 0.899422 13167\n", " 20 0.674580 0.550666 0.606357 2477\n", "\n", "avg / total 0.831108 0.830546 0.829710 16087\n", "\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 57\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.023256 0.027778 0.025316 108\n", " 14 0.000000 0.000000 0.000000 106\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.011494 0.009524 0.010417 105\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 106\n", " 19 0.927038 0.925362 0.926199 14376\n", " 20 0.491011 0.548306 0.518079 797\n", "\n", "avg / total 0.852997 0.854354 0.853595 16087\n", "\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 20\n", " 12 0.000000 0.000000 0.000000 23\n", " 13 0.000000 0.000000 0.000000 33\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.000000 0.000000 0.000000 34\n", " 16 0.000000 0.000000 0.000000 33\n", " 17 0.015152 0.055556 0.023810 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978373 0.901322 0.938268 14907\n", " 20 0.515444 0.577297 0.544620 925\n", "\n", "avg / total 0.936280 0.868527 0.900814 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982709 0.915303 0.947809 15337\n", " 20 0.350144 0.648000 0.454630 750\n", "\n", "avg / total 0.953218 0.902841 0.924816 16087\n", "\n", "Classification report for turbine 21, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976031 0.943541 0.959511 14630\n", " 20 0.638873 0.762526 0.695244 1457\n", "\n", "avg / total 0.945494 0.927146 0.935576 16087\n", "\n", "Classification report for turbine 21, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2\n", " 11 0.000000 0.000000 0.000000 31\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 25\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 26\n", " 18 0.000000 0.000000 0.000000 20\n", " 19 0.912415 0.942322 0.927127 13454\n", " 20 0.649199 0.554956 0.598390 2411\n", "\n", "avg / total 0.860375 0.871263 0.865064 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982222 0.958155 0.970040 15223\n", " 20 0.546251 0.649306 0.593337 864\n", "\n", "avg / total 0.958807 0.941568 0.949808 16087\n", "\n", "Classification report for turbine 21, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982886 0.962347 0.972508 14979\n", " 20 0.681708 0.763538 0.720307 1108\n", "\n", "avg / total 0.962142 0.948654 0.955138 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.921980 0.951288 0.936404 13590\n", " 20 0.679419 0.561874 0.615081 2497\n", "\n", "avg / total 0.884330 0.890844 0.886529 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.982288 0.969060 0.975629 15223\n", " 20 0.559401 0.692130 0.618727 864\n", "\n", "avg / total 0.959576 0.954187 0.956461 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.983011 0.973429 0.978197 14979\n", " 20 0.682616 0.772563 0.724809 1108\n", "\n", "avg / total 0.962321 0.959595 0.960745 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983532 0.887853 0.933247 15337\n", " 20 0.367521 0.630667 0.464408 750\n", "\n", "avg / total 0.954813 0.875862 0.911389 16087\n", "\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 23\n", " 11 0.047619 0.009804 0.016260 102\n", " 12 0.000000 0.000000 0.000000 96\n", " 13 0.000000 0.000000 0.000000 89\n", " 14 0.000000 0.000000 0.000000 95\n", " 15 0.208333 0.058824 0.091743 85\n", " 16 0.000000 0.000000 0.000000 86\n", " 17 0.000000 0.000000 0.000000 83\n", " 18 0.000000 0.000000 0.000000 81\n", " 19 0.952676 0.946867 0.949763 14266\n", " 20 0.482596 0.756707 0.589337 1081\n", "\n", "avg / total 0.878668 0.890906 0.882442 16087\n", "\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 27\n", " 12 0.000000 0.000000 0.000000 28\n", " 13 0.000000 0.000000 0.000000 31\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 28\n", " 16 0.000000 0.000000 0.000000 29\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 22\n", " 19 0.907187 0.907052 0.907119 13373\n", " 20 0.669223 0.528675 0.590704 2476\n", "\n", "avg / total 0.857140 0.835395 0.844998 16087\n", "\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 115\n", " 11 0.000000 0.000000 0.000000 35\n", " 12 0.019231 0.027778 0.022727 36\n", " 13 0.000000 0.000000 0.000000 34\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.000000 0.000000 0.000000 34\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.009901 0.027778 0.014599 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966228 0.938730 0.952281 14934\n", " 20 0.477612 0.592593 0.528926 756\n", "\n", "avg / total 0.919486 0.899422 0.908968 16087\n", "\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.217391 0.084746 0.121951 177\n", " 11 0.000000 0.000000 0.000000 201\n", " 12 0.000000 0.000000 0.000000 176\n", " 13 0.000000 0.000000 0.000000 163\n", " 14 0.000000 0.000000 0.000000 140\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.026549 0.020979 0.023438 143\n", " 17 0.000000 0.000000 0.000000 140\n", " 18 0.000000 0.000000 0.000000 135\n", " 19 0.904792 0.940176 0.922145 13757\n", " 20 0.581152 0.731065 0.647545 911\n", "\n", "avg / total 0.809282 0.846522 0.826804 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.921980 0.951288 0.936404 13590\n", " 20 0.679419 0.561874 0.615081 2497\n", "\n", "avg / total 0.884330 0.890844 0.886529 16087\n", "\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 113\n", " 11 0.000000 0.000000 0.000000 26\n", " 12 0.000000 0.000000 0.000000 33\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965841 0.968938 0.967387 14970\n", " 20 0.468662 0.687243 0.557286 729\n", "\n", "avg / total 0.920016 0.932803 0.925471 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982903 0.963349 0.973028 14979\n", " 20 0.683565 0.754513 0.717289 1108\n", "\n", "avg / total 0.962286 0.948965 0.955414 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.265432 0.754386 0.392694 171\n", " 11 0.026250 0.238636 0.047297 88\n", " 12 0.007712 0.076923 0.014019 78\n", " 13 0.007622 0.060976 0.013550 82\n", " 14 0.008363 0.094595 0.015368 74\n", " 15 0.020896 0.177215 0.037383 79\n", " 16 0.001590 0.013158 0.002837 76\n", " 17 0.000000 0.000000 0.000000 78\n", " 18 0.006912 0.036585 0.011628 82\n", " 19 0.953207 0.631304 0.759557 14714\n", " 20 0.267459 0.318584 0.290792 565\n", "\n", "avg / total 0.884471 0.600174 0.709840 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.003195 0.033333 0.005831 30\n", " 13 0.000000 0.000000 0.000000 28\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 24\n", " 17 0.000000 0.000000 0.000000 23\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.962487 0.769028 0.854950 14413\n", " 20 0.573898 0.457931 0.509398 1450\n", "\n", "avg / total 0.914066 0.730341 0.811910 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.001608 0.023810 0.003012 42\n", " 12 0.007042 0.033898 0.011662 59\n", " 13 0.006116 0.035088 0.010417 57\n", " 14 0.014134 0.078431 0.023952 51\n", " 15 0.000000 0.000000 0.000000 61\n", " 16 0.013043 0.053571 0.020979 56\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.007782 0.035088 0.012739 57\n", " 19 0.889665 0.771946 0.826635 13203\n", " 20 0.653263 0.459050 0.539202 2442\n", "\n", "avg / total 0.829505 0.704109 0.760572 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.181818 0.149425 0.164038 174\n", " 11 0.028777 0.067797 0.040404 118\n", " 12 0.006780 0.038462 0.011527 52\n", " 13 0.003984 0.019608 0.006623 51\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 9\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969544 0.842590 0.901619 14999\n", " 20 0.359033 0.475610 0.409180 656\n", "\n", "avg / total 0.920824 0.807298 0.859455 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.011952 0.041667 0.018576 72\n", " 13 0.004367 0.013889 0.006645 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004292 0.013889 0.006557 72\n", " 16 0.018987 0.042254 0.026201 71\n", " 17 0.014286 0.028169 0.018957 71\n", " 18 0.005495 0.014085 0.007905 71\n", " 19 0.946901 0.866093 0.904696 14413\n", " 20 0.620582 0.546203 0.581022 1093\n", "\n", "avg / total 0.890795 0.813763 0.850407 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 546\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 147\n", " 13 0.000000 0.000000 0.000000 113\n", " 14 0.000000 0.000000 0.000000 112\n", " 15 0.000000 0.000000 0.000000 103\n", " 16 0.000000 0.000000 0.000000 107\n", " 17 0.000000 0.000000 0.000000 102\n", " 18 0.000000 0.000000 0.000000 103\n", " 19 0.914802 0.957458 0.935644 13704\n", " 20 0.395069 0.762168 0.520393 904\n", "\n", "avg / total 0.801491 0.858457 0.826288 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.924059 0.899853 0.911795 13590\n", " 20 0.673690 0.525030 0.590142 2497\n", "\n", "avg / total 0.885197 0.841673 0.861869 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 45\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963168 0.931566 0.947103 14934\n", " 20 0.459796 0.495122 0.476806 820\n", "\n", "avg / total 0.917572 0.890035 0.903526 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.474576 0.121739 0.193772 460\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 138\n", " 13 0.000000 0.000000 0.000000 109\n", " 14 0.009434 0.009346 0.009390 107\n", " 15 0.000000 0.000000 0.000000 103\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.022472 0.018692 0.020408 107\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.929161 0.924035 0.926591 14138\n", " 20 0.349867 0.682211 0.462529 579\n", "\n", "avg / total 0.842964 0.840306 0.836717 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 73\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.000000 0.000000 0.000000 58\n", " 13 0.000000 0.000000 0.000000 60\n", " 14 0.000000 0.000000 0.000000 54\n", " 15 0.000000 0.000000 0.000000 64\n", " 16 0.000000 0.000000 0.000000 56\n", " 17 0.000000 0.000000 0.000000 54\n", " 18 0.000000 0.000000 0.000000 55\n", " 19 0.953524 0.915155 0.933946 14886\n", " 20 0.350927 0.728889 0.473760 675\n", "\n", "avg / total 0.897062 0.877417 0.884099 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.059701 0.324324 0.100840 37\n", " 11 0.000000 0.000000 0.000000 77\n", " 12 0.008929 0.015873 0.011429 63\n", " 13 0.000000 0.000000 0.000000 50\n", " 14 0.000000 0.000000 0.000000 56\n", " 15 0.000000 0.000000 0.000000 48\n", " 16 0.000000 0.000000 0.000000 58\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 54\n", " 19 0.946851 0.916684 0.931524 14187\n", " 20 0.616536 0.675464 0.644656 1402\n", "\n", "avg / total 0.888925 0.868092 0.877963 16087\n", "\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 24\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.004587 0.029412 0.007937 34\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.916768 0.899207 0.907903 13364\n", " 20 0.664796 0.525403 0.586937 2480\n", "\n", "avg / total 0.864085 0.828060 0.844725 16087\n", "\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981816 0.918610 0.949162 15223\n", " 20 0.561644 0.664352 0.608696 864\n", "\n", "avg / total 0.959249 0.904954 0.930876 16087\n", "\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.024390 0.043478 0.031250 23\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.025974 0.055556 0.035398 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.963446 0.929408 0.946121 14690\n", " 20 0.665286 0.739411 0.700392 1086\n", "\n", "avg / total 0.924786 0.898800 0.911366 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.047619 0.176471 0.075000 17\n", " 11 0.004219 0.019802 0.006957 101\n", " 12 0.001912 0.009709 0.003195 103\n", " 13 0.008282 0.038835 0.013652 103\n", " 14 0.007538 0.025862 0.011673 116\n", " 15 0.006873 0.019048 0.010101 105\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.045455 0.165138 0.071287 109\n", " 18 0.010870 0.044643 0.017483 112\n", " 19 0.929669 0.746724 0.828214 14498\n", " 20 0.385155 0.535565 0.448075 717\n", "\n", "avg / total 0.855632 0.699198 0.767363 16087\n", "\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.000000 0.000000 0.000000 46\n", " 13 0.000000 0.000000 0.000000 46\n", " 14 0.000000 0.000000 0.000000 57\n", " 15 0.019048 0.072727 0.030189 55\n", " 16 0.005348 0.042553 0.009501 47\n", " 17 0.000000 0.000000 0.000000 51\n", " 18 0.002469 0.014925 0.004237 67\n", " 19 0.948171 0.799761 0.867666 14228\n", " 20 0.688031 0.736695 0.711532 1428\n", "\n", "avg / total 0.899767 0.773171 0.830708 16087\n", "\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.003623 0.009901 0.005305 101\n", " 12 0.012077 0.043478 0.018904 115\n", " 13 0.010417 0.027273 0.015075 110\n", " 14 0.008264 0.034483 0.013333 116\n", " 15 0.002469 0.009009 0.003876 111\n", " 16 0.009174 0.018868 0.012346 106\n", " 17 0.003650 0.009434 0.005263 106\n", " 18 0.004651 0.011494 0.006623 87\n", " 19 0.867506 0.794618 0.829464 12747\n", " 20 0.632838 0.396517 0.487550 2469\n", "\n", "avg / total 0.784887 0.691614 0.732624 16087\n", "\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.136364 0.122449 22\n", " 11 0.004587 0.008696 0.006006 115\n", " 12 0.003322 0.008475 0.004773 118\n", " 13 0.026616 0.058824 0.036649 119\n", " 14 0.014493 0.028037 0.019108 107\n", " 15 0.016461 0.036036 0.022599 111\n", " 16 0.016892 0.046296 0.024752 108\n", " 17 0.003289 0.008621 0.004762 116\n", " 18 0.008264 0.016807 0.011080 119\n", " 19 0.928973 0.841313 0.882972 14349\n", " 20 0.526741 0.650062 0.581940 803\n", "\n", "avg / total 0.855716 0.784547 0.817708 16087\n", "\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 35\n", " 13 0.006536 0.055556 0.011696 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.003135 0.027778 0.005634 36\n", " 18 0.007752 0.055556 0.013605 36\n", " 19 0.965122 0.824658 0.889378 14697\n", " 20 0.692237 0.691606 0.691921 1096\n", "\n", "avg / total 0.928931 0.800833 0.859741 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.921980 0.951288 0.936404 13590\n", " 20 0.679419 0.561874 0.615081 2497\n", "\n", "avg / total 0.884330 0.890844 0.886529 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982288 0.969060 0.975629 15223\n", " 20 0.559401 0.692130 0.618727 864\n", "\n", "avg / total 0.959576 0.954187 0.956461 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983011 0.973429 0.978197 14979\n", " 20 0.682616 0.772563 0.724809 1108\n", "\n", "avg / total 0.962321 0.959595 0.960745 16087\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983107 0.941058 0.961623 15337\n", " 20 0.357041 0.669333 0.465677 750\n", "\n", "avg / total 0.953919 0.928389 0.938501 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.976225 0.957075 0.966555 14630\n", " 20 0.639908 0.765957 0.697282 1457\n", "\n", "avg / total 0.945765 0.939765 0.942167 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.921980 0.951288 0.936404 13590\n", " 20 0.679419 0.561874 0.615081 2497\n", "\n", "avg / total 0.884330 0.890844 0.886529 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 25\n", " 12 0.000000 0.000000 0.000000 32\n", " 13 0.000000 0.000000 0.000000 27\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 21\n", " 17 0.000000 0.000000 0.000000 26\n", " 18 0.000000 0.000000 0.000000 25\n", " 19 0.968979 0.969431 0.969205 15015\n", " 20 0.549296 0.689046 0.611285 849\n", "\n", "avg / total 0.933398 0.941195 0.936880 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983026 0.970425 0.976685 14979\n", " 20 0.682146 0.768953 0.722953 1108\n", "\n", "avg / total 0.962302 0.956549 0.959209 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 86\n", " 12 0.000000 0.000000 0.000000 90\n", " 13 0.000000 0.000000 0.000000 77\n", " 14 0.000000 0.000000 0.000000 87\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.000000 0.000000 0.000000 90\n", " 17 0.000000 0.000000 0.000000 88\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.939735 0.917576 0.928523 14207\n", " 20 0.494199 0.799413 0.610800 1705\n", "\n", "avg / total 0.853483 0.865845 0.855859 16630\n", "\n", "Classification report for turbine 22, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983377 0.924108 0.952822 15364\n", " 20 0.592303 0.778041 0.672584 1266\n", "\n", "avg / total 0.953606 0.912989 0.931488 16630\n", "\n", "Classification report for turbine 22, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.933878 0.910469 0.922025 14442\n", " 20 0.644997 0.521481 0.576700 2188\n", "\n", "avg / total 0.895870 0.859290 0.876591 16630\n", "\n", "Classification report for turbine 22, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983623 0.950392 0.966722 15925\n", " 20 0.471491 0.609929 0.531849 705\n", "\n", "avg / total 0.961912 0.935959 0.948286 16630\n", "\n", "Classification report for turbine 22, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991619 0.957438 0.974228 16188\n", " 20 0.431180 0.694570 0.532062 442\n", "\n", "avg / total 0.976723 0.950451 0.962476 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974268 0.870621 0.919533 14786\n", " 20 0.521739 0.696312 0.596516 1844\n", "\n", "avg / total 0.924090 0.851293 0.883715 16630\n", "\n", "Classification report for turbine 22, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 28\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.018182 0.037037 0.024390 27\n", " 16 0.000000 0.000000 0.000000 29\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.971480 0.931225 0.950927 15180\n", " 20 0.530941 0.700408 0.604013 1225\n", "\n", "avg / total 0.925914 0.901684 0.912546 16630\n", "\n", "Classification report for turbine 22, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929830 0.906523 0.918028 14442\n", " 20 0.632080 0.545704 0.585725 2188\n", "\n", "avg / total 0.890655 0.859050 0.874307 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983122 0.951020 0.966805 15925\n", " 20 0.462284 0.608511 0.525413 705\n", "\n", "avg / total 0.961042 0.936500 0.948093 16630\n", "\n", "Classification report for turbine 22, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 35\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 35\n", " 18 0.016667 0.028571 0.021053 35\n", " 19 0.977329 0.959438 0.968301 15951\n", " 20 0.345609 0.625641 0.445255 390\n", "\n", "avg / total 0.945565 0.934997 0.939252 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.974640 0.909712 0.941057 14786\n", " 20 0.528102 0.810195 0.639418 1844\n", "\n", "avg / total 0.925126 0.898677 0.907610 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983543 0.953007 0.968034 15364\n", " 20 0.585772 0.806477 0.678631 1266\n", "\n", "avg / total 0.953261 0.941852 0.946003 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.931629 0.951046 0.941237 14442\n", " 20 0.625331 0.539305 0.579141 2188\n", "\n", "avg / total 0.891329 0.896873 0.893596 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983228 0.968163 0.975638 15925\n", " 20 0.465753 0.626950 0.534462 705\n", "\n", "avg / total 0.961291 0.953698 0.956935 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991639 0.974426 0.982957 16188\n", " 20 0.427386 0.699095 0.530472 442\n", "\n", "avg / total 0.976642 0.967108 0.970930 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976345 0.843027 0.904802 14786\n", " 20 0.565574 0.710954 0.629986 1844\n", "\n", "avg / total 0.930797 0.828382 0.874329 16630\n", "\n", "Classification report for turbine 22, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 25\n", " 12 0.000000 0.000000 0.000000 25\n", " 13 0.000000 0.000000 0.000000 22\n", " 14 0.000000 0.000000 0.000000 24\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 34\n", " 17 0.000000 0.000000 0.000000 28\n", " 18 0.000000 0.000000 0.000000 30\n", " 19 0.969236 0.934038 0.951311 15145\n", " 20 0.578065 0.709984 0.637269 1262\n", "\n", "avg / total 0.926554 0.904510 0.914723 16630\n", "\n", "Classification report for turbine 22, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 3\n", " 11 0.000000 0.000000 0.000000 23\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 29\n", " 15 0.000000 0.000000 0.000000 32\n", " 16 0.000000 0.000000 0.000000 34\n", " 17 0.021739 0.032258 0.025974 31\n", " 18 0.000000 0.000000 0.000000 34\n", " 19 0.915717 0.922102 0.918898 14198\n", " 20 0.621592 0.511213 0.561025 2185\n", "\n", "avg / total 0.863511 0.854480 0.858278 16630\n", "\n", "Classification report for turbine 22, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.031414 0.153846 0.052174 39\n", " 11 0.015748 0.055556 0.024540 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.967494 0.932421 0.949634 15641\n", " 20 0.334770 0.351964 0.343152 662\n", "\n", "avg / total 0.923390 0.891461 0.906994 16630\n", "\n", "Classification report for turbine 22, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991848 0.924450 0.956964 16188\n", " 20 0.408882 0.604072 0.487671 442\n", "\n", "avg / total 0.976353 0.915935 0.944491 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.200000 0.031746 0.054795 126\n", " 11 0.000000 0.000000 0.000000 33\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 29\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 32\n", " 16 0.000000 0.000000 0.000000 28\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 33\n", " 19 0.964421 0.883954 0.922436 14658\n", " 20 0.463827 0.786916 0.583641 1605\n", "\n", "avg / total 0.896340 0.855322 0.869797 16630\n", "\n", "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 20\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.012658 0.031250 0.018018 32\n", " 14 0.000000 0.000000 0.000000 27\n", " 15 0.000000 0.000000 0.000000 28\n", " 16 0.011364 0.033333 0.016949 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.968781 0.909679 0.938300 15146\n", " 20 0.524869 0.644177 0.578435 1245\n", "\n", "avg / total 0.921669 0.876849 0.897939 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929536 0.900637 0.914858 14442\n", " 20 0.630883 0.545247 0.584947 2188\n", "\n", "avg / total 0.890243 0.853879 0.871452 16630\n", "\n", "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 35\n", " 17 0.062500 0.085714 0.072289 35\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966979 0.943248 0.954966 15647\n", " 20 0.460626 0.617052 0.527486 692\n", "\n", "avg / total 0.929120 0.913349 0.920620 16630\n", "\n", "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.571429 0.533333 84\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 70\n", " 13 0.000000 0.000000 0.000000 71\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 71\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 70\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.955975 0.944220 0.950061 15615\n", " 20 0.345092 0.623269 0.444225 361\n", "\n", "avg / total 0.907644 0.903007 0.904412 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.973444 0.914784 0.943203 14786\n", " 20 0.539305 0.799892 0.644245 1844\n", "\n", "avg / total 0.925305 0.902044 0.910053 16630\n", "\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.983133 0.952226 0.967433 15364\n", " 20 0.580332 0.801738 0.673300 1266\n", "\n", "avg / total 0.952469 0.940770 0.945041 16630\n", "\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 97\n", " 11 0.000000 0.000000 0.000000 84\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.000000 0.000000 0.000000 39\n", " 14 0.000000 0.000000 0.000000 33\n", " 15 0.000000 0.000000 0.000000 34\n", " 16 0.000000 0.000000 0.000000 32\n", " 17 0.000000 0.000000 0.000000 33\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.911581 0.951749 0.931232 14093\n", " 20 0.585073 0.534828 0.558824 2096\n", "\n", "avg / total 0.846255 0.873963 0.859600 16630\n", "\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982630 0.952025 0.967086 15925\n", " 20 0.468132 0.604255 0.527554 705\n", "\n", "avg / total 0.960819 0.937282 0.948452 16630\n", "\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991662 0.962441 0.976833 16188\n", " 20 0.431786 0.694570 0.532524 442\n", "\n", "avg / total 0.976781 0.955322 0.965024 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.644845 0.673504 0.658863 585\n", " 11 0.004950 0.006849 0.005747 146\n", " 12 0.000000 0.000000 0.000000 131\n", " 13 0.012500 0.029703 0.017595 101\n", " 14 0.000000 0.000000 0.000000 121\n", " 15 0.000000 0.000000 0.000000 120\n", " 16 0.000000 0.000000 0.000000 119\n", " 17 0.000000 0.000000 0.000000 117\n", " 18 0.000000 0.000000 0.000000 99\n", " 19 0.920129 0.859469 0.888765 13940\n", " 20 0.345512 0.665508 0.454869 1151\n", "\n", "avg / total 0.818010 0.790439 0.799819 16630\n", "\n", "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.063025 0.483871 0.111524 31\n", " 12 0.000000 0.000000 0.000000 27\n", " 13 0.000000 0.000000 0.000000 33\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.002257 0.040000 0.004274 25\n", " 16 0.005051 0.033333 0.008772 30\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.975518 0.833344 0.898844 15205\n", " 20 0.578165 0.748328 0.652332 1196\n", "\n", "avg / total 0.933638 0.816777 0.868968 16630\n", "\n", "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.933486 0.873632 0.902568 14442\n", " 20 0.567729 0.390768 0.462913 2188\n", "\n", "avg / total 0.885364 0.810102 0.844723 16630\n", "\n", "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983504 0.917237 0.949215 15925\n", " 20 0.421437 0.490780 0.453473 705\n", "\n", "avg / total 0.959676 0.899158 0.928199 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 34\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.011905 0.013889 0.012821 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 71\n", " 19 0.956765 0.943152 0.949910 15603\n", " 20 0.403587 0.645933 0.496780 418\n", "\n", "avg / total 0.907875 0.901203 0.903789 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.972590 0.914311 0.942550 14786\n", " 20 0.535897 0.793384 0.639703 1844\n", "\n", "avg / total 0.924168 0.900902 0.908969 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.983468 0.952486 0.967729 15364\n", " 20 0.582857 0.805687 0.676393 1266\n", "\n", "avg / total 0.952970 0.941311 0.945550 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.933016 0.950976 0.941911 14442\n", " 20 0.629319 0.549360 0.586628 2188\n", "\n", "avg / total 0.893059 0.898136 0.895166 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.983251 0.969482 0.976318 15925\n", " 20 0.476293 0.626950 0.541335 705\n", "\n", "avg / total 0.961759 0.954961 0.957877 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991702 0.974549 0.983051 16188\n", " 20 0.429363 0.701357 0.532646 442\n", "\n", "avg / total 0.976756 0.967288 0.971080 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.160584 0.305556 0.210526 432\n", " 11 0.036339 0.112500 0.054934 240\n", " 12 0.022556 0.045918 0.030252 196\n", " 13 0.005859 0.016575 0.008658 181\n", " 14 0.008163 0.025478 0.012365 157\n", " 15 0.002604 0.009259 0.004065 108\n", " 16 0.006051 0.033333 0.010243 120\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.000000 0.000000 0.000000 105\n", " 19 0.914032 0.666449 0.770848 13752\n", " 20 0.383085 0.629085 0.476190 1224\n", "\n", "avg / total 0.789208 0.608238 0.679423 16630\n", "\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982746 0.808188 0.886960 15364\n", " 20 0.515962 0.472354 0.493196 1266\n", "\n", "avg / total 0.947211 0.782622 0.856984 16630\n", "\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927591 0.828486 0.875242 14442\n", " 20 0.606820 0.398537 0.481103 2188\n", "\n", "avg / total 0.885388 0.771918 0.823386 16630\n", "\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 247\n", " 11 0.006329 0.035088 0.010724 57\n", " 12 0.000000 0.000000 0.000000 53\n", " 13 0.000000 0.000000 0.000000 55\n", " 14 0.000000 0.000000 0.000000 46\n", " 15 0.000000 0.000000 0.000000 45\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 20\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.969593 0.886897 0.926403 15676\n", " 20 0.270631 0.607629 0.374475 367\n", "\n", "avg / total 0.919966 0.849549 0.881560 16630\n", "\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991944 0.905115 0.946542 16188\n", " 20 0.383051 0.511312 0.437984 442\n", "\n", "avg / total 0.975760 0.894648 0.933026 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.088859 0.471831 0.149554 142\n", " 11 0.018692 0.037500 0.024948 160\n", " 12 0.018868 0.060811 0.028800 148\n", " 13 0.030641 0.080882 0.044444 136\n", " 14 0.005650 0.016260 0.008386 123\n", " 15 0.011111 0.036036 0.016985 111\n", " 16 0.014006 0.044248 0.021277 113\n", " 17 0.008734 0.017094 0.011561 117\n", " 18 0.004329 0.008696 0.005780 115\n", " 19 0.932915 0.767269 0.842022 13956\n", " 20 0.452632 0.512922 0.480895 1509\n", "\n", "avg / total 0.825639 0.696873 0.752845 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.209169 0.233974 0.220877 312\n", " 11 0.007859 0.011236 0.009249 356\n", " 12 0.012658 0.022642 0.016238 265\n", " 13 0.000000 0.000000 0.000000 190\n", " 14 0.015544 0.046512 0.023301 129\n", " 15 0.000000 0.000000 0.000000 112\n", " 16 0.000000 0.000000 0.000000 112\n", " 17 0.002494 0.008403 0.003846 119\n", " 18 0.003367 0.008929 0.004890 112\n", " 19 0.885978 0.734734 0.803299 13854\n", " 20 0.480737 0.536950 0.507291 1069\n", "\n", "avg / total 0.773442 0.652075 0.706658 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.053901 0.730769 0.100396 52\n", " 11 0.007500 0.055556 0.013216 54\n", " 12 0.010601 0.055556 0.017804 54\n", " 13 0.005495 0.032258 0.009390 62\n", " 14 0.009479 0.071429 0.016736 56\n", " 15 0.004695 0.018182 0.007463 55\n", " 16 0.008264 0.035714 0.013423 56\n", " 17 0.007519 0.031250 0.012121 64\n", " 18 0.001901 0.017544 0.003431 57\n", " 19 0.902383 0.779421 0.836407 13995\n", " 20 0.570919 0.301176 0.394331 2125\n", "\n", "avg / total 0.832712 0.697775 0.754902 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.042553 0.089552 0.057692 134\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 30\n", " 13 0.000000 0.000000 0.000000 28\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 24\n", " 16 0.000000 0.000000 0.000000 22\n", " 17 0.000000 0.000000 0.000000 21\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.968719 0.813924 0.884601 15714\n", " 20 0.363636 0.419580 0.389610 572\n", "\n", "avg / total 0.928211 0.784245 0.849742 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.003906 0.028571 0.006873 35\n", " 13 0.007067 0.057143 0.012579 35\n", " 14 0.026415 0.194444 0.046512 36\n", " 15 0.008368 0.057143 0.014599 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.011858 0.083333 0.020761 36\n", " 19 0.976430 0.849264 0.908418 15902\n", " 20 0.387263 0.512528 0.441176 439\n", "\n", "avg / total 0.944032 0.826518 0.880515 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.009901 0.013889 101\n", " 11 0.000000 0.000000 0.000000 84\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.000000 0.000000 0.000000 58\n", " 14 0.000000 0.000000 0.000000 62\n", " 15 0.000000 0.000000 0.000000 58\n", " 16 0.006250 0.015152 0.008850 66\n", " 17 0.005882 0.018182 0.008889 55\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.941967 0.850102 0.893680 14263\n", " 20 0.520615 0.786523 0.626522 1766\n", "\n", "avg / total 0.863365 0.812808 0.833161 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.093333 0.026616 0.041420 263\n", " 11 0.008130 0.004065 0.005420 246\n", " 12 0.008621 0.004115 0.005571 243\n", " 13 0.007519 0.004274 0.005450 234\n", " 14 0.017241 0.007752 0.010695 258\n", " 15 0.000000 0.000000 0.000000 243\n", " 16 0.000000 0.000000 0.000000 247\n", " 17 0.008696 0.004367 0.005814 229\n", " 18 0.000000 0.000000 0.000000 230\n", " 19 0.864890 0.897487 0.880887 13452\n", " 20 0.449881 0.765482 0.566704 985\n", "\n", "avg / total 0.728471 0.772099 0.747255 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 24\n", " 12 0.007273 0.066667 0.013115 30\n", " 13 0.010753 0.111111 0.019608 27\n", " 14 0.000000 0.000000 0.000000 29\n", " 15 0.000000 0.000000 0.000000 42\n", " 16 0.000000 0.000000 0.000000 52\n", " 17 0.000000 0.000000 0.000000 50\n", " 18 0.000000 0.000000 0.000000 52\n", " 19 0.958822 0.798882 0.871575 14136\n", " 20 0.645449 0.498163 0.562322 2178\n", "\n", "avg / total 0.899591 0.744618 0.814567 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.161765 0.511628 0.245810 43\n", " 11 0.000000 0.000000 0.000000 68\n", " 12 0.000000 0.000000 0.000000 70\n", " 13 0.003861 0.015625 0.006192 64\n", " 14 0.000000 0.000000 0.000000 69\n", " 15 0.000000 0.000000 0.000000 43\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.003484 0.027778 0.006192 36\n", " 18 0.011662 0.111111 0.021108 36\n", " 19 0.956702 0.834312 0.891325 15493\n", " 20 0.412516 0.480655 0.443986 672\n", "\n", "avg / total 0.908427 0.798376 0.849045 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.008772 0.055556 0.015152 36\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.014019 0.083333 0.024000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977842 0.868688 0.920039 15901\n", " 20 0.445783 0.675799 0.537205 438\n", "\n", "avg / total 0.946767 0.848707 0.893941 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.011628 0.050000 0.018868 20\n", " 11 0.012295 0.026786 0.016854 112\n", " 12 0.000000 0.000000 0.000000 101\n", " 13 0.007299 0.008403 0.007812 119\n", " 14 0.007463 0.008403 0.007905 119\n", " 15 0.000000 0.000000 0.000000 106\n", " 16 0.000000 0.000000 0.000000 115\n", " 17 0.000000 0.000000 0.000000 118\n", " 18 0.000000 0.000000 0.000000 115\n", " 19 0.920552 0.819299 0.866979 14001\n", " 20 0.503911 0.794014 0.616541 1704\n", "\n", "avg / total 0.826860 0.771497 0.793343 16630\n", "\n", "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 24\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.967412 0.811703 0.882744 15141\n", " 20 0.600489 0.781399 0.679102 1258\n", "\n", "avg / total 0.926218 0.798136 0.855077 16630\n", "\n", "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.015873 0.076923 0.026316 13\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.000000 0.000000 0.000000 86\n", " 13 0.002375 0.011364 0.003929 88\n", " 14 0.050000 0.057471 0.053476 87\n", " 15 0.010000 0.012500 0.011111 80\n", " 16 0.003731 0.012048 0.005698 83\n", " 17 0.000000 0.000000 0.000000 86\n", " 18 0.000000 0.000000 0.000000 90\n", " 19 0.889643 0.862860 0.876047 13818\n", " 20 0.611435 0.495274 0.547258 2116\n", "\n", "avg / total 0.817364 0.780517 0.797951 16630\n", "\n", "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.052632 0.042553 19\n", " 11 0.021390 0.046512 0.029304 86\n", " 12 0.000000 0.000000 0.000000 89\n", " 13 0.000000 0.000000 0.000000 90\n", " 14 0.005650 0.011236 0.007519 89\n", " 15 0.000000 0.000000 0.000000 82\n", " 16 0.000000 0.000000 0.000000 97\n", " 17 0.006329 0.011628 0.008197 86\n", " 18 0.005848 0.010204 0.007435 98\n", " 19 0.941748 0.885579 0.912800 15207\n", " 20 0.473566 0.612809 0.534264 687\n", "\n", "avg / total 0.880977 0.835598 0.857091 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991439 0.879973 0.932386 16188\n", " 20 0.442647 0.680995 0.536542 442\n", "\n", "avg / total 0.976853 0.874684 0.921865 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.972544 0.912755 0.941702 14786\n", " 20 0.531420 0.793384 0.636502 1844\n", "\n", "avg / total 0.923631 0.899519 0.907860 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983190 0.951705 0.967191 15364\n", " 20 0.577929 0.802528 0.671958 1266\n", "\n", "avg / total 0.952338 0.940349 0.944716 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.933107 0.950422 0.941685 14442\n", " 20 0.627083 0.550274 0.586173 2188\n", "\n", "avg / total 0.892843 0.897775 0.894910 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982799 0.968728 0.975713 15925\n", " 20 0.466238 0.617021 0.531136 705\n", "\n", "avg / total 0.960901 0.953818 0.956866 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991701 0.974364 0.982956 16188\n", " 20 0.427586 0.701357 0.531277 442\n", "\n", "avg / total 0.976707 0.967108 0.970951 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.974014 0.915122 0.943650 14786\n", " 20 0.541636 0.804230 0.647316 1844\n", "\n", "avg / total 0.926070 0.902826 0.910791 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983491 0.953853 0.968445 15364\n", " 20 0.589936 0.805687 0.681135 1266\n", "\n", "avg / total 0.953531 0.942574 0.946573 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.933066 0.950769 0.941834 14442\n", " 20 0.628527 0.549817 0.586543 2188\n", "\n", "avg / total 0.892998 0.898016 0.895089 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 28\n", " 12 0.000000 0.000000 0.000000 32\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 29\n", " 15 0.000000 0.000000 0.000000 27\n", " 16 0.000000 0.000000 0.000000 17\n", " 17 0.000000 0.000000 0.000000 17\n", " 18 0.000000 0.000000 0.000000 20\n", " 19 0.972529 0.970240 0.971383 15726\n", " 20 0.465462 0.630216 0.535452 695\n", "\n", "avg / total 0.939115 0.943836 0.940957 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991734 0.970904 0.981209 16188\n", " 20 0.430362 0.699095 0.532759 442\n", "\n", "avg / total 0.976814 0.963680 0.969290 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.938777 0.945424 0.942089 13559\n", " 20 0.703050 0.676971 0.689764 2588\n", "\n", "avg / total 0.900995 0.902397 0.901647 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.992560 0.970457 0.981384 15672\n", " 20 0.438107 0.760000 0.555812 475\n", "\n", "avg / total 0.976250 0.964266 0.968865 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.987283 0.971975 0.979569 15415\n", " 20 0.555098 0.736339 0.633001 732\n", "\n", "avg / total 0.967690 0.961293 0.963858 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.938799 0.945792 0.942283 13559\n", " 20 0.704463 0.676971 0.690443 2588\n", "\n", "avg / total 0.901241 0.902706 0.901919 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.992687 0.970074 0.981250 15672\n", " 20 0.436298 0.764211 0.555471 475\n", "\n", "avg / total 0.976319 0.964018 0.968725 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.987286 0.972235 0.979703 15415\n", " 20 0.557394 0.736339 0.634491 732\n", "\n", "avg / total 0.967797 0.961541 0.964053 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.938804 0.945866 0.942322 13559\n", " 20 0.704747 0.676971 0.690579 2588\n", "\n", "avg / total 0.901290 0.902768 0.901973 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.992560 0.970457 0.981384 15672\n", " 20 0.438107 0.760000 0.555812 475\n", "\n", "avg / total 0.976250 0.964266 0.968865 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.987285 0.972170 0.979669 15415\n", " 20 0.556818 0.736339 0.634118 732\n", "\n", "avg / total 0.967770 0.961479 0.964004 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 80\n", " 11 0.000000 0.000000 0.000000 167\n", " 12 0.000000 0.000000 0.000000 154\n", " 13 0.000000 0.000000 0.000000 166\n", " 14 0.000000 0.000000 0.000000 114\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 116\n", " 17 0.000000 0.000000 0.000000 109\n", " 18 0.000000 0.000000 0.000000 106\n", " 19 0.813680 0.942716 0.873458 10928\n", " 20 0.777108 0.660410 0.714022 4102\n", "\n", "avg / total 0.748101 0.805784 0.772532 16147\n", "\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.357143 0.022422 0.042194 223\n", " 11 0.008850 0.009524 0.009174 105\n", " 12 0.009804 0.009615 0.009709 104\n", " 13 0.000000 0.000000 0.000000 110\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.026667 0.019802 0.022727 101\n", " 16 0.000000 0.000000 0.000000 105\n", " 17 0.014286 0.013333 0.013793 75\n", " 18 0.007874 0.014286 0.010152 70\n", " 19 0.885790 0.891888 0.888828 12783\n", " 20 0.626834 0.631601 0.629209 2367\n", "\n", "avg / total 0.798456 0.799344 0.796845 16147\n", "\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.007407 0.008929 0.008097 112\n", " 11 0.000000 0.000000 0.000000 68\n", " 12 0.000000 0.000000 0.000000 61\n", " 13 0.000000 0.000000 0.000000 65\n", " 14 0.005814 0.014925 0.008368 67\n", " 15 0.000000 0.000000 0.000000 67\n", " 16 0.005025 0.015152 0.007547 66\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 63\n", " 19 0.963065 0.874628 0.916719 15115\n", " 20 0.301273 0.533835 0.385172 399\n", "\n", "avg / total 0.909054 0.832105 0.867768 16147\n", "\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988353 0.886280 0.934537 15415\n", " 20 0.543981 0.642077 0.588972 732\n", "\n", "avg / total 0.968208 0.875209 0.918872 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.937930 0.946161 0.942027 13559\n", " 20 0.704334 0.671947 0.687760 2588\n", "\n", "avg / total 0.900489 0.902211 0.901274 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 79\n", " 11 0.000000 0.000000 0.000000 46\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 34\n", " 14 0.000000 0.000000 0.000000 25\n", " 15 0.000000 0.000000 0.000000 22\n", " 16 0.000000 0.000000 0.000000 24\n", " 17 0.000000 0.000000 0.000000 24\n", " 18 0.000000 0.000000 0.000000 24\n", " 19 0.982181 0.970526 0.976319 15505\n", " 20 0.279661 0.689552 0.397933 335\n", "\n", "avg / total 0.948932 0.946244 0.945756 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987438 0.963737 0.975443 15415\n", " 20 0.543131 0.696721 0.610413 732\n", "\n", "avg / total 0.967296 0.951632 0.958895 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974699 0.904784 0.938441 14945\n", " 20 0.496341 0.677205 0.572836 1202\n", "\n", "avg / total 0.939090 0.887843 0.911225 16147\n", "\n", "Classification report for turbine 23, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.883937 0.928361 0.905605 11879\n", " 20 0.807704 0.648547 0.719428 4268\n", "\n", "avg / total 0.863787 0.854400 0.856394 16147\n", "\n", "Classification report for turbine 23, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.937982 0.932517 0.935242 13559\n", " 20 0.705930 0.676198 0.690744 2588\n", "\n", "avg / total 0.900789 0.891435 0.896054 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992559 0.961779 0.976927 15672\n", " 20 0.441463 0.762105 0.559073 475\n", "\n", "avg / total 0.976347 0.955905 0.964634 16147\n", "\n", "Classification report for turbine 23, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987178 0.963931 0.975416 15415\n", " 20 0.556477 0.733607 0.632882 732\n", "\n", "avg / total 0.967653 0.953490 0.959888 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 59\n", " 12 0.000000 0.000000 0.000000 45\n", " 13 0.000000 0.000000 0.000000 50\n", " 14 0.000000 0.000000 0.000000 55\n", " 15 0.000000 0.000000 0.000000 47\n", " 16 0.000000 0.000000 0.000000 56\n", " 17 0.000000 0.000000 0.000000 47\n", " 18 0.000000 0.000000 0.000000 55\n", " 19 0.909191 0.944394 0.926458 13146\n", " 20 0.699839 0.679128 0.689328 2568\n", "\n", "avg / total 0.851515 0.876881 0.863901 16147\n", "\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992577 0.947103 0.969307 15672\n", " 20 0.438639 0.760000 0.556240 475\n", "\n", "avg / total 0.976282 0.941599 0.957156 16147\n", "\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 11\n", " 11 0.000000 0.000000 0.000000 107\n", " 12 0.016949 0.009259 0.011976 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.025000 0.009259 0.013514 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.932943 0.951456 0.942108 14564\n", " 20 0.546973 0.738028 0.628297 710\n", "\n", "avg / total 0.865812 0.890754 0.877544 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 104\n", " 11 0.000000 0.000000 0.000000 23\n", " 12 0.000000 0.000000 0.000000 24\n", " 13 0.000000 0.000000 0.000000 21\n", " 14 0.000000 0.000000 0.000000 19\n", " 15 0.000000 0.000000 0.000000 24\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.000000 0.000000 0.000000 24\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.871337 0.943148 0.905821 11697\n", " 20 0.784280 0.657528 0.715332 4158\n", "\n", "avg / total 0.833162 0.852542 0.840388 16147\n", "\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.936388 0.931485 0.933930 13559\n", " 20 0.686900 0.607805 0.644936 2588\n", "\n", "avg / total 0.896401 0.879606 0.887611 16147\n", "\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992491 0.961460 0.976729 15672\n", " 20 0.436893 0.757895 0.554273 475\n", "\n", "avg / total 0.976147 0.955472 0.964302 16147\n", "\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987153 0.962050 0.974440 15415\n", " 20 0.559039 0.730874 0.633511 732\n", "\n", "avg / total 0.967745 0.951570 0.958984 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.582474 0.420074 0.488121 538\n", " 11 0.009058 0.020833 0.012626 240\n", " 12 0.049217 0.137500 0.072488 160\n", " 13 0.011881 0.044776 0.018779 134\n", " 14 0.000000 0.000000 0.000000 116\n", " 15 0.011869 0.043956 0.018692 91\n", " 16 0.004556 0.024691 0.007692 81\n", " 17 0.010274 0.051724 0.017143 58\n", " 18 0.000000 0.000000 0.000000 52\n", " 19 0.930968 0.757541 0.835348 13957\n", " 20 0.295918 0.443056 0.354839 720\n", "\n", "avg / total 0.838152 0.691150 0.755404 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.001403 0.200000 0.002786 5\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.002681 0.029412 0.004914 34\n", " 13 0.000000 0.000000 0.000000 34\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 22\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.008547 0.040000 0.014085 25\n", " 19 0.872786 0.829185 0.850427 11650\n", " 20 0.760234 0.396341 0.521042 4264\n", "\n", "avg / total 0.830489 0.703103 0.751206 16147\n", "\n", "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 24\n", " 12 0.000000 0.000000 0.000000 22\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 21\n", " 19 0.929694 0.797139 0.858329 13354\n", " 20 0.711647 0.536973 0.612092 2583\n", "\n", "avg / total 0.882723 0.745154 0.807776 16147\n", "\n", "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.005208 0.030303 0.008889 33\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 34\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977040 0.881608 0.926874 15398\n", " 20 0.427754 0.647186 0.515073 462\n", "\n", "avg / total 0.943969 0.859293 0.898635 16147\n", "\n", "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988261 0.884723 0.933630 15415\n", " 20 0.543504 0.622951 0.580522 732\n", "\n", "avg / total 0.968098 0.872856 0.917622 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 171\n", " 11 0.000000 0.000000 0.000000 32\n", " 12 0.000000 0.000000 0.000000 25\n", " 13 0.000000 0.000000 0.000000 25\n", " 14 0.000000 0.000000 0.000000 22\n", " 15 0.000000 0.000000 0.000000 28\n", " 16 0.015385 0.032258 0.020833 31\n", " 17 0.045455 0.080000 0.057971 25\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.961860 0.922999 0.942028 14727\n", " 20 0.395434 0.518841 0.448809 1035\n", "\n", "avg / total 0.902718 0.875271 0.888082 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.806050 0.136982 0.234169 3307\n", " 11 0.000000 0.000000 0.000000 25\n", " 12 0.000000 0.000000 0.000000 20\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 25\n", " 15 0.002786 0.041667 0.005222 24\n", " 16 0.000000 0.000000 0.000000 22\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.852302 0.839445 0.845825 11535\n", " 20 0.283494 0.742986 0.410397 1105\n", "\n", "avg / total 0.793351 0.678640 0.680287 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 44\n", " 11 0.000000 0.000000 0.000000 25\n", " 12 0.000000 0.000000 0.000000 22\n", " 13 0.000000 0.000000 0.000000 23\n", " 14 0.000000 0.000000 0.000000 22\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 17\n", " 17 0.000000 0.000000 0.000000 21\n", " 18 0.000000 0.000000 0.000000 23\n", " 19 0.922232 0.897271 0.909580 13375\n", " 20 0.647336 0.539701 0.588639 2544\n", "\n", "avg / total 0.865899 0.828265 0.846171 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992405 0.925472 0.957771 15672\n", " 20 0.386364 0.572632 0.461408 475\n", "\n", "avg / total 0.974577 0.915093 0.943169 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.112150 0.054795 0.073620 219\n", " 11 0.000000 0.000000 0.000000 287\n", " 12 0.000000 0.000000 0.000000 287\n", " 13 0.017544 0.003497 0.005831 286\n", " 14 0.027778 0.003484 0.006192 287\n", " 15 0.000000 0.000000 0.000000 286\n", " 16 0.012195 0.003484 0.005420 287\n", " 17 0.027778 0.006944 0.011111 288\n", " 18 0.008264 0.003484 0.004902 287\n", " 19 0.838468 0.937224 0.885100 13126\n", " 20 0.323961 0.522682 0.400000 507\n", "\n", "avg / total 0.694953 0.779402 0.733656 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974845 0.925728 0.949652 14945\n", " 20 0.493545 0.699667 0.578802 1202\n", "\n", "avg / total 0.939016 0.908899 0.922045 16147\n", "\n", "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.079365 0.080645 0.080000 62\n", " 11 0.000000 0.000000 0.000000 102\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 91\n", " 14 0.000000 0.000000 0.000000 99\n", " 15 0.000000 0.000000 0.000000 99\n", " 16 0.000000 0.000000 0.000000 101\n", " 17 0.000000 0.000000 0.000000 113\n", " 18 0.000000 0.000000 0.000000 111\n", " 19 0.822030 0.935050 0.874905 11070\n", " 20 0.787321 0.643045 0.707906 4191\n", "\n", "avg / total 0.768220 0.808262 0.783860 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.936188 0.894830 0.915042 13559\n", " 20 0.707536 0.671175 0.688876 2588\n", "\n", "avg / total 0.899540 0.858983 0.878793 16147\n", "\n", "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.050000 0.083333 0.062500 36\n", " 12 0.007463 0.027778 0.011765 36\n", " 13 0.007874 0.027778 0.012270 36\n", " 14 0.011111 0.027778 0.015873 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975250 0.919348 0.946474 15387\n", " 20 0.431373 0.748936 0.547434 470\n", "\n", "avg / total 0.942074 0.898247 0.918089 16147\n", "\n", "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986980 0.924489 0.954713 15415\n", " 20 0.557188 0.725410 0.630267 732\n", "\n", "avg / total 0.967496 0.915464 0.940005 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.052174 0.285714 0.088235 21\n", " 11 0.026804 0.109244 0.043046 119\n", " 12 0.005952 0.018018 0.008949 111\n", " 13 0.011111 0.034783 0.016842 115\n", " 14 0.008475 0.026549 0.012848 113\n", " 15 0.007273 0.016949 0.010178 118\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.009132 0.018182 0.012158 110\n", " 18 0.006270 0.016807 0.009132 119\n", " 19 0.928542 0.788027 0.852533 14115\n", " 20 0.478834 0.627273 0.543093 1100\n", "\n", "avg / total 0.844917 0.733697 0.783173 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 23\n", " 14 0.005525 0.040000 0.009709 25\n", " 15 0.000000 0.000000 0.000000 19\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.006410 0.038462 0.010989 26\n", " 18 0.005988 0.040000 0.010417 25\n", " 19 0.860011 0.836875 0.848285 11672\n", " 20 0.807667 0.573171 0.670508 4264\n", "\n", "avg / total 0.834978 0.756487 0.790302 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.019139 0.044944 0.026846 89\n", " 12 0.026455 0.064935 0.037594 77\n", " 13 0.008850 0.023810 0.012903 84\n", " 14 0.000000 0.000000 0.000000 80\n", " 15 0.000000 0.000000 0.000000 73\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 78\n", " 18 0.010256 0.024691 0.014493 81\n", " 19 0.907117 0.823416 0.863242 12940\n", " 20 0.714920 0.629644 0.669578 2557\n", "\n", "avg / total 0.840494 0.760389 0.798291 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.121212 0.222222 0.156863 18\n", " 11 0.000000 0.000000 0.000000 102\n", " 12 0.000000 0.000000 0.000000 95\n", " 13 0.000000 0.000000 0.000000 98\n", " 14 0.008547 0.021505 0.012232 93\n", " 15 0.000000 0.000000 0.000000 97\n", " 16 0.000000 0.000000 0.000000 101\n", " 17 0.000000 0.000000 0.000000 104\n", " 18 0.005208 0.009804 0.006803 102\n", " 19 0.944368 0.875201 0.908470 14896\n", " 20 0.449794 0.741497 0.559932 441\n", "\n", "avg / total 0.883704 0.828080 0.853667 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.004016 0.014085 0.006250 71\n", " 12 0.000000 0.000000 0.000000 71\n", " 13 0.004587 0.013889 0.006897 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.012931 0.042254 0.019802 71\n", " 16 0.000000 0.000000 0.000000 71\n", " 17 0.016304 0.041667 0.023438 72\n", " 18 0.003922 0.013889 0.006116 72\n", " 19 0.954769 0.863428 0.906804 14864\n", " 20 0.568736 0.736011 0.641651 697\n", "\n", "avg / total 0.903640 0.827151 0.862726 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.938891 0.946161 0.942512 13559\n", " 20 0.706001 0.677357 0.691382 2588\n", "\n", "avg / total 0.901564 0.903078 0.902261 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.992558 0.970202 0.981253 15672\n", " 20 0.435990 0.760000 0.554106 475\n", "\n", "avg / total 0.976186 0.964018 0.968687 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.987088 0.972040 0.979506 15415\n", " 20 0.554292 0.732240 0.630959 732\n", "\n", "avg / total 0.967468 0.961169 0.963706 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.975208 0.942255 0.958448 14945\n", " 20 0.494435 0.702163 0.580268 1202\n", "\n", "avg / total 0.939418 0.924382 0.930296 16147\n", "\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.885475 0.943766 0.913692 11879\n", " 20 0.808376 0.660262 0.726851 4268\n", "\n", "avg / total 0.865096 0.868830 0.864306 16147\n", "\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.938374 0.945571 0.941959 13559\n", " 20 0.702899 0.674652 0.688486 2588\n", "\n", "avg / total 0.900632 0.902149 0.901333 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 21\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 24\n", " 15 0.000000 0.000000 0.000000 27\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 33\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.979507 0.971014 0.975242 15456\n", " 20 0.431515 0.768898 0.552795 463\n", "\n", "avg / total 0.949963 0.951508 0.949358 16147\n", "\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987254 0.964710 0.975851 15415\n", " 20 0.556818 0.736339 0.634118 732\n", "\n", "avg / total 0.967740 0.954357 0.960359 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 28\n", " 12 0.000000 0.000000 0.000000 33\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 32\n", " 16 0.000000 0.000000 0.000000 32\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 34\n", " 19 0.841967 0.953611 0.894318 11727\n", " 20 0.843073 0.647719 0.732596 5524\n", "\n", "avg / total 0.829104 0.842234 0.829312 17526\n", "\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.641360 0.880053 0.741982 7545\n", " 20 0.915309 0.624787 0.742646 9981\n", "\n", "avg / total 0.797373 0.734680 0.742360 17526\n", "\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989450 0.966479 0.977830 16885\n", " 20 0.490446 0.720749 0.583702 641\n", "\n", "avg / total 0.971199 0.957492 0.963415 17526\n", "\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981632 0.973261 0.977428 16418\n", " 20 0.675105 0.722022 0.697776 1108\n", "\n", "avg / total 0.962253 0.957378 0.959749 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.652977 0.922995 0.764854 7545\n", " 20 0.915318 0.629195 0.745755 9981\n", "\n", "avg / total 0.802380 0.755677 0.753977 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.990043 0.971632 0.980751 16885\n", " 20 0.498429 0.742590 0.596491 641\n", "\n", "avg / total 0.972062 0.963255 0.966697 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.981701 0.977037 0.979364 16418\n", " 20 0.682125 0.730144 0.705318 1108\n", "\n", "avg / total 0.962762 0.961429 0.962039 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.647015 0.923658 0.760974 7545\n", " 20 0.914730 0.619076 0.738408 9981\n", "\n", "avg / total 0.799478 0.750200 0.748123 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989429 0.970092 0.979665 16885\n", " 20 0.479918 0.726989 0.578164 641\n", "\n", "avg / total 0.970794 0.961201 0.964980 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979516 0.975697 0.977603 16418\n", " 20 0.659556 0.697653 0.678070 1108\n", "\n", "avg / total 0.959288 0.958119 0.958666 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.615385 0.096386 0.166667 166\n", " 11 0.005155 0.005952 0.005525 168\n", " 12 0.011111 0.006623 0.008299 151\n", " 13 0.000000 0.000000 0.000000 145\n", " 14 0.018182 0.006369 0.009434 157\n", " 15 0.000000 0.000000 0.000000 153\n", " 16 0.010050 0.013514 0.011527 148\n", " 17 0.028571 0.013889 0.018692 144\n", " 18 0.068966 0.013605 0.022727 147\n", " 19 0.881563 0.919839 0.900294 15132\n", " 20 0.316337 0.299507 0.307692 1015\n", "\n", "avg / total 0.786499 0.812964 0.797366 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.572687 0.028084 0.053542 4629\n", " 11 0.003717 0.005155 0.004320 194\n", " 12 0.000000 0.000000 0.000000 188\n", " 13 0.000000 0.000000 0.000000 174\n", " 14 0.005102 0.005556 0.005319 180\n", " 15 0.019608 0.038674 0.026022 181\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 171\n", " 18 0.008333 0.005319 0.006494 188\n", " 19 0.711338 0.880729 0.787023 9709\n", " 20 0.309151 0.706120 0.430028 1732\n", "\n", "avg / total 0.576261 0.565674 0.493072 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.968739 0.215300 0.352302 13098\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.000000 0.000000 0.000000 57\n", " 13 0.000000 0.000000 0.000000 54\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 28\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.387457 0.834093 0.529123 3948\n", " 20 0.015615 0.434524 0.030147 168\n", "\n", "avg / total 0.811415 0.352961 0.382774 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.031797 0.229885 0.055866 87\n", " 11 0.003534 0.005587 0.004329 179\n", " 12 0.000000 0.000000 0.000000 135\n", " 13 0.000000 0.000000 0.000000 142\n", " 14 0.000000 0.000000 0.000000 139\n", " 15 0.000000 0.000000 0.000000 138\n", " 16 0.012397 0.020979 0.015584 143\n", " 17 0.004115 0.006944 0.005168 144\n", " 18 0.019672 0.045455 0.027460 132\n", " 19 0.933699 0.845291 0.887299 15694\n", " 20 0.371233 0.456998 0.409675 593\n", "\n", "avg / total 0.849137 0.774164 0.809108 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986286 0.854184 0.915494 16418\n", " 20 0.564537 0.390794 0.461867 1108\n", "\n", "avg / total 0.959623 0.824889 0.886816 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.946200 0.952783 0.949480 16244\n", " 20 0.397751 0.303432 0.344248 1282\n", "\n", "avg / total 0.906082 0.905284 0.905208 17526\n", "\n", "Classification report for turbine 24, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.108108 0.153846 0.126984 26\n", " 11 0.000000 0.000000 0.000000 59\n", " 12 0.010791 0.048387 0.017647 62\n", " 13 0.000000 0.000000 0.000000 54\n", " 14 0.000000 0.000000 0.000000 61\n", " 15 0.000000 0.000000 0.000000 57\n", " 16 0.000000 0.000000 0.000000 61\n", " 17 0.000000 0.000000 0.000000 61\n", " 18 0.000000 0.000000 0.000000 50\n", " 19 0.818120 0.943885 0.876514 11423\n", " 20 0.846909 0.568781 0.680524 5612\n", "\n", "avg / total 0.804617 0.797729 0.789451 17526\n", "\n", "Classification report for turbine 24, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.642132 0.871836 0.739558 7545\n", " 20 0.916887 0.624487 0.742953 9981\n", "\n", "avg / total 0.798604 0.730971 0.741491 17526\n", "\n", "Classification report for turbine 24, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 65\n", " 11 0.000000 0.000000 0.000000 23\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 29\n", " 15 0.000000 0.000000 0.000000 33\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.975722 0.941608 0.958361 16646\n", " 20 0.429487 0.690722 0.529644 582\n", "\n", "avg / total 0.940992 0.917266 0.927829 17526\n", "\n", "Classification report for turbine 24, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 71\n", " 14 0.050000 0.044118 0.046875 68\n", " 15 0.055556 0.041667 0.047619 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.948176 0.941725 0.944940 15873\n", " 20 0.653184 0.710009 0.680412 1069\n", "\n", "avg / total 0.899010 0.896554 0.897695 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 95\n", " 11 0.000000 0.000000 0.000000 151\n", " 12 0.000000 0.000000 0.000000 145\n", " 13 0.000000 0.000000 0.000000 140\n", " 14 0.000000 0.000000 0.000000 137\n", " 15 0.000000 0.000000 0.000000 127\n", " 16 0.000000 0.000000 0.000000 114\n", " 17 0.000000 0.000000 0.000000 110\n", " 18 0.000000 0.000000 0.000000 124\n", " 19 0.559730 0.915796 0.694801 6508\n", " 20 0.902006 0.628253 0.740643 9875\n", "\n", "avg / total 0.716081 0.694055 0.675318 17526\n", "\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 32\n", " 12 0.013514 0.076923 0.022989 26\n", " 13 0.000000 0.000000 0.000000 27\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 35\n", " 17 0.000000 0.000000 0.000000 32\n", " 18 0.000000 0.000000 0.000000 30\n", " 19 0.977789 0.911207 0.943325 16668\n", " 20 0.458647 0.706954 0.556352 604\n", "\n", "avg / total 0.945747 0.891076 0.916351 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.300000 0.085714 10\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.018349 0.055556 0.027586 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 35\n", " 18 0.000000 0.000000 0.000000 30\n", " 19 0.966440 0.915682 0.940377 16165\n", " 20 0.648390 0.695612 0.671171 1071\n", "\n", "avg / total 0.931079 0.887367 0.908471 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.032258 0.013072 0.018605 306\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.020408 0.118644 0.034826 59\n", " 13 0.000000 0.000000 0.000000 62\n", " 14 0.000000 0.000000 0.000000 66\n", " 15 0.000000 0.000000 0.000000 49\n", " 16 0.000000 0.000000 0.000000 31\n", " 17 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 32\n", " 19 0.918893 0.910320 0.914586 15756\n", " 20 0.338983 0.240296 0.281233 1082\n", "\n", "avg / total 0.847651 0.833847 0.840024 17526\n", "\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.150407 0.046717 0.071291 792\n", " 11 0.013986 0.021053 0.016807 95\n", " 12 0.000000 0.000000 0.000000 89\n", " 13 0.000000 0.000000 0.000000 95\n", " 14 0.000000 0.000000 0.000000 96\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.009901 0.010309 0.010101 97\n", " 17 0.000000 0.000000 0.000000 99\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.835544 0.872072 0.853417 11483\n", " 20 0.713489 0.597908 0.650605 4494\n", "\n", "avg / total 0.737327 0.726977 0.729354 17526\n", "\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.632891 0.834460 0.719831 7545\n", " 20 0.894425 0.469392 0.615678 9981\n", "\n", "avg / total 0.781834 0.626555 0.660516 17526\n", "\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.054054 0.027586 37\n", " 11 0.000000 0.000000 0.000000 98\n", " 12 0.000000 0.000000 0.000000 98\n", " 13 0.004854 0.010870 0.006711 92\n", " 14 0.000000 0.000000 0.000000 100\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.009346 0.010204 0.009756 98\n", " 17 0.029412 0.031579 0.030457 95\n", " 18 0.018519 0.010526 0.013423 95\n", " 19 0.947375 0.914112 0.930447 16149\n", " 20 0.424460 0.618881 0.503556 572\n", "\n", "avg / total 0.887171 0.862946 0.874163 17526\n", "\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.381356 0.087379 0.142180 515\n", " 11 0.013605 0.003565 0.005650 561\n", " 12 0.044715 0.020599 0.028205 534\n", " 13 0.025862 0.011194 0.015625 536\n", " 14 0.025000 0.008065 0.012195 496\n", " 15 0.010695 0.004016 0.005839 498\n", " 16 0.029412 0.009980 0.014903 501\n", " 17 0.134078 0.047714 0.070381 503\n", " 18 0.035088 0.007968 0.012987 502\n", " 19 0.744242 0.898916 0.814299 12366\n", " 20 0.285439 0.575875 0.381689 514\n", "\n", "avg / total 0.553994 0.657024 0.594773 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.653698 0.921935 0.764984 7545\n", " 20 0.914452 0.630799 0.746591 9981\n", "\n", "avg / total 0.802196 0.756134 0.754509 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990114 0.972757 0.981359 16885\n", " 20 0.509072 0.744150 0.604563 641\n", "\n", "avg / total 0.972520 0.964396 0.967578 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.981612 0.975454 0.978523 16418\n", " 20 0.667217 0.729242 0.696852 1108\n", "\n", "avg / total 0.961736 0.959888 0.960716 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.187500 0.444444 0.263736 243\n", " 11 0.013913 0.053691 0.022099 149\n", " 12 0.025362 0.047945 0.033175 146\n", " 13 0.015021 0.047297 0.022801 148\n", " 14 0.008032 0.013245 0.010000 151\n", " 15 0.005405 0.006452 0.005882 155\n", " 16 0.005698 0.012903 0.007905 155\n", " 17 0.005831 0.012658 0.007984 158\n", " 18 0.011019 0.027972 0.015810 143\n", " 19 0.873784 0.794317 0.832157 14921\n", " 20 0.365052 0.182368 0.243228 1157\n", "\n", "avg / total 0.771373 0.696337 0.729248 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.001222 0.120000 0.002419 25\n", " 11 0.000000 0.000000 0.000000 97\n", " 12 0.000000 0.000000 0.000000 97\n", " 13 0.000000 0.000000 0.000000 96\n", " 14 0.000000 0.000000 0.000000 95\n", " 15 0.004739 0.010309 0.006494 97\n", " 16 0.003846 0.010870 0.005682 92\n", " 17 0.000000 0.000000 0.000000 96\n", " 18 0.000000 0.000000 0.000000 82\n", " 19 0.833256 0.788507 0.810264 11433\n", " 20 0.777500 0.292513 0.425096 5316\n", "\n", "avg / total 0.779451 0.603389 0.657581 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.006233 0.102941 0.011755 136\n", " 11 0.003724 0.025641 0.006504 78\n", " 12 0.053763 0.100000 0.069930 100\n", " 13 0.015873 0.031579 0.021127 95\n", " 14 0.014563 0.035714 0.020690 84\n", " 15 0.010791 0.035294 0.016529 85\n", " 16 0.027273 0.031579 0.029268 95\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.013514 0.030303 0.018692 66\n", " 19 0.584197 0.723185 0.646303 7095\n", " 20 0.836024 0.377722 0.520347 9597\n", "\n", "avg / total 0.695073 0.501883 0.547618 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.012346 0.153846 0.022857 26\n", " 11 0.000000 0.000000 0.000000 31\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 28\n", " 14 0.003012 0.035714 0.005556 28\n", " 15 0.002681 0.028571 0.004902 35\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 33\n", " 18 0.010025 0.111111 0.018391 36\n", " 19 0.975351 0.785538 0.870214 16623\n", " 20 0.512960 0.596825 0.551724 630\n", "\n", "avg / total 0.943586 0.767089 0.845301 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 31\n", " 11 0.045822 0.229730 0.076404 74\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.003300 0.013889 0.005333 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 70\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.959887 0.827839 0.888986 15956\n", " 20 0.569963 0.634476 0.600491 963\n", "\n", "avg / total 0.905424 0.789570 0.842689 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.004021 0.007335 746\n", " 11 0.004167 0.003003 0.003490 333\n", " 12 0.000000 0.000000 0.000000 189\n", " 13 0.000000 0.000000 0.000000 181\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 174\n", " 16 0.006135 0.005464 0.005780 183\n", " 17 0.005587 0.005747 0.005666 174\n", " 18 0.000000 0.000000 0.000000 169\n", " 19 0.852110 0.887499 0.869445 14471\n", " 20 0.272443 0.359504 0.309976 726\n", "\n", "avg / total 0.716834 0.748031 0.731225 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.050254 0.263314 0.084400 338\n", " 11 0.024970 0.328125 0.046409 64\n", " 12 0.001776 0.016667 0.003210 60\n", " 13 0.000000 0.000000 0.000000 63\n", " 14 0.000000 0.000000 0.000000 59\n", " 15 0.016949 0.031250 0.021978 64\n", " 16 0.000000 0.000000 0.000000 58\n", " 17 0.026667 0.032787 0.029412 61\n", " 18 0.000000 0.000000 0.000000 58\n", " 19 0.862882 0.845373 0.854038 11434\n", " 20 0.806805 0.391684 0.527352 5267\n", "\n", "avg / total 0.806632 0.675796 0.717649 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.629821 0.774818 0.694836 7545\n", " 20 0.919518 0.527703 0.670571 9981\n", "\n", "avg / total 0.794803 0.634087 0.681017 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991273 0.854368 0.917743 16885\n", " 20 0.464789 0.566303 0.510549 641\n", "\n", "avg / total 0.972018 0.843832 0.902850 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 127\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 107\n", " 13 0.040323 0.047170 0.043478 106\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.000000 0.000000 0.000000 107\n", " 18 0.031008 0.037037 0.033755 108\n", " 19 0.938084 0.905291 0.921396 15648\n", " 20 0.564384 0.686667 0.619549 900\n", "\n", "avg / total 0.866980 0.844060 0.854950 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.098592 0.106061 0.102190 132\n", " 11 0.007491 0.010811 0.008850 185\n", " 12 0.000000 0.000000 0.000000 173\n", " 13 0.000000 0.000000 0.000000 157\n", " 14 0.009804 0.013423 0.011331 149\n", " 15 0.023256 0.028571 0.025641 140\n", " 16 0.000000 0.000000 0.000000 147\n", " 17 0.000000 0.000000 0.000000 143\n", " 18 0.023121 0.028369 0.025478 141\n", " 19 0.872753 0.882141 0.877421 14967\n", " 20 0.364548 0.274329 0.313068 1192\n", "\n", "avg / total 0.771391 0.773479 0.771970 17526\n", "\n", "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.001757 0.021739 0.003252 92\n", " 11 0.023529 0.044444 0.030769 90\n", " 12 0.000000 0.000000 0.000000 83\n", " 13 0.003731 0.011628 0.005650 86\n", " 14 0.000000 0.000000 0.000000 87\n", " 15 0.000000 0.000000 0.000000 100\n", " 16 0.000000 0.000000 0.000000 84\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.017094 0.020833 0.018779 96\n", " 19 0.814048 0.847291 0.830337 11093\n", " 20 0.868208 0.554448 0.676729 5620\n", "\n", "avg / total 0.793895 0.714595 0.742868 17526\n", "\n", "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.635611 0.753214 0.689433 7545\n", " 20 0.918931 0.616672 0.738054 9981\n", "\n", "avg / total 0.796961 0.675454 0.717123 17526\n", "\n", "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.008850 0.010204 0.009479 98\n", " 11 0.032895 0.093458 0.048662 107\n", " 12 0.000000 0.000000 0.000000 82\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.012461 0.055556 0.020356 72\n", " 15 0.007843 0.027778 0.012232 72\n", " 16 0.004386 0.014085 0.006689 71\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.004525 0.014085 0.006849 71\n", " 19 0.954371 0.842196 0.894782 16267\n", " 20 0.422454 0.673432 0.519203 542\n", "\n", "avg / total 0.899247 0.803606 0.847099 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.010417 0.006369 0.007905 157\n", " 11 0.013841 0.037037 0.020151 108\n", " 12 0.003704 0.009346 0.005305 107\n", " 13 0.000000 0.000000 0.000000 107\n", " 14 0.014019 0.028037 0.018692 107\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.004098 0.010309 0.005865 97\n", " 17 0.011278 0.027778 0.016043 108\n", " 18 0.012195 0.028037 0.016997 107\n", " 19 0.929597 0.858559 0.892667 15533\n", " 20 0.607629 0.677812 0.640805 987\n", "\n", "avg / total 0.858559 0.800011 0.827820 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.106195 0.333333 0.161074 36\n", " 11 0.019943 0.032110 0.024605 218\n", " 12 0.022901 0.029703 0.025862 202\n", " 13 0.117647 0.103286 0.110000 213\n", " 14 0.000000 0.000000 0.000000 218\n", " 15 0.009677 0.013825 0.011385 217\n", " 16 0.015528 0.022727 0.018450 220\n", " 17 0.000000 0.000000 0.000000 195\n", " 18 0.000000 0.000000 0.000000 186\n", " 19 0.867193 0.843504 0.855184 14716\n", " 20 0.361354 0.299548 0.327561 1105\n", "\n", "avg / total 0.753411 0.730286 0.741367 17526\n", "\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.005882 0.100000 0.011111 10\n", " 11 0.000000 0.000000 0.000000 60\n", " 12 0.000000 0.000000 0.000000 57\n", " 13 0.021127 0.049180 0.029557 61\n", " 14 0.000000 0.000000 0.000000 64\n", " 15 0.000000 0.000000 0.000000 67\n", " 16 0.000000 0.000000 0.000000 67\n", " 17 0.000000 0.000000 0.000000 67\n", " 18 0.011628 0.031746 0.017021 63\n", " 19 0.838432 0.855193 0.846730 11505\n", " 20 0.851485 0.562398 0.677388 5505\n", "\n", "avg / total 0.817966 0.738389 0.768780 17526\n", "\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.650434 0.764745 0.702973 7545\n", " 20 0.924208 0.610861 0.735553 9981\n", "\n", "avg / total 0.806347 0.677108 0.721527 17526\n", "\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.008982 0.083333 0.016216 36\n", " 12 0.000000 0.000000 0.000000 33\n", " 13 0.000000 0.000000 0.000000 33\n", " 14 0.000000 0.000000 0.000000 33\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 32\n", " 17 0.004808 0.034483 0.008439 29\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.977798 0.853095 0.911200 16623\n", " 20 0.516471 0.688088 0.590054 638\n", "\n", "avg / total 0.946246 0.834417 0.885779 17526\n", "\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.047619 0.052632 0.050000 19\n", " 11 0.013953 0.028037 0.018634 107\n", " 12 0.018182 0.028037 0.022059 107\n", " 13 0.025316 0.041237 0.031373 97\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.003906 0.009709 0.005571 103\n", " 16 0.000000 0.000000 0.000000 103\n", " 17 0.000000 0.000000 0.000000 107\n", " 18 0.009569 0.018868 0.012698 106\n", " 19 0.941259 0.895117 0.917609 15646\n", " 20 0.628077 0.672852 0.649694 1024\n", "\n", "avg / total 0.877457 0.839210 0.857723 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.652272 0.922863 0.764325 7545\n", " 20 0.915049 0.628093 0.744891 9981\n", "\n", "avg / total 0.801922 0.754993 0.753257 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989627 0.971809 0.980637 16885\n", " 20 0.496296 0.731669 0.591425 641\n", "\n", "avg / total 0.971584 0.963026 0.966402 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.981927 0.976246 0.979078 16418\n", " 20 0.675810 0.733755 0.703592 1108\n", "\n", "avg / total 0.962575 0.960915 0.961662 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.946767 0.963494 0.955057 16244\n", " 20 0.404020 0.313573 0.353096 1282\n", "\n", "avg / total 0.907066 0.915953 0.911025 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.850324 0.953402 0.898918 11846\n", " 20 0.869934 0.650000 0.744055 5680\n", "\n", "avg / total 0.856679 0.855072 0.848728 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.653002 0.922598 0.764735 7545\n", " 20 0.914943 0.629396 0.745771 9981\n", "\n", "avg / total 0.802177 0.755620 0.753935 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 35\n", " 12 0.000000 0.000000 0.000000 32\n", " 13 0.000000 0.000000 0.000000 27\n", " 14 0.000000 0.000000 0.000000 22\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.977282 0.971238 0.974251 16654\n", " 20 0.477949 0.744409 0.582136 626\n", "\n", "avg / total 0.945730 0.949504 0.946570 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981780 0.971495 0.976610 16418\n", " 20 0.669435 0.727437 0.697232 1108\n", "\n", "avg / total 0.962034 0.956065 0.958948 17526\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.987005 0.925767 0.955406 16327\n", " 20 0.336254 0.755228 0.465328 813\n", "\n", "avg / total 0.956138 0.917678 0.932160 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.978441 0.968495 0.973443 15839\n", " 20 0.658687 0.740200 0.697068 1301\n", "\n", "avg / total 0.954170 0.951167 0.952465 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.909132 0.959119 0.933457 14750\n", " 20 0.618113 0.408368 0.491812 2390\n", "\n", "avg / total 0.868552 0.882322 0.871874 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.971821 0.963186 0.967484 14967\n", " 20 0.761058 0.807639 0.783657 2173\n", "\n", "avg / total 0.945101 0.943466 0.944179 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 40\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 35\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 35\n", " 19 0.971126 0.975335 0.973226 15690\n", " 20 0.675832 0.827281 0.743927 1129\n", "\n", "avg / total 0.933488 0.947316 0.939895 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986837 0.904575 0.943917 16327\n", " 20 0.340034 0.749077 0.467742 813\n", "\n", "avg / total 0.956157 0.897200 0.921331 17140\n", "\n", "Classification report for turbine 25, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 63\n", " 12 0.000000 0.000000 0.000000 64\n", " 13 0.000000 0.000000 0.000000 62\n", " 14 0.000000 0.000000 0.000000 65\n", " 15 0.000000 0.000000 0.000000 61\n", " 16 0.000000 0.000000 0.000000 61\n", " 17 0.000000 0.000000 0.000000 57\n", " 18 0.000000 0.000000 0.000000 60\n", " 19 0.964295 0.963613 0.963954 15555\n", " 20 0.570742 0.765193 0.653816 1086\n", "\n", "avg / total 0.911285 0.922987 0.916240 17140\n", "\n", "Classification report for turbine 25, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.906476 0.925220 0.915752 14750\n", " 20 0.614829 0.392050 0.478794 2390\n", "\n", "avg / total 0.865809 0.850875 0.854823 17140\n", "\n", "Classification report for turbine 25, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 521\n", " 11 0.000000 0.000000 0.000000 214\n", " 12 0.000000 0.000000 0.000000 179\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 166\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 78\n", " 17 0.000000 0.000000 0.000000 71\n", " 18 0.022727 0.014085 0.017391 71\n", " 19 0.919557 0.949647 0.934360 14180\n", " 20 0.426542 0.698909 0.529768 1375\n", "\n", "avg / total 0.795066 0.841774 0.815571 17140\n", "\n", "Classification report for turbine 25, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986725 0.942262 0.963981 15934\n", " 20 0.692500 0.689055 0.690773 1206\n", "\n", "avg / total 0.966022 0.924446 0.944757 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.987005 0.925767 0.955406 16327\n", " 20 0.336254 0.755228 0.465328 813\n", "\n", "avg / total 0.956138 0.917678 0.932160 17140\n", "\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.978441 0.968495 0.973443 15839\n", " 20 0.658687 0.740200 0.697068 1301\n", "\n", "avg / total 0.954170 0.951167 0.952465 17140\n", "\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 28\n", " 12 0.000000 0.000000 0.000000 30\n", " 13 0.000000 0.000000 0.000000 29\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 28\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.894158 0.958595 0.925256 14515\n", " 20 0.610513 0.405383 0.487238 2378\n", "\n", "avg / total 0.841920 0.868028 0.851152 17140\n", "\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.052632 0.027778 0.036364 36\n", " 15 0.045455 0.028571 0.035088 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952871 0.952871 0.952871 14683\n", " 20 0.756182 0.806571 0.780564 2161\n", "\n", "avg / total 0.911820 0.918086 0.914839 17140\n", "\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986393 0.941760 0.963560 15934\n", " 20 0.717724 0.815920 0.763679 1206\n", "\n", "avg / total 0.967489 0.932905 0.949496 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987364 0.856679 0.917391 16327\n", " 20 0.336496 0.741697 0.462956 813\n", "\n", "avg / total 0.956492 0.851225 0.895836 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 92\n", " 11 0.000000 0.000000 0.000000 96\n", " 12 0.000000 0.000000 0.000000 85\n", " 13 0.000000 0.000000 0.000000 99\n", " 14 0.000000 0.000000 0.000000 89\n", " 15 0.000000 0.000000 0.000000 85\n", " 16 0.000000 0.000000 0.000000 89\n", " 17 0.000000 0.000000 0.000000 89\n", " 18 0.000000 0.000000 0.000000 87\n", " 19 0.948559 0.947506 0.948032 15316\n", " 20 0.538832 0.773939 0.635332 1013\n", "\n", "avg / total 0.879461 0.892415 0.884694 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.905809 0.918644 0.912181 14750\n", " 20 0.619079 0.399163 0.485373 2390\n", "\n", "avg / total 0.865828 0.846208 0.852667 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.031579 0.078947 0.045113 38\n", " 11 0.013889 0.027778 0.018519 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.951877 0.931063 0.941355 14680\n", " 20 0.745995 0.763824 0.754804 2134\n", "\n", "avg / total 0.908238 0.892765 0.900363 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.038462 0.012658 0.019048 79\n", " 11 0.000000 0.000000 0.000000 81\n", " 12 0.000000 0.000000 0.000000 61\n", " 13 0.000000 0.000000 0.000000 71\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.040404 0.055556 0.046784 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 71\n", " 18 0.016129 0.013889 0.014925 72\n", " 19 0.955557 0.931124 0.943182 15448\n", " 20 0.644181 0.834774 0.727197 1041\n", "\n", "avg / total 0.900767 0.890257 0.894588 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986755 0.889753 0.935747 16327\n", " 20 0.333898 0.726937 0.457607 813\n", "\n", "avg / total 0.955788 0.882030 0.913067 17140\n", "\n", "Classification report for turbine 25, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986115 0.955048 0.970333 15839\n", " 20 0.651408 0.710992 0.679897 1301\n", "\n", "avg / total 0.960709 0.936523 0.948287 17140\n", "\n", "Classification report for turbine 25, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.908703 0.953492 0.930559 14750\n", " 20 0.619413 0.405858 0.490394 2390\n", "\n", "avg / total 0.868365 0.877130 0.869182 17140\n", "\n", "Classification report for turbine 25, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 47\n", " 11 0.000000 0.000000 0.000000 56\n", " 12 0.000000 0.000000 0.000000 53\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.000000 0.000000 0.000000 48\n", " 15 0.000000 0.000000 0.000000 56\n", " 16 0.000000 0.000000 0.000000 57\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 61\n", " 19 0.943158 0.956342 0.949704 14522\n", " 20 0.744662 0.805752 0.774004 2121\n", "\n", "avg / total 0.891247 0.909977 0.900424 17140\n", "\n", "Classification report for turbine 25, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986455 0.964416 0.975311 15934\n", " 20 0.713967 0.796849 0.753135 1206\n", "\n", "avg / total 0.967283 0.952625 0.959678 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.987005 0.925767 0.955406 16327\n", " 20 0.336254 0.755228 0.465328 813\n", "\n", "avg / total 0.956138 0.917678 0.932160 17140\n", "\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.978441 0.968495 0.973443 15839\n", " 20 0.658687 0.740200 0.697068 1301\n", "\n", "avg / total 0.954170 0.951167 0.952465 17140\n", "\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 159\n", " 11 0.000000 0.000000 0.000000 59\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.000000 0.000000 0.000000 52\n", " 14 0.000000 0.000000 0.000000 26\n", " 15 0.000000 0.000000 0.000000 22\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 24\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.889724 0.958397 0.922785 14446\n", " 20 0.521216 0.368233 0.431568 2235\n", "\n", "avg / total 0.817846 0.855776 0.834020 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971575 0.950023 0.960678 14967\n", " 20 0.695796 0.578923 0.632002 2173\n", "\n", "avg / total 0.936612 0.902975 0.919009 17140\n", "\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986409 0.951989 0.968894 15934\n", " 20 0.721816 0.817579 0.766719 1206\n", "\n", "avg / total 0.967792 0.942532 0.954668 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986736 0.647026 0.781563 16327\n", " 20 0.281596 0.312423 0.296210 813\n", "\n", "avg / total 0.953290 0.631155 0.758542 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986421 0.825557 0.898849 15839\n", " 20 0.565315 0.385857 0.458657 1301\n", "\n", "avg / total 0.954457 0.792182 0.865436 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.013910 0.290323 0.026549 31\n", " 11 0.000000 0.000000 0.000000 99\n", " 12 0.003774 0.012346 0.005780 81\n", " 13 0.019608 0.043478 0.027027 92\n", " 14 0.000000 0.000000 0.000000 79\n", " 15 0.000000 0.000000 0.000000 90\n", " 16 0.000000 0.000000 0.000000 91\n", " 17 0.006623 0.010753 0.008197 93\n", " 18 0.016760 0.033708 0.022388 89\n", " 19 0.854218 0.841194 0.847656 14036\n", " 20 0.555678 0.213650 0.308634 2359\n", "\n", "avg / total 0.776272 0.719312 0.737007 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.004630 0.027778 0.007937 36\n", " 15 0.003704 0.028571 0.006557 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.006173 0.027778 0.010101 36\n", " 19 0.957513 0.841366 0.895690 14732\n", " 20 0.739022 0.699905 0.718932 2116\n", "\n", "avg / total 0.914257 0.809743 0.858660 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.014815 0.042553 0.021978 47\n", " 11 0.023952 0.018605 0.020942 215\n", " 12 0.005181 0.004651 0.004902 215\n", " 13 0.015625 0.018692 0.017021 214\n", " 14 0.043269 0.041667 0.042453 216\n", " 15 0.038462 0.032864 0.035443 213\n", " 16 0.014286 0.009302 0.011268 215\n", " 17 0.000000 0.000000 0.000000 210\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.883192 0.885298 0.884244 14263\n", " 20 0.670103 0.757168 0.710980 1116\n", "\n", "avg / total 0.780380 0.787690 0.783827 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986544 0.893612 0.937781 16327\n", " 20 0.338861 0.753998 0.467582 813\n", "\n", "avg / total 0.955823 0.886989 0.915478 17140\n", "\n", "Classification report for turbine 25, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978198 0.954606 0.966258 15839\n", " 20 0.660261 0.739431 0.697607 1301\n", "\n", "avg / total 0.954065 0.938273 0.945866 17140\n", "\n", "Classification report for turbine 25, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.907738 0.943186 0.925123 14750\n", " 20 0.619199 0.407531 0.491547 2390\n", "\n", "avg / total 0.867505 0.868495 0.864665 17140\n", "\n", "Classification report for turbine 25, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 35\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 35\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.959851 0.955178 0.957509 14792\n", " 20 0.714781 0.801653 0.755729 2057\n", "\n", "avg / total 0.914143 0.920537 0.917036 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986750 0.962784 0.974620 15934\n", " 20 0.715664 0.799337 0.755190 1206\n", "\n", "avg / total 0.967676 0.951284 0.959180 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.158301 0.218085 0.183445 188\n", " 11 0.005525 0.013605 0.007859 147\n", " 12 0.000000 0.000000 0.000000 148\n", " 13 0.008264 0.019608 0.011628 153\n", " 14 0.000000 0.000000 0.000000 143\n", " 15 0.014151 0.019868 0.016529 151\n", " 16 0.019157 0.037037 0.025253 135\n", " 17 0.026316 0.047945 0.033981 146\n", " 18 0.016064 0.030534 0.021053 131\n", " 19 0.916245 0.800989 0.854750 15160\n", " 20 0.243263 0.509404 0.329281 638\n", "\n", "avg / total 0.821936 0.731214 0.771245 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.078571 0.045267 0.057441 243\n", " 11 0.002232 0.018519 0.003984 54\n", " 12 0.004525 0.018182 0.007246 55\n", " 13 0.000000 0.000000 0.000000 59\n", " 14 0.000000 0.000000 0.000000 61\n", " 15 0.000000 0.000000 0.000000 51\n", " 16 0.000000 0.000000 0.000000 60\n", " 17 0.000000 0.000000 0.000000 49\n", " 18 0.007722 0.036364 0.012739 55\n", " 19 0.951902 0.831382 0.887570 15378\n", " 20 0.509252 0.588837 0.546160 1075\n", "\n", "avg / total 0.887146 0.783722 0.831473 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 31\n", " 12 0.000000 0.000000 0.000000 29\n", " 13 0.000000 0.000000 0.000000 32\n", " 14 0.000000 0.000000 0.000000 31\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 28\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 31\n", " 19 0.896326 0.812186 0.852184 14509\n", " 20 0.590199 0.348428 0.438176 2385\n", "\n", "avg / total 0.840865 0.735998 0.782345 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.006711 0.045455 0.011696 44\n", " 11 0.003802 0.015152 0.006079 66\n", " 12 0.000000 0.000000 0.000000 58\n", " 13 0.000000 0.000000 0.000000 68\n", " 14 0.000000 0.000000 0.000000 64\n", " 15 0.003584 0.015385 0.005814 65\n", " 16 0.003759 0.016129 0.006098 62\n", " 17 0.005319 0.017857 0.008197 56\n", " 18 0.006667 0.014706 0.009174 68\n", " 19 0.941159 0.856037 0.896582 14462\n", " 20 0.759336 0.688293 0.722072 2127\n", "\n", "avg / total 0.888443 0.808110 0.846264 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.013889 0.002488 0.004219 402\n", " 11 0.017241 0.018692 0.017937 214\n", " 12 0.010753 0.009302 0.009975 215\n", " 13 0.000000 0.000000 0.000000 215\n", " 14 0.007752 0.005076 0.006135 197\n", " 15 0.000000 0.000000 0.000000 176\n", " 16 0.011976 0.011173 0.011561 179\n", " 17 0.003413 0.005556 0.004228 180\n", " 18 0.015444 0.024540 0.018957 163\n", " 19 0.888506 0.880209 0.884338 14350\n", " 20 0.474290 0.727915 0.574349 849\n", "\n", "avg / total 0.768443 0.773862 0.769701 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 186\n", " 11 0.000000 0.000000 0.000000 103\n", " 12 0.000000 0.000000 0.000000 37\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 31\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 31\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.970530 0.918451 0.943773 16064\n", " 20 0.211422 0.676626 0.322176 569\n", "\n", "avg / total 0.916622 0.883256 0.895221 17140\n", "\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978125 0.937244 0.957248 15839\n", " 20 0.652239 0.671791 0.661871 1301\n", "\n", "avg / total 0.953389 0.917095 0.934827 17140\n", "\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 32\n", " 12 0.000000 0.000000 0.000000 33\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 28\n", " 16 0.000000 0.000000 0.000000 33\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 30\n", " 19 0.902288 0.924435 0.913227 14504\n", " 20 0.617363 0.404040 0.488425 2376\n", "\n", "avg / total 0.849104 0.838273 0.840487 17140\n", "\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.243902 0.039216 0.067568 510\n", " 11 0.000000 0.000000 0.000000 191\n", " 12 0.000000 0.000000 0.000000 183\n", " 13 0.025641 0.005988 0.009709 167\n", " 14 0.000000 0.000000 0.000000 161\n", " 15 0.000000 0.000000 0.000000 154\n", " 16 0.000000 0.000000 0.000000 143\n", " 17 0.000000 0.000000 0.000000 154\n", " 18 0.000000 0.000000 0.000000 150\n", " 19 0.889426 0.945938 0.916812 13614\n", " 20 0.652333 0.832458 0.731470 1713\n", "\n", "avg / total 0.779158 0.835764 0.803417 17140\n", "\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.009615 0.027778 0.014286 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968496 0.937236 0.952610 15646\n", " 20 0.709044 0.691348 0.700084 1202\n", "\n", "avg / total 0.933822 0.904084 0.918702 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988471 0.850677 0.914412 16327\n", " 20 0.342674 0.722017 0.464766 813\n", "\n", "avg / total 0.957839 0.844574 0.893084 17140\n", "\n", "Classification report for turbine 25, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 33\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 30\n", " 14 0.000000 0.000000 0.000000 24\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.967866 0.946981 0.957310 15617\n", " 20 0.646197 0.727416 0.684405 1273\n", "\n", "avg / total 0.929859 0.916861 0.923078 17140\n", "\n", "Classification report for turbine 25, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 27\n", " 11 0.000000 0.000000 0.000000 47\n", " 12 0.000000 0.000000 0.000000 37\n", " 13 0.000000 0.000000 0.000000 24\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 24\n", " 16 0.000000 0.000000 0.000000 34\n", " 17 0.014286 0.031250 0.019608 32\n", " 18 0.000000 0.000000 0.000000 33\n", " 19 0.890107 0.925655 0.907533 14473\n", " 20 0.615842 0.392512 0.479445 2377\n", "\n", "avg / total 0.837038 0.836114 0.832847 17140\n", "\n", "Classification report for turbine 25, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 116\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 70\n", " 14 0.016129 0.014493 0.015267 69\n", " 15 0.000000 0.000000 0.000000 70\n", " 16 0.058824 0.028986 0.038835 69\n", " 17 0.010989 0.014085 0.012346 71\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.935061 0.934345 0.934703 14363\n", " 20 0.742909 0.791367 0.766373 2085\n", "\n", "avg / total 0.874283 0.879463 0.876758 17140\n", "\n", "Classification report for turbine 25, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986858 0.942513 0.964176 15934\n", " 20 0.704754 0.700663 0.702703 1206\n", "\n", "avg / total 0.967008 0.925496 0.945778 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.019802 0.105263 0.033333 19\n", " 11 0.003247 0.009259 0.004808 108\n", " 12 0.007194 0.016129 0.009950 124\n", " 13 0.000000 0.000000 0.000000 122\n", " 14 0.003448 0.007752 0.004773 129\n", " 15 0.016393 0.039062 0.023095 128\n", " 16 0.014760 0.031008 0.020000 129\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.000000 0.000000 0.000000 126\n", " 19 0.936716 0.797862 0.861731 15435\n", " 20 0.296455 0.687943 0.414353 705\n", "\n", "avg / total 0.856084 0.747666 0.793552 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.000000 0.000000 0.000000 60\n", " 12 0.000000 0.000000 0.000000 64\n", " 13 0.004464 0.015152 0.006897 66\n", " 14 0.005525 0.018182 0.008475 55\n", " 15 0.004167 0.018868 0.006826 53\n", " 16 0.016327 0.072727 0.026667 55\n", " 17 0.054545 0.150000 0.080000 60\n", " 18 0.004219 0.017241 0.006780 58\n", " 19 0.956661 0.874341 0.913651 15375\n", " 20 0.699848 0.716732 0.708189 1285\n", "\n", "avg / total 0.910922 0.839032 0.873124 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 27\n", " 12 0.000000 0.000000 0.000000 28\n", " 13 0.000000 0.000000 0.000000 31\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 29\n", " 17 0.011765 0.064516 0.019900 31\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.887326 0.847410 0.866909 14516\n", " 20 0.634801 0.386840 0.480729 2386\n", "\n", "avg / total 0.839873 0.771645 0.801148 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.068966 0.142857 0.093023 14\n", " 11 0.011628 0.035714 0.017544 56\n", " 12 0.004950 0.016667 0.007634 60\n", " 13 0.020080 0.079365 0.032051 63\n", " 14 0.000000 0.000000 0.000000 85\n", " 15 0.005618 0.010309 0.007273 97\n", " 16 0.000000 0.000000 0.000000 100\n", " 17 0.008130 0.020619 0.011662 97\n", " 18 0.000000 0.000000 0.000000 97\n", " 19 0.935489 0.863273 0.897931 14379\n", " 20 0.751255 0.786807 0.768620 2092\n", "\n", "avg / total 0.876752 0.821004 0.847486 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.021429 0.042254 0.028436 71\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.003846 0.016667 0.006250 60\n", " 14 0.010811 0.042553 0.017241 47\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.005236 0.027778 0.008811 36\n", " 19 0.973802 0.888606 0.929255 15728\n", " 20 0.613426 0.789474 0.690404 1007\n", "\n", "avg / total 0.929762 0.862194 0.893471 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.987005 0.925767 0.955406 16327\n", " 20 0.336254 0.755228 0.465328 813\n", "\n", "avg / total 0.956138 0.917678 0.932160 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.978441 0.968495 0.973443 15839\n", " 20 0.658687 0.740200 0.697068 1301\n", "\n", "avg / total 0.954170 0.951167 0.952465 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.909132 0.959119 0.933457 14750\n", " 20 0.618113 0.408368 0.491812 2390\n", "\n", "avg / total 0.868552 0.882322 0.871874 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.971820 0.963119 0.967450 14967\n", " 20 0.760728 0.807639 0.783482 2173\n", "\n", "avg / total 0.945058 0.943407 0.944126 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986546 0.975587 0.981036 15934\n", " 20 0.718727 0.824212 0.767864 1206\n", "\n", "avg / total 0.967702 0.964936 0.966037 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.987005 0.925767 0.955406 16327\n", " 20 0.336254 0.755228 0.465328 813\n", "\n", "avg / total 0.956138 0.917678 0.932160 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.978441 0.968495 0.973443 15839\n", " 20 0.658687 0.740200 0.697068 1301\n", "\n", "avg / total 0.954170 0.951167 0.952465 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.909132 0.959119 0.933457 14750\n", " 20 0.618113 0.408368 0.491812 2390\n", "\n", "avg / total 0.868552 0.882322 0.871874 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 127\n", " 11 0.000000 0.000000 0.000000 268\n", " 12 0.000000 0.000000 0.000000 260\n", " 13 0.000000 0.000000 0.000000 247\n", " 14 0.000000 0.000000 0.000000 158\n", " 15 0.000000 0.000000 0.000000 136\n", " 16 0.000000 0.000000 0.000000 139\n", " 17 0.000000 0.000000 0.000000 129\n", " 18 0.000000 0.000000 0.000000 133\n", " 19 0.894492 0.966562 0.929132 13727\n", " 20 0.653663 0.830396 0.731506 1816\n", "\n", "avg / total 0.785633 0.862077 0.821622 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986320 0.932158 0.958474 15934\n", " 20 0.705975 0.744610 0.724778 1206\n", "\n", "avg / total 0.966595 0.918961 0.942031 17140\n", "\n", "------------------------------------------------------------------------\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", 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