{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Results for decision tree classifier" ] }, { "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.tree import DecisionTreeClassifier" ] }, { "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", "# list of turbines to plot\n", "list1 = list(df[\"turbine_id\"].unique())\n", "# sort turbines in ascending order\n", "list1 = sorted(list1, key=int)\n", "# list of categories\n", "list2 = list(df[\"TurbineCategory_id\"].unique())\n", "# remove NaN from list\n", "list2 = [g for g in list2 if g >= 0]\n", "# sort categories in ascending order\n", "list2 = sorted(list2, key=int)\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))\n", "list5 = list(zip(list4, list2))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "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 0.989971 0.986451 0.988208 16311\n", " 20 0.799456 0.843870 0.821062 1044\n", "\n", "avg / total 0.978511 0.977874 0.978153 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.979488 0.991640 0.985526 15072\n", " 20 0.939885 0.862900 0.899749 2283\n", "\n", "avg / total 0.974278 0.974705 0.974243 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.948688 0.914576 0.931320 9845\n", " 20 0.893057 0.935153 0.913620 7510\n", "\n", "avg / total 0.924615 0.923480 0.923661 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.987159 0.990721 0.988937 13579\n", " 20 0.966193 0.953655 0.959883 3776\n", "\n", "avg / total 0.982597 0.982656 0.982615 17355\n", "\n", "Classification report for turbine 1, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.983676 0.990000 0.986828 14000\n", " 20 0.957121 0.931446 0.944109 3355\n", "\n", "avg / total 0.978543 0.978680 0.978570 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 0.970912 0.985580 0.978191 16019\n", " 20 0.786106 0.824545 0.804867 1043\n", "\n", "avg / total 0.943414 0.959262 0.951260 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 0.931313 0.971739 0.951096 14260\n", " 20 0.621185 0.906352 0.737150 1527\n", "\n", "avg / total 0.819883 0.878191 0.846342 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 0.920844 0.860234 0.889507 9845\n", " 20 0.906147 0.692943 0.785332 7510\n", "\n", "avg / total 0.914484 0.787842 0.844428 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 0.000000 0.000000 0.000000 84\n", " 11 0.008772 0.027778 0.013333 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.030303 0.055556 0.039216 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 0.967791 0.965170 0.966478 13293\n", " 20 0.941455 0.915176 0.928130 3690\n", "\n", "avg / total 0.941528 0.934025 0.937717 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 0.062500 0.013889 0.022727 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.951989 0.967993 0.959924 13622\n", " 20 0.876566 0.891083 0.883765 3140\n", "\n", "avg / total 0.906074 0.921060 0.913440 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988209 0.986573 0.987391 16311\n", " 20 0.795518 0.816092 0.805674 1044\n", "\n", "avg / total 0.976618 0.976318 0.976459 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.980567 0.990977 0.985744 15072\n", " 20 0.935940 0.870346 0.901952 2283\n", "\n", "avg / total 0.974697 0.975108 0.974722 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.950201 0.934180 0.942123 9845\n", " 20 0.915581 0.935819 0.925589 7510\n", "\n", "avg / total 0.935220 0.934889 0.934968 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988014 0.989469 0.988741 13579\n", " 20 0.961928 0.956833 0.959373 3776\n", "\n", "avg / total 0.982338 0.982368 0.982351 17355\n", "\n", "Classification report for turbine 1, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985047 0.988143 0.986592 14000\n", " 20 0.949864 0.937407 0.943594 3355\n", "\n", "avg / total 0.978246 0.978335 0.978280 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.318182 0.132075 66\n", " 11 0.006426 0.074766 0.011834 107\n", " 12 0.007075 0.041667 0.012097 72\n", " 13 0.009615 0.050847 0.016173 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 0.978529 0.734536 0.839157 16070\n", " 20 0.589491 0.365953 0.451572 981\n", "\n", "avg / total 0.939817 0.702852 0.803230 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 0.972103 0.931728 0.951487 15072\n", " 20 0.894554 0.676303 0.770267 2283\n", "\n", "avg / total 0.961902 0.898127 0.927648 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 0.939868 0.884307 0.911241 9845\n", " 20 0.902362 0.646072 0.753007 7510\n", "\n", "avg / total 0.923638 0.781216 0.842769 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.007547 0.016260 0.010309 123\n", " 11 0.037037 0.009772 0.015464 307\n", " 12 0.037037 0.015873 0.022222 252\n", " 13 0.021429 0.011905 0.015306 252\n", " 14 0.041667 0.011905 0.018519 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 0.868757 0.960007 0.912105 11977\n", " 20 0.862866 0.819912 0.840841 3415\n", "\n", "avg / total 0.771497 0.824719 0.796076 17355\n", "\n", "Classification report for turbine 1, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.080808 0.086022 0.083333 93\n", " 11 0.006231 0.046512 0.010989 43\n", " 12 0.025773 0.138889 0.043478 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 0.957638 0.900752 0.928324 13703\n", " 20 0.905747 0.844975 0.874307 3264\n", "\n", "avg / total 0.926971 0.870988 0.897975 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.587432 0.680380 0.630499 316\n", " 11 0.110236 0.096552 0.102941 725\n", " 12 0.117541 0.096439 0.105949 674\n", " 13 0.037037 0.030354 0.033364 593\n", " 14 0.014523 0.012238 0.013283 572\n", " 15 0.021583 0.011111 0.014670 540\n", " 16 0.027322 0.019569 0.022805 511\n", " 17 0.041812 0.026316 0.032301 456\n", " 18 0.019355 0.006944 0.010221 432\n", " 19 0.750076 0.821672 0.784244 12006\n", " 20 0.391597 0.439623 0.414222 530\n", "\n", "avg / total 0.555520 0.605243 0.578885 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.167015 0.733945 0.272109 109\n", " 11 0.017021 0.045455 0.024768 88\n", " 12 0.012285 0.069444 0.020877 72\n", " 13 0.006390 0.027778 0.010390 72\n", " 14 0.013889 0.055556 0.022222 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005988 0.027778 0.009852 72\n", " 17 0.003401 0.013889 0.005464 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.942671 0.838284 0.887418 14476\n", " 20 0.871533 0.548209 0.673055 2178\n", "\n", "avg / total 0.896976 0.773668 0.826792 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 0.079592 0.764706 0.144177 51\n", " 11 0.004167 0.018868 0.006826 53\n", " 12 0.006329 0.027778 0.010309 36\n", " 13 0.007576 0.027778 0.011905 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 0.789030 0.731936 0.759412 9591\n", " 20 0.880042 0.671436 0.761715 7408\n", "\n", "avg / total 0.811969 0.693518 0.745308 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.211581 0.871560 0.340502 109\n", " 11 0.012632 0.083333 0.021938 72\n", " 12 0.011429 0.055556 0.018957 72\n", " 13 0.003367 0.013889 0.005420 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.018315 0.069444 0.028986 72\n", " 16 0.000000 0.000000 0.000000 67\n", " 17 0.005556 0.027778 0.009259 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.964532 0.893467 0.927640 13301\n", " 20 0.902046 0.665409 0.765865 3446\n", "\n", "avg / total 0.919864 0.823336 0.865490 17355\n", "\n", "Classification report for turbine 1, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.072165 0.466667 0.125000 45\n", " 11 0.002326 0.013889 0.003984 72\n", " 12 0.015480 0.069444 0.025316 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.010526 0.027778 0.015267 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.004310 0.013889 0.006579 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953695 0.854370 0.901304 13548\n", " 20 0.895748 0.819837 0.856113 3186\n", "\n", "avg / total 0.909255 0.819188 0.861294 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.988905 0.983631 0.986261 16311\n", " 20 0.763926 0.827586 0.794483 1044\n", "\n", "avg / total 0.975372 0.974244 0.974724 17355\n", "\n", "Classification report for turbine 1, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.977957 0.991972 0.984914 15072\n", " 20 0.941461 0.852387 0.894713 2283\n", "\n", "avg / total 0.973156 0.973610 0.973049 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 0.915745 0.912861 0.914301 9525\n", " 20 0.862723 0.945351 0.902149 7173\n", "\n", "avg / total 0.859163 0.891731 0.874666 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 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 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.929942 0.987124 0.957680 12815\n", " 20 0.937999 0.932858 0.935422 3649\n", "\n", "avg / total 0.883893 0.925036 0.903833 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 0.981499 0.973857 0.977663 14000\n", " 20 0.933643 0.897466 0.915198 3355\n", "\n", "avg / total 0.972248 0.959090 0.965587 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 0.963962 0.976930 0.970403 15908\n", " 20 0.723861 0.802775 0.761278 1009\n", "\n", "avg / total 0.925675 0.942149 0.933754 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 0.176471 0.013274 0.024691 226\n", " 13 0.000000 0.000000 0.000000 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 0.881598 0.981279 0.928772 13514\n", " 20 0.824438 0.871782 0.847449 2020\n", "\n", "avg / total 0.784740 0.865745 0.822175 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000552 0.001095 0.000734 913\n", " 11 0.000546 0.025000 0.001069 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 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 0.732534 0.704831 0.718416 8673\n", " 20 0.849819 0.392206 0.536711 7185\n", "\n", "avg / total 0.717935 0.514780 0.581264 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 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 0.964835 0.939070 0.951778 13294\n", " 20 0.921470 0.908816 0.915100 3641\n", "\n", "avg / total 0.932388 0.909997 0.921050 17355\n", "\n", "Classification report for turbine 1, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.038462 0.021739 0.027778 138\n", " 11 0.065385 0.052469 0.058219 324\n", " 12 0.034483 0.006173 0.010471 324\n", " 13 0.042553 0.006173 0.010782 324\n", " 14 0.010638 0.003086 0.004785 324\n", " 15 0.025641 0.003086 0.005510 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.022472 0.006173 0.009685 324\n", " 18 0.030303 0.006579 0.010811 304\n", " 19 0.799674 0.940161 0.864245 11464\n", " 20 0.886909 0.860421 0.873464 3181\n", "\n", "avg / total 0.695385 0.780467 0.733249 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 0.986598 0.898106 0.940274 16311\n", " 20 0.725455 0.764368 0.744403 1044\n", "\n", "avg / total 0.970888 0.890061 0.928491 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 80\n", " 11 0.000000 0.000000 0.000000 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 0.025641 0.013889 0.018018 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 0.954999 0.947943 0.951458 14753\n", " 20 0.723424 0.811609 0.764984 1895\n", "\n", "avg / total 0.890915 0.894497 0.892411 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 117\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.012195 0.006944 0.008850 144\n", " 14 0.000000 0.000000 0.000000 126\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 0.678401 0.754826 0.714576 8859\n", " 20 0.854691 0.593044 0.700224 7389\n", "\n", "avg / total 0.710287 0.637857 0.662959 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 0.975059 0.950070 0.962402 13579\n", " 20 0.945954 0.857521 0.899569 3776\n", "\n", "avg / total 0.968726 0.929934 0.948731 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 0.000000 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 0.962446 0.961887 0.962167 13775\n", " 20 0.909956 0.873668 0.891443 3285\n", "\n", "avg / total 0.936151 0.928839 0.932425 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.229611 0.257746 0.242867 710\n", " 11 0.309387 0.331963 0.320278 2919\n", " 12 0.117094 0.180200 0.141950 1798\n", " 13 0.082890 0.137097 0.103315 1364\n", " 14 0.071314 0.079041 0.074979 1126\n", " 15 0.058897 0.050160 0.054179 937\n", " 16 0.054871 0.062341 0.058368 786\n", " 17 0.035789 0.022942 0.027961 741\n", " 18 0.071429 0.053571 0.061224 672\n", " 19 0.537830 0.388541 0.451157 6074\n", " 20 0.268041 0.114035 0.160000 228\n", "\n", "avg / total 0.286416 0.247018 0.260629 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.036098 0.300813 0.064460 123\n", " 11 0.138801 0.291713 0.188101 905\n", " 12 0.063369 0.155313 0.090012 734\n", " 13 0.036605 0.100583 0.053676 686\n", " 14 0.049767 0.102894 0.067086 622\n", " 15 0.062954 0.084967 0.072323 612\n", " 16 0.040053 0.051020 0.044877 588\n", " 17 0.036339 0.046875 0.040940 576\n", " 18 0.041522 0.045541 0.043439 527\n", " 19 0.752968 0.460377 0.571394 10196\n", " 20 0.631098 0.115901 0.195837 1786\n", "\n", "avg / total 0.526760 0.321636 0.381193 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.012010 0.200000 0.022659 150\n", " 11 0.064562 0.119681 0.083877 376\n", " 12 0.033333 0.028490 0.030722 351\n", " 13 0.011278 0.009259 0.010169 324\n", " 14 0.013953 0.009259 0.011132 324\n", " 15 0.040268 0.018519 0.025370 324\n", " 16 0.114679 0.080906 0.094877 309\n", " 17 0.021277 0.024648 0.022838 284\n", " 18 0.017094 0.023810 0.019900 252\n", " 19 0.588761 0.545477 0.566293 7971\n", " 20 0.840105 0.621226 0.714273 6690\n", "\n", "avg / total 0.600294 0.497782 0.541289 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.129887 0.188991 0.153961 545\n", " 11 0.206776 0.255542 0.228587 1624\n", " 12 0.080523 0.110066 0.093005 1063\n", " 13 0.053887 0.069318 0.060636 880\n", " 14 0.052023 0.082067 0.063679 658\n", " 15 0.040041 0.060842 0.048297 641\n", " 16 0.068554 0.079861 0.073777 576\n", " 17 0.051230 0.046125 0.048544 542\n", " 18 0.014957 0.014374 0.014660 487\n", " 19 0.669124 0.559289 0.609296 8602\n", " 20 0.545136 0.358089 0.432245 1737\n", "\n", "avg / total 0.425050 0.363008 0.388829 17355\n", "\n", "Classification report for turbine 1, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.189977 0.205031 0.197217 795\n", " 11 0.234733 0.296243 0.261925 2076\n", " 12 0.080126 0.099686 0.088842 1274\n", " 13 0.073930 0.093229 0.082465 1019\n", " 14 0.047676 0.050505 0.049050 792\n", " 15 0.045144 0.052050 0.048352 634\n", " 16 0.043796 0.044944 0.044362 534\n", " 17 0.016461 0.016427 0.016444 487\n", " 18 0.022634 0.025346 0.023913 434\n", " 19 0.606006 0.494453 0.544576 8203\n", " 20 0.293301 0.324300 0.308022 1107\n", "\n", "avg / total 0.358347 0.318698 0.335205 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.988791 0.984305 0.986543 16311\n", " 20 0.771020 0.825670 0.797410 1044\n", "\n", "avg / total 0.975691 0.974762 0.975166 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 0.864867 0.990594 0.923471 13290\n", " 20 0.473511 0.853762 0.609168 1183\n", "\n", "avg / total 0.694569 0.816768 0.748693 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 0.015385 0.864865 0.030231 37\n", " 11 0.029851 0.055556 0.038835 36\n", " 12 0.000558 0.027778 0.001095 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 0.852697 0.726677 0.784659 9615\n", " 20 0.901160 0.582040 0.707269 7472\n", "\n", "avg / total 0.860491 0.655200 0.739370 17355\n", "\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.398649 0.208481 0.273782 566\n", " 11 0.005102 0.003968 0.004464 252\n", " 12 0.021739 0.015873 0.018349 252\n", " 13 0.017391 0.007937 0.010899 252\n", " 14 0.035211 0.019841 0.025381 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.034483 0.011905 0.017699 252\n", " 17 0.094340 0.039683 0.055866 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.850936 0.922181 0.885127 11681\n", " 20 0.813654 0.898124 0.853805 3092\n", "\n", "avg / total 0.733721 0.788937 0.758717 17355\n", "\n", "Classification report for turbine 1, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.549425 0.309185 0.395695 773\n", " 11 0.075000 0.020576 0.032293 729\n", " 12 0.015385 0.004149 0.006536 482\n", " 13 0.018405 0.008571 0.011696 350\n", " 14 0.015267 0.006601 0.009217 303\n", " 15 0.000000 0.000000 0.000000 250\n", " 16 0.006536 0.004630 0.005420 216\n", " 17 0.016393 0.009259 0.011834 216\n", " 18 0.037383 0.018519 0.024768 216\n", " 19 0.822460 0.907980 0.863107 11704\n", " 20 0.666551 0.905955 0.768029 2116\n", "\n", "avg / total 0.665363 0.738231 0.695792 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.988905 0.989087 0.988996 16311\n", " 20 0.829011 0.826628 0.827818 1044\n", "\n", "avg / total 0.979287 0.979314 0.979300 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.977184 0.991706 0.984391 15072\n", " 20 0.939291 0.847131 0.890834 2283\n", "\n", "avg / total 0.972199 0.972688 0.972084 17355\n", "\n", "Classification report for turbine 1, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.940877 0.919756 0.930197 9845\n", " 20 0.897814 0.924234 0.910833 7510\n", "\n", "avg / total 0.922242 0.921694 0.921817 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 0.974031 0.989019 0.981468 13387\n", " 20 0.929825 0.956260 0.942857 3658\n", "\n", "avg / total 0.947315 0.964448 0.955798 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 0.922357 0.981828 0.951164 13152\n", " 20 0.909394 0.921117 0.915218 3258\n", "\n", "avg / total 0.869700 0.916969 0.892624 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 0.888691 0.987016 0.935276 14633\n", " 20 0.769719 0.850701 0.808187 998\n", "\n", "avg / total 0.793569 0.881129 0.835060 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.076923 0.250000 0.117647 12\n", " 11 0.013699 0.027778 0.018349 72\n", " 12 0.008696 0.027778 0.013245 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 0.010989 0.027778 0.015748 72\n", " 17 0.012097 0.041667 0.018750 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.943568 0.898559 0.920513 14570\n", " 20 0.862250 0.746472 0.800195 2197\n", "\n", "avg / total 0.901547 0.849553 0.874450 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 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.016393 0.018519 0.017391 108\n", " 16 0.012500 0.009259 0.010638 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.816636 0.695555 0.751248 8977\n", " 20 0.891376 0.866160 0.878587 7494\n", "\n", "avg / total 0.807493 0.733967 0.768143 17355\n", "\n", "Classification report for turbine 1, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.028571 0.040000 0.033333 25\n", " 11 0.007812 0.006944 0.007353 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 0.022472 0.013889 0.017167 144\n", " 16 0.007143 0.006944 0.007042 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.038095 0.027778 0.032129 144\n", " 19 0.909714 0.919640 0.914650 12556\n", " 20 0.918934 0.904473 0.911646 3622\n", "\n", "avg / total 0.850610 0.854624 0.852569 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 7\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.003704 0.027778 0.006536 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 0.963302 0.921135 0.941747 13707\n", " 20 0.946340 0.909931 0.927779 3353\n", "\n", "avg / total 0.943658 0.903371 0.923054 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 0.988126 0.984673 0.986396 16311\n", " 20 0.772934 0.815134 0.793473 1044\n", "\n", "avg / total 0.975181 0.974474 0.974791 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 0.951737 0.991246 0.971090 14622\n", " 20 0.724365 0.887608 0.797721 1735\n", "\n", "avg / total 0.874277 0.923884 0.897915 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 0.764288 0.916912 0.833672 9845\n", " 20 0.865231 0.604394 0.711665 7510\n", "\n", "avg / total 0.807968 0.781677 0.780876 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 0.985768 0.979380 0.982564 13579\n", " 20 0.959827 0.942797 0.951236 3776\n", "\n", "avg / total 0.980124 0.971420 0.975748 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 0.980993 0.980643 0.980818 14000\n", " 20 0.935073 0.897168 0.915729 3355\n", "\n", "avg / total 0.972116 0.964506 0.968235 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.989296 0.985899 0.987594 16311\n", " 20 0.790909 0.833333 0.811567 1044\n", "\n", "avg / total 0.977362 0.976721 0.977005 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.977689 0.991441 0.984517 15072\n", " 20 0.937711 0.850635 0.892053 2283\n", "\n", "avg / total 0.972430 0.972918 0.972354 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 0.733949 0.984008 0.840779 7191\n", " 20 0.164247 0.904354 0.278003 1401\n", "\n", "avg / total 0.317369 0.480726 0.370817 17355\n", "\n", "Classification report for turbine 1, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 10 0.059701 0.038095 0.046512 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 0.962897 0.983212 0.972949 13224\n", " 20 0.827992 0.933025 0.877376 3240\n", "\n", "avg / total 0.889361 0.924056 0.906000 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 0.964399 0.973751 0.969053 13715\n", " 20 0.949874 0.899940 0.924233 3348\n", "\n", "avg / total 0.945371 0.943129 0.944102 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 0.960617 0.952798 0.956691 16461\n", " 20 0.898482 0.730664 0.805930 3646\n", "\n", "avg / total 0.935761 0.899456 0.916051 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 0.947717 0.978175 0.962705 17549\n", " 20 0.859226 0.770862 0.812649 2217\n", "\n", "avg / total 0.908691 0.925290 0.916523 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 0.000000 0.000000 0.000000 149\n", " 13 0.019231 0.006944 0.010204 144\n", " 14 0.011905 0.006944 0.008772 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 0.918275 0.950757 0.934234 15718\n", " 20 0.897226 0.885591 0.891371 3470\n", "\n", "avg / total 0.860400 0.883328 0.871615 20399\n", "\n", "Classification report for turbine 2, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.022556 0.035714 0.027650 84\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 0.011364 0.027778 0.016129 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 0.946789 0.950431 0.948607 16119\n", " 20 0.917720 0.837090 0.875553 3904\n", "\n", "avg / total 0.923887 0.911417 0.917283 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 0.036364 0.250000 0.063492 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 0.960587 0.956001 0.958289 13614\n", " 20 0.948981 0.940207 0.944573 6489\n", "\n", "avg / total 0.942971 0.937203 0.940046 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 0.965544 0.985603 0.975470 16462\n", " 20 0.931572 0.919045 0.925266 3644\n", "\n", "avg / total 0.945607 0.959557 0.952491 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 0.071429 0.004630 0.008696 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.071429 0.004630 0.008696 216\n", " 19 0.903260 0.976269 0.938347 16603\n", " 20 0.634465 0.871488 0.734324 1673\n", "\n", "avg / total 0.788722 0.866170 0.824141 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 20\n", " 11 0.026059 0.222222 0.046647 36\n", " 12 0.008065 0.055556 0.014085 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 0.983981 0.922467 0.952232 16780\n", " 20 0.827352 0.772878 0.799188 3311\n", "\n", "avg / total 0.943761 0.884749 0.913120 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 0.976758 0.931499 0.953592 16467\n", " 20 0.944489 0.891404 0.917179 3932\n", "\n", "avg / total 0.970538 0.923771 0.946573 20399\n", "\n", "Classification report for turbine 2, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.005495 0.011628 0.007463 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 0.000000 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 0.946001 0.965211 0.955510 13395\n", " 20 0.931878 0.895143 0.913141 6342\n", "\n", "avg / total 0.910933 0.912153 0.911360 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984755 0.987519 0.986135 16745\n", " 20 0.942057 0.929940 0.935959 3654\n", "\n", "avg / total 0.977106 0.977205 0.977147 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984745 0.991711 0.988216 18096\n", " 20 0.931034 0.879288 0.904422 2303\n", "\n", "avg / total 0.978682 0.979019 0.978756 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991335 0.981647 0.986467 16782\n", " 20 0.918540 0.960188 0.938902 3617\n", "\n", "avg / total 0.978427 0.977842 0.978033 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.972741 0.990344 0.981464 16467\n", " 20 0.956247 0.883774 0.918583 3932\n", "\n", "avg / total 0.969561 0.969802 0.969343 20399\n", "\n", "Classification report for turbine 2, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.984035 0.985174 0.984604 13827\n", " 20 0.968731 0.966372 0.967550 6572\n", "\n", "avg / total 0.979105 0.979117 0.979110 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.245995 0.767857 0.372617 280\n", " 11 0.005311 0.044025 0.009479 159\n", " 12 0.004255 0.020833 0.007067 144\n", " 13 0.008696 0.062500 0.015267 144\n", " 14 0.005698 0.027778 0.009456 144\n", " 15 0.020367 0.069444 0.031496 144\n", " 16 0.002283 0.006944 0.003436 144\n", " 17 0.007463 0.013889 0.009709 144\n", " 18 0.008955 0.020833 0.012526 144\n", " 19 0.895464 0.740384 0.810573 15573\n", " 20 0.866618 0.348032 0.496622 3379\n", "\n", "avg / total 0.830992 0.635325 0.706887 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.022645 0.129534 0.038551 193\n", " 11 0.015385 0.012626 0.013870 396\n", " 12 0.017442 0.007576 0.010563 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.005935 0.005333 0.005618 375\n", " 15 0.011834 0.006173 0.008114 324\n", " 16 0.008264 0.003378 0.004796 296\n", " 17 0.006173 0.003472 0.004444 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.834989 0.875647 0.854835 15649\n", " 20 0.682114 0.466630 0.554161 1798\n", "\n", "avg / total 0.702036 0.714790 0.705831 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.331307 0.348243 0.339564 626\n", " 11 0.044010 0.032316 0.037267 557\n", " 12 0.035503 0.025478 0.029666 471\n", " 13 0.021978 0.017505 0.019488 457\n", " 14 0.018036 0.022901 0.020179 393\n", " 15 0.010101 0.011111 0.010582 360\n", " 16 0.012346 0.009119 0.010490 329\n", " 17 0.000000 0.000000 0.000000 307\n", " 18 0.020270 0.020833 0.020548 288\n", " 19 0.810719 0.832836 0.821629 14076\n", " 20 0.634882 0.614596 0.624574 2535\n", "\n", "avg / total 0.652013 0.664689 0.658162 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 0.158174 0.365196 0.220741 408\n", " 11 0.011013 0.012594 0.011751 397\n", " 12 0.014545 0.020202 0.016913 396\n", " 13 0.005510 0.005051 0.005270 396\n", " 14 0.041667 0.036082 0.038674 388\n", " 15 0.032000 0.026578 0.029038 301\n", " 16 0.010204 0.011905 0.010989 252\n", " 17 0.008621 0.007937 0.008264 252\n", " 18 0.015957 0.013100 0.014388 229\n", " 19 0.823546 0.810278 0.816858 14089\n", " 20 0.784495 0.697964 0.738704 3291\n", "\n", "avg / total 0.700807 0.681749 0.689994 20399\n", "\n", "Classification report for turbine 2, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.038519 0.490566 0.071429 53\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.003623 0.013889 0.005747 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004237 0.013889 0.006494 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005714 0.013889 0.008097 72\n", " 18 0.002558 0.013889 0.004320 72\n", " 19 0.959571 0.859762 0.906929 13527\n", " 20 0.963504 0.761173 0.850470 6243\n", "\n", "avg / total 0.931343 0.804549 0.861957 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.916244 0.147227 0.253689 2452\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.132075 0.097222 0.112000 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 0.012658 0.013889 0.013245 72\n", " 19 0.942944 0.961225 0.951997 16093\n", " 20 0.319065 0.758216 0.449131 1278\n", "\n", "avg / total 0.874534 0.823913 0.810115 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.085182 0.212389 0.121596 452\n", " 11 0.125000 0.013746 0.024768 291\n", " 12 0.000000 0.000000 0.000000 184\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.020408 0.006944 0.010363 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.033333 0.013889 0.019608 144\n", " 17 0.000000 0.000000 0.000000 126\n", " 18 0.014925 0.009259 0.011429 108\n", " 19 0.901918 0.932181 0.916800 16898\n", " 20 0.610803 0.500000 0.549875 1764\n", "\n", "avg / total 0.804074 0.820530 0.810323 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 0.978544 0.940293 0.959037 16782\n", " 20 0.896283 0.700028 0.786091 3617\n", "\n", "avg / total 0.963958 0.897691 0.928372 20399\n", "\n", "Classification report for turbine 2, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.001852 0.008584 0.003046 233\n", " 11 0.007634 0.011628 0.009217 86\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.030303 0.027778 0.028986 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 0.941462 0.924853 0.933084 16155\n", " 20 0.805748 0.680210 0.737676 3421\n", "\n", "avg / total 0.880879 0.846757 0.862843 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 0.978099 0.943155 0.960309 13827\n", " 20 0.960655 0.910225 0.934761 6572\n", "\n", "avg / total 0.972479 0.932546 0.952078 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.437500 0.042424 0.077348 330\n", " 11 0.000000 0.000000 0.000000 163\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 0.966120 0.983544 0.974754 16468\n", " 20 0.812788 0.915639 0.861153 3082\n", "\n", "avg / total 0.909822 0.933036 0.918273 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.983312 0.983366 0.983339 18096\n", " 20 0.895901 0.721233 0.799134 2303\n", "\n", "avg / total 0.973444 0.953772 0.962543 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", " 19 0.987872 0.970742 0.979232 16782\n", " 20 0.909544 0.909041 0.909292 3617\n", "\n", "avg / total 0.973984 0.959802 0.966831 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", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.976684 0.984454 0.980553 16467\n", " 20 0.938862 0.843591 0.888681 3932\n", "\n", "avg / total 0.969394 0.957302 0.962845 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", " 19 0.979875 0.978954 0.979415 13827\n", " 20 0.968907 0.616403 0.753464 6572\n", "\n", "avg / total 0.976342 0.862150 0.906620 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.956356 0.984753 0.970347 16266\n", " 20 0.870648 0.901260 0.885690 3413\n", "\n", "avg / total 0.908260 0.936026 0.921933 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.022727 0.001859 0.003436 538\n", " 11 0.072727 0.016393 0.026756 244\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.021739 0.005587 0.008889 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 0.897157 0.971648 0.932918 16789\n", " 20 0.564341 0.665448 0.610738 1641\n", "\n", "avg / total 0.785446 0.853522 0.817439 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 0.964742 0.944047 0.954283 16782\n", " 20 0.858974 0.685375 0.762417 3617\n", "\n", "avg / total 0.945988 0.898181 0.920262 20399\n", "\n", "Classification report for turbine 2, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.029412 0.269231 0.053030 26\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 0.946496 0.969871 0.958041 16197\n", " 20 0.846632 0.719167 0.777711 3600\n", "\n", "avg / total 0.900978 0.897348 0.898011 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 0.000000 0.000000 0.000000 144\n", " 12 0.039216 0.013889 0.020513 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 0.006135 0.006944 0.006515 144\n", " 19 0.906616 0.954373 0.929882 12909\n", " 20 0.935575 0.893546 0.914078 6322\n", "\n", "avg / total 0.864000 0.881024 0.871932 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 0.000000 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 0.947679 0.973167 0.960254 16323\n", " 20 0.889260 0.852283 0.870379 3439\n", "\n", "avg / total 0.908237 0.922398 0.915116 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 0.948634 0.977909 0.963049 17790\n", " 20 0.752544 0.740253 0.746348 1898\n", "\n", "avg / total 0.897325 0.921712 0.909320 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 0.988344 0.960017 0.973975 16782\n", " 20 0.860223 0.661874 0.748125 3617\n", "\n", "avg / total 0.965627 0.907152 0.933929 20399\n", "\n", "Classification report for turbine 2, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.041667 0.045455 24\n", " 11 0.062500 0.025000 0.035714 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 0.944428 0.980057 0.961913 16196\n", " 20 0.934743 0.795987 0.859803 3887\n", "\n", "avg / total 0.928134 0.929899 0.927678 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 0.970748 0.972011 0.971379 13827\n", " 20 0.966954 0.921637 0.943752 6572\n", "\n", "avg / total 0.969525 0.955782 0.962478 20399\n", "\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 0.977595 0.896387 0.935232 16745\n", " 20 0.830340 0.480843 0.609012 3654\n", "\n", "avg / total 0.951218 0.821952 0.876797 20399\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 0.978690 0.959328 0.968912 18096\n", " 20 0.866055 0.819800 0.842293 2303\n", "\n", "avg / total 0.965974 0.943576 0.954617 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.176471 0.428571 0.250000 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 0.964170 0.953060 0.958582 16489\n", " 20 0.897743 0.913140 0.905376 3615\n", "\n", "avg / total 0.938515 0.932350 0.935377 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.039216 0.028892 0.033272 623\n", " 11 0.070423 0.012658 0.021459 395\n", " 12 0.000000 0.000000 0.000000 305\n", " 13 0.096154 0.022523 0.036496 222\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 0.874938 0.941980 0.907222 14943\n", " 20 0.716927 0.836931 0.772295 3011\n", "\n", "avg / total 0.750353 0.814942 0.780396 20399\n", "\n", "Classification report for turbine 2, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.168367 0.039711 0.064265 831\n", " 11 0.015873 0.002315 0.004040 432\n", " 12 0.000000 0.000000 0.000000 385\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.027778 0.003185 0.005714 314\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 0.035714 0.003472 0.006329 288\n", " 19 0.815229 0.959993 0.881708 11398\n", " 20 0.820485 0.948948 0.880053 5563\n", "\n", "avg / total 0.687392 0.796951 0.735537 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.983896 0.988773 0.986328 16745\n", " 20 0.947354 0.925835 0.936471 3654\n", "\n", "avg / total 0.977350 0.977499 0.977397 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 0.887685 0.989698 0.935920 16307\n", " 20 0.577096 0.875513 0.695652 1462\n", "\n", "avg / total 0.750978 0.853914 0.798034 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.175000 0.132492 0.150808 317\n", " 11 0.000000 0.000000 0.000000 112\n", " 12 0.010870 0.009259 0.010000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.010309 0.009259 0.009756 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.055556 0.018519 0.027778 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.914684 0.944538 0.929371 15993\n", " 20 0.787708 0.736107 0.761034 3221\n", "\n", "avg / total 0.844625 0.859013 0.851398 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.006515 0.012461 0.008556 321\n", " 11 0.006623 0.006944 0.006780 144\n", " 12 0.008197 0.006944 0.007519 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 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 0.906134 0.911044 0.908582 15502\n", " 20 0.830838 0.782131 0.805749 3548\n", "\n", "avg / total 0.833321 0.828668 0.830847 20399\n", "\n", "Classification report for turbine 2, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.636364 0.116236 0.196568 4336\n", " 11 0.032520 0.006221 0.010444 643\n", " 12 0.028037 0.011111 0.015915 540\n", " 13 0.000000 0.000000 0.000000 502\n", " 14 0.048780 0.013889 0.021622 432\n", " 15 0.042424 0.016204 0.023451 432\n", " 16 0.000000 0.000000 0.000000 432\n", " 17 0.027027 0.004926 0.008333 406\n", " 18 0.006452 0.002653 0.003759 377\n", " 19 0.754456 0.910128 0.825013 10604\n", " 20 0.238568 0.794100 0.366907 1695\n", "\n", "avg / total 0.551633 0.565077 0.503076 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.981748 0.989370 0.985544 16745\n", " 20 0.949489 0.915709 0.932293 3654\n", "\n", "avg / total 0.975970 0.976175 0.976006 20399\n", "\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.986564 0.990053 0.988305 18096\n", " 20 0.919607 0.894051 0.906649 2303\n", "\n", "avg / total 0.979005 0.979215 0.979087 20399\n", "\n", "Classification report for turbine 2, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.990799 0.981766 0.986262 16782\n", " 20 0.918833 0.957700 0.937864 3617\n", "\n", "avg / total 0.978039 0.977499 0.977680 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 0.972355 0.989849 0.981024 16452\n", " 20 0.875651 0.877573 0.876611 3643\n", "\n", "avg / total 0.940594 0.955047 0.947757 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 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982590 0.975555 0.979060 13827\n", " 20 0.968553 0.960743 0.964632 6572\n", "\n", "avg / total 0.978068 0.970783 0.974412 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.000000 0.000000 0.000000 288\n", " 12 0.041667 0.003472 0.006410 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.069767 0.011029 0.019048 272\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.856962 0.966957 0.908643 14678\n", " 20 0.880191 0.899369 0.889677 3488\n", "\n", "avg / total 0.768644 0.849748 0.806279 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.080000 0.081633 25\n", " 11 0.083832 0.097222 0.090032 144\n", " 12 0.025510 0.034722 0.029412 144\n", " 13 0.018634 0.020833 0.019672 144\n", " 14 0.007143 0.013889 0.009434 144\n", " 15 0.008021 0.020833 0.011583 144\n", " 16 0.002999 0.013889 0.004932 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.008621 0.020833 0.012195 144\n", " 19 0.922823 0.853935 0.887044 17013\n", " 20 0.792671 0.744228 0.767686 2209\n", "\n", "avg / total 0.856677 0.794451 0.824288 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.065217 0.157895 0.092308 19\n", " 11 0.030457 0.055556 0.039344 108\n", " 12 0.010870 0.018519 0.013699 108\n", " 13 0.013423 0.018519 0.015564 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.008850 0.018519 0.011976 108\n", " 16 0.007092 0.009259 0.008032 108\n", " 17 0.011364 0.018519 0.014085 108\n", " 18 0.007968 0.018519 0.011142 108\n", " 19 0.933540 0.908988 0.921100 15932\n", " 20 0.909037 0.850446 0.878766 3584\n", "\n", "avg / total 0.889362 0.860336 0.874480 20399\n", "\n", "Classification report for turbine 2, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.016529 0.111111 0.028777 18\n", " 11 0.053571 0.111111 0.072289 108\n", " 12 0.005848 0.009259 0.007168 108\n", " 13 0.013793 0.018519 0.015810 108\n", " 14 0.021583 0.027778 0.024291 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.021429 0.027778 0.024194 108\n", " 17 0.004566 0.009259 0.006116 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.923953 0.911855 0.917864 15656\n", " 20 0.926261 0.823103 0.871640 3861\n", "\n", "avg / total 0.885095 0.856807 0.870248 20399\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 12\n", " 11 0.044776 0.041667 0.043165 72\n", " 12 0.030612 0.041667 0.035294 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004484 0.013889 0.006780 72\n", " 16 0.021127 0.041667 0.028037 72\n", " 17 0.007576 0.013889 0.009804 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.948562 0.924117 0.936180 13310\n", " 20 0.952783 0.937394 0.945026 6501\n", "\n", "avg / total 0.922948 0.902250 0.912448 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.984459 0.987340 0.985897 16745\n", " 20 0.941193 0.928571 0.934840 3654\n", "\n", "avg / total 0.976709 0.976813 0.976751 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.976906 0.991158 0.983981 18096\n", " 20 0.921530 0.815892 0.865500 2303\n", "\n", "avg / total 0.970654 0.971371 0.970604 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.988210 0.978906 0.983536 16782\n", " 20 0.906225 0.945811 0.925595 3617\n", "\n", "avg / total 0.973673 0.973038 0.973262 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.968112 0.990041 0.978953 16467\n", " 20 0.953920 0.863428 0.906421 3932\n", "\n", "avg / total 0.965376 0.965636 0.964972 20399\n", "\n", "Classification report for turbine 2, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.985720 0.983511 0.984614 13827\n", " 20 0.965470 0.970024 0.967742 6572\n", "\n", "avg / total 0.979196 0.979166 0.979178 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.974256 0.989907 0.982020 16745\n", " 20 0.950074 0.880131 0.913766 3654\n", "\n", "avg / total 0.969925 0.970244 0.969794 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.986085 0.990771 0.988423 18096\n", " 20 0.924673 0.890143 0.907080 2303\n", "\n", "avg / total 0.979152 0.979411 0.979239 20399\n", "\n", "Classification report for turbine 2, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.989353 0.980098 0.984704 16782\n", " 20 0.911500 0.951064 0.930862 3617\n", "\n", "avg / total 0.975549 0.974950 0.975157 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 0.953818 0.990728 0.971922 16177\n", " 20 0.952447 0.875735 0.912482 3911\n", "\n", "avg / total 0.939013 0.953576 0.945708 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 0.000000 0.000000 0.000000 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 0.944755 0.979206 0.961672 13273\n", " 20 0.940845 0.967475 0.953974 6395\n", "\n", "avg / total 0.909674 0.940438 0.924797 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 0.948151 0.971459 0.959664 16678\n", " 20 0.881836 0.940101 0.910037 4374\n", "\n", "avg / total 0.904345 0.933934 0.918844 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 0.000000 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 0.021739 0.055556 0.031250 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 0.967968 0.946750 0.957241 18385\n", " 20 0.867931 0.889365 0.878517 3037\n", "\n", "avg / total 0.939395 0.924509 0.931822 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 0.978222 0.950717 0.964273 15969\n", " 20 0.954282 0.938603 0.946377 5782\n", "\n", "avg / total 0.971858 0.947497 0.959516 21751\n", "\n", "Classification report for turbine 3, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.019608 0.036364 51\n", " 11 0.057143 0.027778 0.037383 72\n", " 12 0.042553 0.027778 0.033613 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.034483 0.013889 0.019802 72\n", " 15 0.043478 0.013889 0.021053 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 0.966844 0.976391 0.971594 19950\n", " 20 0.769004 0.887564 0.824041 1174\n", "\n", "avg / total 0.929469 0.943773 0.936078 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 0.989036 0.978813 0.983898 19446\n", " 20 0.934802 0.901952 0.918083 2305\n", "\n", "avg / total 0.983289 0.970668 0.976924 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 0.916430 0.682390 0.782280 16070\n", " 20 0.401942 0.932211 0.561697 4219\n", "\n", "avg / total 0.755037 0.684980 0.686913 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 0.000000 0.000000 0.000000 36\n", " 19 0.977476 0.895133 0.934494 18471\n", " 20 0.857324 0.905256 0.880638 2987\n", "\n", "avg / total 0.947808 0.884465 0.914510 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 0.983141 0.912956 0.946750 15969\n", " 20 0.936612 0.889312 0.912349 5782\n", "\n", "avg / total 0.970772 0.906671 0.937605 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 0.993541 0.967621 0.980410 20507\n", " 20 0.815063 0.878617 0.845648 1244\n", "\n", "avg / total 0.983333 0.962530 0.972702 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 0.990231 0.979996 0.985087 19446\n", " 20 0.936131 0.890239 0.912608 2305\n", "\n", "avg / total 0.984498 0.970484 0.977406 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983484 0.939382 0.960927 17305\n", " 20 0.799119 0.938596 0.863260 4446\n", "\n", "avg / total 0.945799 0.939221 0.940963 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989470 0.981731 0.985585 18665\n", " 20 0.894493 0.936811 0.915163 3086\n", "\n", "avg / total 0.975995 0.975357 0.975594 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.982756 0.985034 0.983894 15969\n", " 20 0.958399 0.952266 0.955322 5782\n", "\n", "avg / total 0.976281 0.976323 0.976299 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994619 0.991515 0.993065 20507\n", " 20 0.866972 0.911576 0.888715 1244\n", "\n", "avg / total 0.987319 0.986943 0.987097 21751\n", "\n", "Classification report for turbine 3, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991488 0.994343 0.992914 19446\n", " 20 0.951089 0.927983 0.939394 2305\n", "\n", "avg / total 0.987207 0.987311 0.987242 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 0.017544 0.013889 0.015504 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.017241 0.027778 0.021277 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 0.950488 0.934499 0.942426 16763\n", " 20 0.851227 0.916992 0.882887 4349\n", "\n", "avg / total 0.902833 0.903683 0.902956 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 0.985731 0.962282 0.973865 18665\n", " 20 0.895847 0.908620 0.902188 3086\n", "\n", "avg / total 0.972978 0.954669 0.963696 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 0.955529 0.954007 0.954767 15698\n", " 20 0.939240 0.867141 0.901752 5758\n", "\n", "avg / total 0.938257 0.918073 0.927784 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 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 0.981881 0.979022 0.980449 20259\n", " 20 0.807810 0.885810 0.845014 1191\n", "\n", "avg / total 0.958762 0.960370 0.959466 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 0.989841 0.982053 0.985931 19446\n", " 20 0.930724 0.897614 0.913869 2305\n", "\n", "avg / total 0.983576 0.973105 0.978295 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 0.970905 0.933314 0.951738 17305\n", " 20 0.892242 0.851102 0.871187 4446\n", "\n", "avg / total 0.954826 0.916510 0.935273 21751\n", "\n", "Classification report for turbine 3, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.060606 0.122449 0.081081 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 0.133333 0.027778 0.045977 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 0.958666 0.975246 0.966885 18098\n", " 20 0.869374 0.912153 0.890250 3028\n", "\n", "avg / total 0.919267 0.938807 0.928768 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 0.984588 0.960110 0.972195 15969\n", " 20 0.953898 0.926842 0.940175 5782\n", "\n", "avg / total 0.976430 0.951267 0.963683 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 0.993772 0.980446 0.987064 20507\n", " 20 0.827430 0.882637 0.854142 1244\n", "\n", "avg / total 0.984259 0.974852 0.979462 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 0.520000 0.120370 0.195489 108\n", " 12 0.045455 0.009259 0.015385 108\n", " 13 0.062500 0.009259 0.016129 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 0.948252 0.984564 0.966067 18593\n", " 20 0.910706 0.916406 0.913547 2237\n", "\n", "avg / total 0.907357 0.936555 0.920886 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 0.952418 0.944952 0.948671 16840\n", " 20 0.729386 0.904965 0.807744 3988\n", "\n", "avg / total 0.871110 0.897522 0.882575 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 0.682927 0.157303 0.255708 178\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 0.970855 0.958975 0.964879 18306\n", " 20 0.884067 0.917956 0.900693 2974\n", "\n", "avg / total 0.943554 0.933888 0.937301 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 0.957236 0.948964 0.953082 15969\n", " 20 0.916532 0.687478 0.785651 5782\n", "\n", "avg / total 0.946416 0.879454 0.908574 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 0.992797 0.974545 0.983586 20507\n", " 20 0.826222 0.856109 0.840900 1244\n", "\n", "avg / total 0.983270 0.967772 0.975426 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 0.983928 0.984997 0.984462 19329\n", " 20 0.860134 0.910849 0.884765 2120\n", "\n", "avg / total 0.958201 0.964094 0.961076 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 0.009217 0.006601 0.007692 606\n", " 12 0.001222 0.001852 0.001473 540\n", " 13 0.004739 0.003731 0.004175 536\n", " 14 0.031008 0.008715 0.013605 459\n", " 15 0.013514 0.002469 0.004175 405\n", " 16 0.100000 0.010101 0.018349 396\n", " 17 0.056180 0.012987 0.021097 385\n", " 18 0.103448 0.009404 0.017241 319\n", " 19 0.822438 0.821658 0.822048 14775\n", " 20 0.565306 0.855466 0.680757 3238\n", "\n", "avg / total 0.648462 0.686589 0.661421 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.009174 0.250000 0.017699 4\n", " 11 0.071429 0.250000 0.111111 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 0.009091 0.027778 0.013699 36\n", " 16 0.018868 0.055556 0.028169 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978590 0.956939 0.967643 18532\n", " 20 0.824629 0.798428 0.811317 2927\n", "\n", "avg / total 0.944900 0.923360 0.933873 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.031579 0.053571 0.039735 56\n", " 11 0.011905 0.009259 0.010417 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 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 0.930815 0.948393 0.939522 15250\n", " 20 0.914511 0.789290 0.847299 5733\n", "\n", "avg / total 0.893792 0.873155 0.882195 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 0.086957 0.083333 0.085106 72\n", " 13 0.000000 0.000000 0.000000 87\n", " 14 0.037975 0.027778 0.032086 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 0.956587 0.969961 0.963228 19741\n", " 20 0.820556 0.800987 0.810653 1216\n", "\n", "avg / total 0.914539 0.925521 0.919977 21751\n", "\n", "Classification report for turbine 3, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.014388 0.018779 139\n", " 11 0.039370 0.023148 0.029155 216\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.013699 0.009950 0.011527 201\n", " 14 0.021097 0.031250 0.025189 160\n", " 15 0.041667 0.041667 0.041667 144\n", " 16 0.011364 0.013889 0.012500 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.925930 0.938782 0.932312 18083\n", " 20 0.880500 0.880093 0.880296 2160\n", "\n", "avg / total 0.858420 0.868880 0.863569 21751\n", "\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 142\n", " 11 0.006494 0.004630 0.005405 216\n", " 12 0.008299 0.009259 0.008753 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.010753 0.004630 0.006472 216\n", " 16 0.000000 0.000000 0.000000 200\n", " 17 0.011349 0.050000 0.018499 180\n", " 18 0.019231 0.011111 0.014085 180\n", " 19 0.898038 0.867623 0.882568 15826\n", " 20 0.792705 0.860246 0.825095 4143\n", "\n", "avg / total 0.804908 0.795825 0.799789 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 0.005587 0.027778 0.009302 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.974169 0.881936 0.925761 18473\n", " 20 0.840522 0.842211 0.841365 2985\n", "\n", "avg / total 0.942714 0.864650 0.901724 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 0.223022 0.158974 0.185629 195\n", " 11 0.000000 0.000000 0.000000 153\n", " 12 0.000000 0.000000 0.000000 103\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.003448 0.013889 0.005525 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 0.943827 0.944318 0.944072 15373\n", " 20 0.909905 0.869336 0.889158 5495\n", "\n", "avg / total 0.898952 0.888511 0.893556 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 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.009901 0.009259 0.009569 108\n", " 14 0.008547 0.009259 0.008889 108\n", " 15 0.011236 0.009259 0.010152 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 0.952753 0.946222 0.949476 19692\n", " 20 0.771499 0.797629 0.784346 1181\n", "\n", "avg / total 0.904601 0.900097 0.902326 21751\n", "\n", "Classification report for turbine 3, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.056180 0.046729 0.051020 107\n", " 11 0.018868 0.027778 0.022472 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.008547 0.013889 0.010582 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 0.966118 0.958483 0.962285 18980\n", " 20 0.846082 0.863506 0.854705 2088\n", "\n", "avg / total 0.924625 0.919636 0.922102 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.780650 0.794974 0.787747 2507\n", " 11 0.129140 0.257264 0.171960 1652\n", " 12 0.055046 0.134948 0.078195 1156\n", " 13 0.032862 0.102199 0.049732 773\n", " 14 0.020478 0.063047 0.030915 571\n", " 15 0.012285 0.037221 0.018473 403\n", " 16 0.042693 0.082278 0.056216 316\n", " 17 0.015432 0.040984 0.022422 244\n", " 18 0.005539 0.060185 0.010144 216\n", " 19 0.630805 0.177620 0.277189 12082\n", " 20 0.361111 0.134899 0.196421 1831\n", "\n", "avg / total 0.486283 0.236587 0.282606 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.040000 0.653846 0.075388 78\n", " 11 0.006006 0.013889 0.008386 288\n", " 12 0.006693 0.017361 0.009662 288\n", " 13 0.009025 0.018450 0.012121 271\n", " 14 0.007317 0.011905 0.009063 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.888797 0.820133 0.853086 16957\n", " 20 0.624622 0.316980 0.420544 2609\n", "\n", "avg / total 0.768334 0.680520 0.716271 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.001356 0.222222 0.002695 9\n", " 11 0.007619 0.055556 0.013400 72\n", " 12 0.002714 0.027778 0.004944 72\n", " 13 0.004115 0.013889 0.006349 72\n", " 14 0.008065 0.027778 0.012500 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005076 0.013889 0.007435 72\n", " 17 0.004444 0.013889 0.006734 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.945089 0.861353 0.901280 15406\n", " 20 0.918641 0.558681 0.694807 5760\n", "\n", "avg / total 0.912774 0.758632 0.822534 21751\n", "\n", "Classification report for turbine 3, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.696629 0.481865 0.569678 386\n", " 11 0.000000 0.000000 0.000000 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 143\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.937665 0.914722 0.926052 19372\n", " 20 0.602769 0.644647 0.623005 878\n", "\n", "avg / total 0.871803 0.849248 0.860023 21751\n", "\n", "Classification report for turbine 3, 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 0.003534 0.027778 0.006270 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.003937 0.027778 0.006897 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 0.975479 0.923571 0.948816 19168\n", " 20 0.879518 0.477957 0.619344 2291\n", "\n", "avg / total 0.952289 0.864328 0.901397 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.982865 0.967871 0.975310 17305\n", " 20 0.881953 0.934323 0.907383 4446\n", "\n", "avg / total 0.962238 0.961013 0.961426 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 0.844150 0.981712 0.907749 15912\n", " 20 0.447628 0.908125 0.599670 1600\n", "\n", "avg / total 0.650468 0.784975 0.708178 21751\n", "\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.050109 0.034535 0.040889 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 0.015152 0.027778 0.019608 72\n", " 19 0.960033 0.901362 0.929773 15643\n", " 20 0.790617 0.890053 0.837394 4866\n", "\n", "avg / total 0.868898 0.848513 0.857332 21751\n", "\n", "Classification report for turbine 3, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.031250 0.053571 0.039474 56\n", " 11 0.004926 0.013889 0.007273 72\n", " 12 0.020270 0.041667 0.027273 72\n", " 13 0.018018 0.023256 0.020305 86\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 0.030303 0.018519 0.022989 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.956439 0.942623 0.949481 19729\n", " 20 0.790752 0.843645 0.816343 1196\n", "\n", "avg / total 0.911393 0.901890 0.906513 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 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.005848 0.007692 0.006645 130\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.005650 0.009259 0.007018 108\n", " 16 0.006536 0.009259 0.007663 108\n", " 17 0.006803 0.009259 0.007843 108\n", " 18 0.011050 0.018519 0.013841 108\n", " 19 0.942248 0.919142 0.930552 18514\n", " 20 0.899596 0.690128 0.781062 2259\n", "\n", "avg / total 0.895636 0.854306 0.873406 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.976971 0.718290 0.827894 17305\n", " 20 0.460013 0.934098 0.616446 4446\n", "\n", "avg / total 0.871302 0.762402 0.784673 21751\n", "\n", "Classification report for turbine 3, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.989549 0.984088 0.986811 18665\n", " 20 0.906867 0.937135 0.921753 3086\n", "\n", "avg / total 0.977818 0.977426 0.977580 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 0.977479 0.982237 0.979852 15819\n", " 20 0.918873 0.964331 0.941053 5579\n", "\n", "avg / total 0.946583 0.961703 0.953998 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", " 19 0.995817 0.986834 0.991305 20507\n", " 20 0.835864 0.929260 0.880091 1244\n", "\n", "avg / total 0.986669 0.983541 0.984945 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", " 15 0.000000 0.000000 0.000000 0\n", " 19 0.991019 0.993006 0.992012 19446\n", " 20 0.945826 0.924078 0.934826 2305\n", "\n", "avg / total 0.986230 0.985702 0.985951 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.065217 0.055556 0.060000 54\n", " 11 0.014085 0.003086 0.005063 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 0.000000 0.000000 0.000000 324\n", " 17 0.037037 0.003086 0.005698 324\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.860939 0.929556 0.893933 15232\n", " 20 0.725733 0.898721 0.803016 3910\n", "\n", "avg / total 0.734289 0.812744 0.770673 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 0.016287 0.138889 0.029155 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.014199 0.194444 0.026465 36\n", " 16 0.003559 0.027778 0.006309 36\n", " 17 0.005063 0.055556 0.009281 36\n", " 18 0.003472 0.027778 0.006173 36\n", " 19 0.969949 0.851640 0.906952 18381\n", " 20 0.860713 0.839727 0.850091 3076\n", "\n", "avg / total 0.941461 0.839180 0.886780 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.050000 0.027027 20\n", " 11 0.012821 0.018519 0.015152 108\n", " 12 0.006536 0.009259 0.007663 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.049383 0.037037 0.042328 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.024691 0.018519 0.021164 108\n", " 17 0.009709 0.009259 0.009479 108\n", " 18 0.001253 0.009259 0.002208 108\n", " 19 0.926331 0.933791 0.930046 15149\n", " 20 0.917136 0.768451 0.836236 5718\n", "\n", "avg / total 0.886801 0.852926 0.868097 21751\n", "\n", "Classification report for turbine 3, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.024390 0.142857 0.041667 7\n", " 11 0.005814 0.027778 0.009615 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 0.978068 0.930528 0.953706 20224\n", " 20 0.785098 0.812500 0.798564 1232\n", "\n", "avg / total 0.953890 0.911314 0.932013 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 0.000000 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 0.004032 0.027778 0.007042 36\n", " 17 0.006897 0.027778 0.011050 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.974697 0.934913 0.954390 19159\n", " 20 0.882674 0.844648 0.863242 2298\n", "\n", "avg / total 0.951818 0.912832 0.931890 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982510 0.938168 0.959827 17305\n", " 20 0.795294 0.934998 0.859506 4446\n", "\n", "avg / total 0.944242 0.937520 0.939321 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989854 0.982695 0.986262 18665\n", " 20 0.899721 0.939080 0.918979 3086\n", "\n", "avg / total 0.977066 0.976507 0.976716 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982890 0.982090 0.982490 15969\n", " 20 0.950647 0.952785 0.951715 5782\n", "\n", "avg / total 0.974319 0.974300 0.974309 21751\n", "\n", "Classification report for turbine 3, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995206 0.992051 0.993626 20507\n", " 20 0.875477 0.921222 0.897767 1244\n", "\n", "avg / total 0.988358 0.988001 0.988144 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 0.990779 0.994600 0.992686 19446\n", " 20 0.952915 0.921909 0.937155 2305\n", "\n", "avg / total 0.986767 0.986897 0.986801 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.980962 0.973649 0.977292 17305\n", " 20 0.900328 0.926451 0.913203 4446\n", "\n", "avg / total 0.964480 0.964002 0.964192 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.989235 0.984624 0.986924 18665\n", " 20 0.909549 0.935191 0.922192 3086\n", "\n", "avg / total 0.977929 0.977610 0.977740 21751\n", "\n", "Classification report for turbine 3, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983519 0.982842 0.983180 15969\n", " 20 0.952702 0.954514 0.953607 5782\n", "\n", "avg / total 0.975327 0.975311 0.975319 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 0.981502 0.991644 0.986547 20226\n", " 20 0.849544 0.917145 0.882051 1219\n", "\n", "avg / total 0.960299 0.973518 0.966812 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 0.000000 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 0.968731 0.991657 0.980060 19057\n", " 20 0.912809 0.900665 0.906696 2255\n", "\n", "avg / total 0.943381 0.962209 0.952673 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.029586 0.100000 0.045662 50\n", " 11 0.047619 0.250000 0.080000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.032491 0.250000 0.057508 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 0.961961 0.699224 0.809815 17794\n", " 20 0.867079 0.805586 0.835202 3652\n", "\n", "avg / total 0.931329 0.707262 0.801838 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.011407 0.111111 0.020690 27\n", " 11 0.069182 0.068323 0.068750 161\n", " 12 0.031008 0.027778 0.029304 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.011429 0.013889 0.012539 144\n", " 15 0.016000 0.013889 0.014870 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.007634 0.006944 0.007273 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.925571 0.910483 0.917965 14109\n", " 20 0.918399 0.927612 0.922982 6479\n", "\n", "avg / total 0.873584 0.866645 0.870015 21784\n", "\n", "Classification report for turbine 4, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.245283 0.055319 0.090278 235\n", " 11 0.013158 0.009259 0.010870 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.014184 0.037037 0.020513 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.005435 0.009259 0.006849 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.952796 0.929653 0.941082 17044\n", " 20 0.845802 0.863224 0.854424 3641\n", "\n", "avg / total 0.889653 0.872521 0.880284 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 0.994375 0.934390 0.963450 20622\n", " 20 0.808578 0.876076 0.840975 1162\n", "\n", "avg / total 0.984464 0.931280 0.956917 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 0.992531 0.952898 0.972311 20360\n", " 20 0.883475 0.878511 0.880986 1424\n", "\n", "avg / total 0.985402 0.948035 0.966341 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 0.944267 0.973611 0.958714 17280\n", " 20 0.840686 0.919746 0.878441 3626\n", "\n", "avg / total 0.888967 0.925404 0.906712 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 0.983145 0.933783 0.957829 15117\n", " 20 0.924300 0.941353 0.932749 6667\n", "\n", "avg / total 0.965136 0.936100 0.950153 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 0.086957 0.055556 0.067797 36\n", " 12 0.200000 0.083333 0.117647 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 0.973543 0.969609 0.971572 17571\n", " 20 0.909520 0.933180 0.921198 3921\n", "\n", "avg / total 0.949444 0.950285 0.949788 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 0.993665 0.965959 0.979616 20622\n", " 20 0.770455 0.875215 0.819500 1162\n", "\n", "avg / total 0.981758 0.961118 0.971075 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 0.994988 0.984823 0.989880 20360\n", " 20 0.876077 0.928371 0.901466 1424\n", "\n", "avg / total 0.987215 0.981133 0.984100 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983584 0.982108 0.982845 17997\n", " 20 0.915574 0.922102 0.918826 3787\n", "\n", "avg / total 0.971761 0.971676 0.971716 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.981769 0.976053 0.978903 15117\n", " 20 0.946410 0.958902 0.952615 6667\n", "\n", "avg / total 0.970947 0.970804 0.970857 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991457 0.984992 0.988214 17791\n", " 20 0.935021 0.962184 0.948408 3993\n", "\n", "avg / total 0.981112 0.980812 0.980918 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995511 0.989380 0.992436 20622\n", " 20 0.830101 0.920826 0.873113 1162\n", "\n", "avg / total 0.986688 0.985723 0.986071 21784\n", "\n", "Classification report for turbine 4, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.996503 0.993861 0.995180 20360\n", " 20 0.915426 0.950140 0.932460 1424\n", "\n", "avg / total 0.991204 0.991003 0.991080 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 0.972376 0.694531 0.810297 17992\n", " 20 0.912155 0.871930 0.891589 3787\n", "\n", "avg / total 0.961683 0.725211 0.824243 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.015517 0.642857 0.030303 28\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 0.083333 0.064516 0.072727 31\n", " 19 0.958534 0.924156 0.941031 14833\n", " 20 0.904638 0.784337 0.840203 6640\n", "\n", "avg / total 0.928560 0.869262 0.897005 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 0.016667 0.055556 0.025641 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 0.964240 0.952411 0.958289 17525\n", " 20 0.904639 0.880010 0.892154 3967\n", "\n", "avg / total 0.940489 0.926552 0.933443 21784\n", "\n", "Classification report for turbine 4, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.428571 0.007400 0.014548 2838\n", " 11 0.008696 0.004032 0.005510 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 0.040816 0.013889 0.020725 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 0.808657 0.955777 0.876083 16869\n", " 20 0.448225 0.852321 0.587494 711\n", "\n", "avg / total 0.697036 0.769051 0.699688 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 0.992685 0.933202 0.962025 20360\n", " 20 0.841570 0.813202 0.827143 1424\n", "\n", "avg / total 0.982807 0.925358 0.953208 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.983416 0.978608 0.981006 17997\n", " 20 0.900645 0.921574 0.910989 3787\n", "\n", "avg / total 0.969027 0.968693 0.968834 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.983114 0.974400 0.978738 15117\n", " 20 0.943097 0.962052 0.952480 6667\n", "\n", "avg / total 0.970867 0.970621 0.970701 21784\n", "\n", "Classification report for turbine 4, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.988566 0.986510 0.987537 17791\n", " 20 0.940447 0.949161 0.944784 3993\n", "\n", "avg / total 0.979746 0.979664 0.979700 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 0.984503 0.987447 0.985973 20394\n", " 20 0.515425 0.887306 0.652070 772\n", "\n", "avg / total 0.939949 0.955885 0.946168 21784\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", " 10 0.061644 0.068702 0.064982 131\n", " 11 0.022222 0.018519 0.020202 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 0.954393 0.989030 0.971403 19508\n", " 20 0.801940 0.774395 0.787927 1281\n", "\n", "avg / total 0.902316 0.931739 0.916735 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.008547 0.013889 0.010582 72\n", " 11 0.007143 0.005556 0.006250 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 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 0.929375 0.968646 0.948604 17063\n", " 20 0.800055 0.865774 0.831618 3360\n", "\n", "avg / total 0.851451 0.892352 0.871380 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 0.977556 0.913343 0.944359 15117\n", " 20 0.898225 0.910754 0.904446 6667\n", "\n", "avg / total 0.953277 0.912550 0.932144 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 29\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 0.952588 0.965205 0.958855 17215\n", " 20 0.919020 0.804490 0.857950 3964\n", "\n", "avg / total 0.920024 0.909154 0.913864 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 0.993120 0.972942 0.982927 20622\n", " 20 0.758165 0.839071 0.796569 1162\n", "\n", "avg / total 0.980587 0.965801 0.972986 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 0.995383 0.984676 0.990000 20360\n", " 20 0.875172 0.891152 0.883090 1424\n", "\n", "avg / total 0.987525 0.978562 0.983012 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.167126 0.366935 0.229653 496\n", " 11 0.018349 0.008909 0.011994 449\n", " 12 0.000000 0.000000 0.000000 370\n", " 13 0.055556 0.006515 0.011662 307\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.026087 0.011905 0.016349 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 243\n", " 19 0.866513 0.913720 0.889490 16006\n", " 20 0.692006 0.607917 0.647242 2905\n", "\n", "avg / total 0.734229 0.761201 0.745704 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.002548 0.117647 0.004988 17\n", " 11 0.003891 0.013889 0.006079 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 0.004630 0.013889 0.006944 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 0.953980 0.832772 0.889265 14836\n", " 20 0.858519 0.799213 0.827805 6355\n", "\n", "avg / total 0.900193 0.800496 0.847175 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.148588 0.937500 0.256520 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 0.008696 0.009259 0.008969 108\n", " 16 0.008772 0.010753 0.009662 93\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.958304 0.878117 0.916460 16803\n", " 20 0.896980 0.780124 0.834481 3884\n", "\n", "avg / total 0.901375 0.830288 0.859546 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.024793 0.056604 0.034483 53\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 0.031008 0.111111 0.048485 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.016393 0.055556 0.025316 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978389 0.933009 0.955160 20331\n", " 20 0.734622 0.751799 0.743111 1112\n", "\n", "avg / total 0.950768 0.909567 0.929590 21784\n", "\n", "Classification report for turbine 4, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.011628 0.117647 0.021164 17\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.007194 0.006944 0.007067 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 0.007576 0.006944 0.007246 144\n", " 18 0.008850 0.013889 0.010811 144\n", " 19 0.935942 0.933465 0.934702 19268\n", " 20 0.760090 0.755011 0.757542 1347\n", "\n", "avg / total 0.875008 0.872613 0.873771 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.955577 0.982339 0.968773 17496\n", " 20 0.891259 0.916351 0.903631 3694\n", "\n", "avg / total 0.918614 0.944363 0.931310 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 0.979265 0.943507 0.961054 15117\n", " 20 0.925638 0.946603 0.936003 6667\n", "\n", "avg / total 0.962853 0.944455 0.953387 21784\n", "\n", "Classification report for turbine 4, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.052632 0.007752 0.013514 258\n", " 11 0.000000 0.000000 0.000000 322\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.000000 0.000000 0.000000 280\n", " 14 0.000000 0.000000 0.000000 248\n", " 15 0.024390 0.004975 0.008264 201\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.027027 0.006944 0.011050 144\n", " 19 0.887964 0.969799 0.927079 16059\n", " 20 0.848635 0.934426 0.889467 3660\n", "\n", "avg / total 0.798209 0.872108 0.833187 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 0.993530 0.930802 0.961144 20622\n", " 20 0.742879 0.852840 0.794071 1162\n", "\n", "avg / total 0.980160 0.926643 0.952232 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 0.992565 0.950786 0.971226 20360\n", " 20 0.797573 0.877107 0.835452 1424\n", "\n", "avg / total 0.979819 0.945970 0.962351 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.440803 0.402899 0.420999 1035\n", " 11 0.045959 0.045886 0.045922 632\n", " 12 0.019293 0.024590 0.021622 488\n", " 13 0.016014 0.019231 0.017476 468\n", " 14 0.023026 0.031461 0.026591 445\n", " 15 0.022581 0.016204 0.018868 432\n", " 16 0.029260 0.039352 0.033564 432\n", " 17 0.045113 0.027778 0.034384 432\n", " 18 0.006154 0.004630 0.005284 432\n", " 19 0.814556 0.789253 0.801705 14776\n", " 20 0.570719 0.674955 0.618476 2212\n", "\n", "avg / total 0.636030 0.627708 0.631159 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 0.980200 0.733545 0.839122 15117\n", " 20 0.915539 0.588571 0.716516 6667\n", "\n", "avg / total 0.960410 0.689176 0.801599 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 0.000000 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 0.973046 0.898103 0.934074 17606\n", " 20 0.879593 0.819163 0.848303 3799\n", "\n", "avg / total 0.939819 0.868711 0.902865 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 16\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 0.007874 0.009259 0.008511 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 0.953044 0.943462 0.948229 19792\n", " 20 0.760073 0.746403 0.753176 1112\n", "\n", "avg / total 0.904733 0.895336 0.900009 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 0.995610 0.946758 0.970570 20360\n", " 20 0.896892 0.830758 0.862559 1424\n", "\n", "avg / total 0.989157 0.939176 0.963509 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.004878 0.009346 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 0.951317 0.966676 0.958935 17405\n", " 20 0.777717 0.866727 0.819813 3294\n", "\n", "avg / total 0.878730 0.903461 0.890225 21784\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.971631 0.053101 0.100698 5160\n", " 11 0.000000 0.000000 0.000000 221\n", " 12 0.000000 0.000000 0.000000 190\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.036364 0.011111 0.017021 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 0.889432 0.952729 0.919993 13560\n", " 20 0.213783 0.869676 0.343201 1573\n", "\n", "avg / total 0.799538 0.668518 0.621448 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.029465 0.385827 0.054749 127\n", " 11 0.003937 0.008065 0.005291 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 0.005181 0.009259 0.006645 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.938818 0.905055 0.921627 17073\n", " 20 0.784434 0.484341 0.598898 3704\n", "\n", "avg / total 0.869389 0.794023 0.824531 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.148248 0.333333 0.205224 165\n", " 11 0.014925 0.011173 0.012780 179\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.012500 0.005556 0.007692 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.028369 0.022222 0.024922 180\n", " 18 0.017391 0.011111 0.013559 180\n", " 19 0.912838 0.816860 0.862187 19193\n", " 20 0.604040 0.605876 0.604957 987\n", "\n", "avg / total 0.833360 0.750092 0.789088 21784\n", "\n", "Classification report for turbine 4, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.458564 0.144348 0.219577 1150\n", " 11 0.008850 0.001812 0.003008 552\n", " 12 0.000000 0.000000 0.000000 540\n", " 13 0.018987 0.005639 0.008696 532\n", " 14 0.039326 0.013889 0.020528 504\n", " 15 0.082759 0.023810 0.036980 504\n", " 16 0.006944 0.002101 0.003226 476\n", " 17 0.000000 0.000000 0.000000 468\n", " 18 0.000000 0.000000 0.000000 436\n", " 19 0.803533 0.940881 0.866800 16340\n", " 20 0.182896 0.765957 0.295284 282\n", "\n", "avg / total 0.632964 0.724385 0.667283 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.982134 0.974385 0.978244 17997\n", " 20 0.882667 0.915764 0.898911 3787\n", "\n", "avg / total 0.964842 0.964194 0.964452 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.981662 0.977376 0.979515 15117\n", " 20 0.949205 0.958602 0.953881 6667\n", "\n", "avg / total 0.971729 0.971631 0.971669 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.989249 0.982632 0.985929 17791\n", " 20 0.924854 0.952417 0.938433 3993\n", "\n", "avg / total 0.977445 0.977093 0.977223 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.995714 0.991368 0.993536 20622\n", " 20 0.857827 0.924269 0.889809 1162\n", "\n", "avg / total 0.988359 0.987789 0.988003 21784\n", "\n", "Classification report for turbine 4, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.996551 0.993517 0.995032 20360\n", " 20 0.911171 0.950843 0.930584 1424\n", "\n", "avg / total 0.990970 0.990727 0.990819 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.076923 0.035088 0.048193 57\n", " 11 0.156627 0.040123 0.063882 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.063158 0.018519 0.028640 324\n", " 15 0.028986 0.018519 0.022599 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.015748 0.006270 0.008969 319\n", " 18 0.014925 0.003472 0.005634 288\n", " 19 0.866012 0.950193 0.906152 15781\n", " 20 0.819936 0.901325 0.858706 3395\n", "\n", "avg / total 0.759481 0.830196 0.792316 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 0.016854 0.083333 0.028037 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 0.965849 0.901248 0.932431 14906\n", " 20 0.927711 0.900653 0.913982 6583\n", "\n", "avg / total 0.941272 0.889001 0.914275 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 0.010870 0.013889 0.012195 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 0.954367 0.934569 0.944365 17209\n", " 20 0.928626 0.907198 0.917787 3987\n", "\n", "avg / total 0.923932 0.904379 0.914050 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 19\n", " 11 0.009346 0.009259 0.009302 108\n", " 12 0.014706 0.018519 0.016393 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 0.954748 0.942065 0.948364 19798\n", " 20 0.754849 0.882140 0.813545 1103\n", "\n", "avg / total 0.906045 0.900982 0.903224 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 30\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.026667 0.011111 0.015686 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.009009 0.005556 0.006873 180\n", " 17 0.011976 0.011111 0.011527 180\n", " 18 0.000000 0.000000 0.000000 176\n", " 19 0.937717 0.942065 0.939886 19194\n", " 20 0.703623 0.863879 0.775559 1124\n", "\n", "avg / total 0.862927 0.874862 0.868437 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982090 0.981108 0.981599 17997\n", " 20 0.910644 0.914972 0.912803 3787\n", "\n", "avg / total 0.969670 0.969611 0.969639 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983321 0.974995 0.979140 15117\n", " 20 0.944371 0.962502 0.953350 6667\n", "\n", "avg / total 0.971400 0.971172 0.971247 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989334 0.985386 0.987356 17791\n", " 20 0.936024 0.952667 0.944272 3993\n", "\n", "avg / total 0.979562 0.979389 0.979459 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994669 0.986277 0.990455 20622\n", " 20 0.788174 0.906196 0.843074 1162\n", "\n", "avg / total 0.983655 0.982005 0.982594 21784\n", "\n", "Classification report for turbine 4, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.996408 0.994695 0.995551 20360\n", " 20 0.925977 0.948736 0.937218 1424\n", "\n", "avg / total 0.991804 0.991691 0.991738 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983738 0.978163 0.980943 17997\n", " 20 0.898946 0.923158 0.910891 3787\n", "\n", "avg / total 0.968998 0.968601 0.968765 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.984227 0.974135 0.979155 15117\n", " 20 0.942685 0.964602 0.953518 6667\n", "\n", "avg / total 0.971513 0.971217 0.971309 21784\n", "\n", "Classification report for turbine 4, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.990008 0.985779 0.987889 17791\n", " 20 0.937823 0.955672 0.946663 3993\n", "\n", "avg / total 0.980443 0.980261 0.980333 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 0.963557 0.989034 0.976129 19970\n", " 20 0.760498 0.909767 0.828463 1075\n", "\n", "avg / total 0.920849 0.951570 0.935728 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 0.995103 0.978045 0.986500 20360\n", " 20 0.905517 0.922051 0.913709 1424\n", "\n", "avg / total 0.989247 0.974385 0.981742 21784\n", "\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 28\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 0.011364 0.125000 0.020833 8\n", " 19 0.957059 0.976375 0.966620 18878\n", " 20 0.773226 0.652469 0.707734 1620\n", "\n", "avg / total 0.929475 0.937650 0.933058 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 0.964238 0.977775 0.970959 17593\n", " 20 0.889553 0.942602 0.915309 2683\n", "\n", "avg / total 0.930939 0.949245 0.939953 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 107\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.057143 0.013889 0.022346 144\n", " 13 0.128205 0.040323 0.061350 124\n", " 14 0.044444 0.021978 0.029412 91\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 0.948930 0.969786 0.959245 17608\n", " 20 0.869147 0.857673 0.863372 2424\n", "\n", "avg / total 0.906560 0.921967 0.913918 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 0.990887 0.972805 0.981763 19673\n", " 20 0.852858 0.817610 0.834862 1113\n", "\n", "avg / total 0.983497 0.964495 0.973897 20786\n", "\n", "Classification report for turbine 5, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.009709 0.018349 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 0.976712 0.982690 0.979692 19931\n", " 20 0.696017 0.715517 0.705632 464\n", "\n", "avg / total 0.952899 0.958289 0.955236 20786\n", "\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 59\n", " 11 0.016908 0.038889 0.023569 180\n", " 12 0.005571 0.011111 0.007421 180\n", " 13 0.027397 0.011111 0.015810 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.006316 0.016667 0.009160 180\n", " 16 0.011215 0.033333 0.016783 180\n", " 17 0.032258 0.011111 0.016529 180\n", " 18 0.034091 0.016667 0.022388 180\n", " 19 0.895854 0.881497 0.888617 17721\n", " 20 0.828947 0.603448 0.698448 1566\n", "\n", "avg / total 0.827366 0.798181 0.811173 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.006803 0.016949 0.009709 118\n", " 11 0.002941 0.006944 0.004132 144\n", " 12 0.016502 0.034722 0.022371 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.008658 0.013889 0.010667 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 0.007299 0.006944 0.007117 144\n", " 19 0.920119 0.883467 0.901420 16845\n", " 20 0.859313 0.804942 0.831239 2671\n", "\n", "avg / total 0.856371 0.819927 0.837688 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 0.000000 0.000000 0.000000 36\n", " 14 0.077982 0.472222 0.133858 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 0.936055 0.904855 0.920190 17941\n", " 20 0.903244 0.634578 0.745442 2545\n", "\n", "avg / total 0.918663 0.859521 0.885745 20786\n", "\n", "Classification report for turbine 5, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.009524 0.040000 0.015385 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 0.008475 0.027778 0.012987 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.009434 0.027778 0.014085 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.008000 0.027778 0.012422 36\n", " 19 0.974359 0.933430 0.953455 19378\n", " 20 0.855691 0.768950 0.810005 1095\n", "\n", "avg / total 0.953492 0.910902 0.931628 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 0.994592 0.950534 0.972064 20317\n", " 20 0.735967 0.754797 0.745263 469\n", "\n", "avg / total 0.988757 0.946118 0.966947 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.971393 0.991331 0.981261 19148\n", " 20 0.866667 0.658730 0.748526 1638\n", "\n", "avg / total 0.963141 0.965121 0.962921 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991294 0.982195 0.986724 18085\n", " 20 0.887687 0.942244 0.914152 2701\n", "\n", "avg / total 0.977831 0.977004 0.977294 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991218 0.991327 0.991272 18217\n", " 20 0.938450 0.937719 0.938084 2569\n", "\n", "avg / total 0.984696 0.984701 0.984699 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991173 0.993189 0.992180 19673\n", " 20 0.875116 0.843666 0.859103 1113\n", "\n", "avg / total 0.984959 0.985182 0.985054 20786\n", "\n", "Classification report for turbine 5, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994738 0.995669 0.995203 20317\n", " 20 0.804444 0.771855 0.787813 469\n", "\n", "avg / total 0.990445 0.990619 0.990524 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 0.956179 0.991411 0.973477 18862\n", " 20 0.847844 0.645201 0.732771 1615\n", "\n", "avg / total 0.933548 0.949774 0.940303 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 0.009174 0.027778 0.013793 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 0.976223 0.957570 0.966807 17794\n", " 20 0.649773 0.926258 0.763763 2007\n", "\n", "avg / total 0.898458 0.909218 0.901411 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 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973081 0.967708 0.970387 17930\n", " 20 0.913027 0.921936 0.917460 2562\n", "\n", "avg / total 0.951915 0.948379 0.950138 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 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 0.975527 0.975376 0.975451 19412\n", " 20 0.849440 0.773865 0.809893 1079\n", "\n", "avg / total 0.955137 0.951073 0.953013 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 0.994459 0.980460 0.987410 20317\n", " 20 0.717622 0.720682 0.719149 469\n", "\n", "avg / total 0.988212 0.974598 0.981357 20786\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969592 0.919208 0.943728 19148\n", " 20 0.458778 0.655678 0.539834 1638\n", "\n", "avg / total 0.929338 0.898441 0.911900 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 0.988747 0.986287 0.987516 18085\n", " 20 0.917702 0.875231 0.895964 2701\n", "\n", "avg / total 0.979515 0.971856 0.975619 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", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.989181 0.988747 0.988964 18217\n", " 20 0.925839 0.923316 0.924576 2569\n", "\n", "avg / total 0.981353 0.980660 0.981006 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", " 14 0.000000 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 0.990313 0.992528 0.991419 19673\n", " 20 0.874405 0.825696 0.849353 1113\n", "\n", "avg / total 0.984107 0.983595 0.983812 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", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.994293 0.994733 0.994513 20317\n", " 20 0.792793 0.750533 0.771084 469\n", "\n", "avg / total 0.989747 0.989224 0.989472 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.968630 0.961093 0.964847 19148\n", " 20 0.583100 0.636142 0.608467 1638\n", "\n", "avg / total 0.938249 0.935485 0.936763 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991137 0.983135 0.987120 18085\n", " 20 0.892870 0.941133 0.916366 2701\n", "\n", "avg / total 0.978368 0.977677 0.977926 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991967 0.989625 0.990794 18217\n", " 20 0.927642 0.943169 0.935341 2569\n", "\n", "avg / total 0.984016 0.983883 0.983941 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991124 0.993239 0.992180 19673\n", " 20 0.875817 0.842767 0.858974 1113\n", "\n", "avg / total 0.984949 0.985182 0.985048 20786\n", "\n", "Classification report for turbine 5, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.994492 0.995275 0.994883 20317\n", " 20 0.788079 0.761194 0.774403 469\n", "\n", "avg / total 0.989834 0.989993 0.989908 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 0.000000 0.000000 0.000000 252\n", " 12 0.000000 0.000000 0.000000 265\n", " 13 0.000000 0.000000 0.000000 273\n", " 14 0.006623 0.004630 0.005450 216\n", " 15 0.004831 0.004630 0.004728 216\n", " 16 0.039683 0.027027 0.032154 185\n", " 17 0.008403 0.006135 0.007092 163\n", " 18 0.006897 0.006944 0.006920 144\n", " 19 0.822747 0.915733 0.866753 16068\n", " 20 0.489192 0.809031 0.609713 1063\n", "\n", "avg / total 0.661603 0.749687 0.701694 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.003058 0.012658 0.004926 79\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.017699 0.083333 0.029197 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.010000 0.013889 0.011628 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 0.966757 0.926268 0.946080 17645\n", " 20 0.847122 0.893805 0.869838 2486\n", "\n", "avg / total 0.922092 0.893582 0.907309 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.080402 0.390244 0.133333 41\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.015873 0.018519 0.017094 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.014815 0.018519 0.016461 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 0.937373 0.949002 0.943152 17491\n", " 20 0.935102 0.780854 0.851045 2528\n", "\n", "avg / total 0.902826 0.894496 0.897585 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.069767 0.065934 172\n", " 11 0.000000 0.000000 0.000000 311\n", " 12 0.006944 0.005348 0.006042 187\n", " 13 0.007463 0.005988 0.006645 167\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.008333 0.006944 0.007576 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 112\n", " 19 0.920949 0.940798 0.930767 18327\n", " 20 0.702614 0.690578 0.696544 934\n", "\n", "avg / total 0.844268 0.861253 0.852661 20786\n", "\n", "Classification report for turbine 5, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.086957 0.059701 23\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.005376 0.006944 0.006061 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.023438 0.020833 0.022059 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.008621 0.006944 0.007692 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.940432 0.940138 0.940285 19194\n", " 20 0.701205 0.697842 0.699519 417\n", "\n", "avg / total 0.882781 0.882469 0.882616 20786\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.035714 0.028169 84\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 36\n", " 16 0.001848 0.027778 0.003466 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.943847 0.899391 0.921083 18726\n", " 20 0.750652 0.566929 0.645981 1524\n", "\n", "avg / total 0.905440 0.852016 0.877281 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 0.987011 0.974786 0.980860 18085\n", " 20 0.920641 0.850426 0.884142 2701\n", "\n", "avg / total 0.978387 0.958626 0.968292 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 0.986093 0.977000 0.981525 18217\n", " 20 0.914056 0.885948 0.899783 2569\n", "\n", "avg / total 0.977190 0.965746 0.971423 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 0.989873 0.983734 0.986794 19673\n", " 20 0.844294 0.784367 0.813228 1113\n", "\n", "avg / total 0.982078 0.973059 0.977500 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 0.994703 0.988975 0.991831 20317\n", " 20 0.782609 0.767591 0.775027 469\n", "\n", "avg / total 0.989917 0.983980 0.986939 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.137931 0.082935 0.103586 627\n", " 11 0.066116 0.011050 0.018935 724\n", " 12 0.033784 0.008787 0.013947 569\n", " 13 0.023055 0.015209 0.018328 526\n", " 14 0.052910 0.020080 0.029112 498\n", " 15 0.136364 0.006410 0.012245 468\n", " 16 0.015267 0.004425 0.006861 452\n", " 17 0.000000 0.000000 0.000000 432\n", " 18 0.000000 0.000000 0.000000 397\n", " 19 0.773336 0.940143 0.848621 14919\n", " 20 0.685714 0.715503 0.700292 1174\n", "\n", "avg / total 0.606427 0.719427 0.654396 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.338770 0.464716 0.391872 581\n", " 11 0.051527 0.092784 0.066258 291\n", " 12 0.009547 0.013889 0.011315 288\n", " 13 0.012438 0.017361 0.014493 288\n", " 14 0.013441 0.017361 0.015152 288\n", " 15 0.035897 0.048611 0.041298 288\n", " 16 0.010959 0.013889 0.012251 288\n", " 17 0.015491 0.031250 0.020713 288\n", " 18 0.000000 0.000000 0.000000 245\n", " 19 0.863743 0.789181 0.824780 15824\n", " 20 0.810943 0.784128 0.797310 2117\n", "\n", "avg / total 0.751689 0.696911 0.722572 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.033058 0.183908 0.056042 174\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.002445 0.006944 0.003617 144\n", " 13 0.026756 0.055556 0.036117 144\n", " 14 0.009785 0.034722 0.015267 144\n", " 15 0.005587 0.013889 0.007968 144\n", " 16 0.006667 0.020833 0.010101 144\n", " 17 0.007042 0.013889 0.009346 144\n", " 18 0.009662 0.013889 0.011396 144\n", " 19 0.919620 0.827259 0.870998 17066\n", " 20 0.909898 0.598997 0.722418 2394\n", "\n", "avg / total 0.860582 0.750842 0.799441 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.228033 0.240618 0.234157 453\n", " 11 0.052632 0.032209 0.039962 652\n", " 12 0.024169 0.015414 0.018824 519\n", " 13 0.038339 0.025641 0.030730 468\n", " 14 0.021053 0.018519 0.019704 432\n", " 15 0.011494 0.009828 0.010596 407\n", " 16 0.018116 0.012626 0.014881 396\n", " 17 0.027119 0.021978 0.024279 364\n", " 18 0.014218 0.009036 0.011050 332\n", " 19 0.802148 0.858912 0.829560 15912\n", " 20 0.690377 0.581669 0.631378 851\n", "\n", "avg / total 0.652118 0.689887 0.669911 20786\n", "\n", "Classification report for turbine 5, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.529762 0.351779 0.422803 253\n", " 11 0.009302 0.022222 0.013115 180\n", " 12 0.015190 0.033520 0.020906 179\n", " 13 0.007264 0.020833 0.010772 144\n", " 14 0.002193 0.006944 0.003333 144\n", " 15 0.024831 0.076389 0.037479 144\n", " 16 0.002309 0.006944 0.003466 144\n", " 17 0.016216 0.041667 0.023346 144\n", " 18 0.020202 0.041667 0.027211 144\n", " 19 0.933920 0.837888 0.883301 18993\n", " 20 0.548387 0.589905 0.568389 317\n", "\n", "avg / total 0.868889 0.780718 0.821948 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.200177 0.514221 0.288173 879\n", " 11 0.011511 0.014519 0.012841 551\n", " 12 0.056122 0.022587 0.032211 487\n", " 13 0.006993 0.004274 0.005305 468\n", " 14 0.017375 0.019231 0.018256 468\n", " 15 0.000000 0.000000 0.000000 437\n", " 16 0.002725 0.002778 0.002751 360\n", " 17 0.009050 0.011628 0.010178 344\n", " 18 0.007463 0.010417 0.008696 288\n", " 19 0.791534 0.764638 0.777854 15627\n", " 20 0.323810 0.155074 0.209715 877\n", "\n", "avg / total 0.619675 0.604975 0.607790 20786\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.228519 0.370920 0.282805 1011\n", " 11 0.031136 0.027070 0.028961 628\n", " 12 0.036765 0.030303 0.033223 495\n", " 13 0.029240 0.037594 0.032895 399\n", " 14 0.018182 0.033803 0.023645 355\n", " 15 0.004662 0.006173 0.005312 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.006623 0.006173 0.006390 324\n", " 18 0.004545 0.003086 0.003676 324\n", " 19 0.834251 0.810224 0.822062 14965\n", " 20 0.642468 0.432498 0.516977 1637\n", "\n", "avg / total 0.665271 0.638507 0.649259 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.178606 0.498630 0.263006 365\n", " 11 0.008141 0.027778 0.012592 216\n", " 12 0.009174 0.013889 0.011050 216\n", " 13 0.003460 0.004762 0.004008 210\n", " 14 0.002232 0.005556 0.003185 180\n", " 15 0.016667 0.022222 0.019048 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.010830 0.016667 0.013129 180\n", " 18 0.004425 0.006711 0.005333 149\n", " 19 0.902941 0.838835 0.869708 16691\n", " 20 0.809556 0.542136 0.649393 2219\n", "\n", "avg / total 0.815119 0.741124 0.772944 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.174056 0.336508 0.229437 315\n", " 11 0.013514 0.021875 0.016706 320\n", " 12 0.013587 0.021368 0.016611 234\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.008197 0.010989 0.009390 182\n", " 15 0.013761 0.016667 0.015075 180\n", " 16 0.009063 0.016667 0.011742 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.016327 0.022222 0.018824 180\n", " 19 0.897793 0.855269 0.876016 17840\n", " 20 0.790952 0.528676 0.633750 959\n", "\n", "avg / total 0.810451 0.764697 0.785496 20786\n", "\n", "Classification report for turbine 5, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.005714 0.250000 0.011173 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.003460 0.027778 0.006154 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.024691 0.166667 0.043011 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.004484 0.027778 0.007722 36\n", " 19 0.981694 0.888822 0.932953 20031\n", " 20 0.731458 0.617711 0.669789 463\n", "\n", "avg / total 0.962387 0.870730 0.914085 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.970635 0.989137 0.979799 19148\n", " 20 0.836606 0.650183 0.731707 1638\n", "\n", "avg / total 0.960073 0.962427 0.960248 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.992620 0.981698 0.987129 18085\n", " 20 0.885862 0.951129 0.917336 2701\n", "\n", "avg / total 0.978747 0.977725 0.978059 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.988650 0.989790 0.989220 18217\n", " 20 0.927002 0.919424 0.923197 2569\n", "\n", "avg / total 0.981031 0.981093 0.981060 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.991270 0.992782 0.992026 19673\n", " 20 0.868883 0.845463 0.857013 1113\n", "\n", "avg / total 0.984717 0.984894 0.984796 20786\n", "\n", "Classification report for turbine 5, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.995080 0.995521 0.995301 20317\n", " 20 0.802174 0.786780 0.794403 469\n", "\n", "avg / total 0.990728 0.990811 0.990768 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 0.000000 0.000000 0.000000 174\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.903329 0.967273 0.934208 17814\n", " 20 0.657744 0.654822 0.656280 1576\n", "\n", "avg / total 0.824041 0.878620 0.850393 20786\n", "\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.076923 0.047619 13\n", " 11 0.013699 0.013889 0.013793 72\n", " 12 0.122807 0.097222 0.108527 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 0.959005 0.947609 0.953273 17503\n", " 20 0.897711 0.931700 0.914390 2694\n", "\n", "avg / total 0.924381 0.919128 0.921675 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 12\n", " 11 0.019231 0.027778 0.022727 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.014925 0.013889 0.014388 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.028986 0.027778 0.028369 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 0.957421 0.945094 0.951217 17630\n", " 20 0.864011 0.734813 0.794192 2568\n", "\n", "avg / total 0.919016 0.892620 0.905136 20786\n", "\n", "Classification report for turbine 5, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.045455 0.040000 22\n", " 11 0.022989 0.013889 0.017316 144\n", " 12 0.008197 0.006944 0.007519 144\n", " 13 0.008772 0.006944 0.007752 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.015789 0.020833 0.017964 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.933380 0.944861 0.939085 18535\n", " 20 0.830959 0.812442 0.821596 1077\n", "\n", "avg / total 0.875779 0.885019 0.880350 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 0.994306 0.954029 0.973751 20317\n", " 20 0.760090 0.722814 0.740984 469\n", "\n", "avg / total 0.989021 0.948812 0.968499 20786\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.969853 0.991278 0.980449 19148\n", " 20 0.862551 0.639805 0.734665 1638\n", "\n", "avg / total 0.961398 0.963581 0.961080 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991343 0.981421 0.986357 18085\n", " 20 0.883414 0.942614 0.912054 2701\n", "\n", "avg / total 0.977318 0.976378 0.976702 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990236 0.990943 0.990589 18217\n", " 20 0.935446 0.930712 0.933073 2569\n", "\n", "avg / total 0.983464 0.983499 0.983481 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990369 0.993138 0.991751 19673\n", " 20 0.872401 0.829290 0.850299 1113\n", "\n", "avg / total 0.984052 0.984364 0.984177 20786\n", "\n", "Classification report for turbine 5, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995222 0.994438 0.994830 20317\n", " 20 0.767010 0.793177 0.779874 469\n", "\n", "avg / total 0.990073 0.989897 0.989980 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.970555 0.993263 0.981778 19148\n", " 20 0.891597 0.647741 0.750354 1638\n", "\n", "avg / total 0.964333 0.966035 0.963541 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991034 0.983965 0.987486 18085\n", " 20 0.897527 0.940392 0.918460 2701\n", "\n", "avg / total 0.978883 0.978303 0.978517 20786\n", "\n", "Classification report for turbine 5, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.988377 0.989625 0.989001 18217\n", " 20 0.925766 0.917478 0.921603 2569\n", "\n", "avg / total 0.980639 0.980708 0.980671 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 0.976300 0.992519 0.984343 19383\n", " 20 0.855689 0.838622 0.847070 1103\n", "\n", "avg / total 0.955810 0.970028 0.962852 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 0.995099 0.989467 0.992275 20317\n", " 20 0.758197 0.788913 0.773250 469\n", "\n", "avg / total 0.989754 0.984942 0.987333 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.948950 0.988362 0.968255 19334\n", " 20 0.865591 0.584982 0.698145 2477\n", "\n", "avg / total 0.939483 0.942552 0.937580 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.992059 0.952612 0.971935 20195\n", " 20 0.604382 0.904703 0.724659 1616\n", "\n", "avg / total 0.963335 0.949062 0.953614 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.949492 0.964216 0.956797 14252\n", " 20 0.930499 0.903294 0.916695 7559\n", "\n", "avg / total 0.942910 0.943102 0.942899 21811\n", "\n", "Classification report for turbine 6, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.988102 0.990099 0.989099 19795\n", " 20 0.900810 0.882937 0.891784 2016\n", "\n", "avg / total 0.980033 0.980193 0.980104 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 0.982417 0.994053 0.988201 20347\n", " 20 0.865086 0.905047 0.884615 1169\n", "\n", "avg / total 0.962841 0.975838 0.969283 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 0.931084 0.989835 0.959561 18986\n", " 20 0.834050 0.561208 0.670952 2418\n", "\n", "avg / total 0.902952 0.923846 0.909660 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 0.992957 0.977371 0.985102 20195\n", " 20 0.839817 0.908416 0.872771 1616\n", "\n", "avg / total 0.981611 0.972262 0.976779 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 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 0.875724 0.953623 0.913015 13951\n", " 20 0.868894 0.766026 0.814224 7129\n", "\n", "avg / total 0.844142 0.860346 0.850125 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 0.986622 0.972367 0.979442 19795\n", " 20 0.871247 0.849206 0.860085 2016\n", "\n", "avg / total 0.975957 0.960983 0.968410 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994327 0.987326 0.990815 20594\n", " 20 0.881188 0.877568 0.879374 1217\n", "\n", "avg / total 0.988014 0.981202 0.984596 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.947277 0.988776 0.967582 19334\n", " 20 0.866871 0.570448 0.688093 2477\n", "\n", "avg / total 0.938146 0.941268 0.935841 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991461 0.983115 0.987270 20195\n", " 20 0.809071 0.894183 0.849500 1616\n", "\n", "avg / total 0.977947 0.976526 0.977063 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.952094 0.963584 0.957804 14252\n", " 20 0.929741 0.908586 0.919042 7559\n", "\n", "avg / total 0.944347 0.944523 0.944371 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988009 0.990705 0.989355 19795\n", " 20 0.906218 0.881944 0.893917 2016\n", "\n", "avg / total 0.980449 0.980652 0.980534 21811\n", "\n", "Classification report for turbine 6, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994700 0.993348 0.994023 20594\n", " 20 0.889960 0.910435 0.900081 1217\n", "\n", "avg / total 0.988856 0.988721 0.988782 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.946590 0.990018 0.967817 19334\n", " 20 0.878616 0.563989 0.686993 2477\n", "\n", "avg / total 0.938871 0.941635 0.935925 21811\n", "\n", "Classification report for turbine 6, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.992188 0.987423 0.989800 20195\n", " 20 0.851722 0.902847 0.876540 1616\n", "\n", "avg / total 0.981781 0.981156 0.981408 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 0.892494 0.968639 0.929008 14030\n", " 20 0.922084 0.810872 0.862910 7487\n", "\n", "avg / total 0.890621 0.901426 0.893796 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 0.987607 0.982268 0.984930 19795\n", " 20 0.890735 0.877480 0.884058 2016\n", "\n", "avg / total 0.978653 0.972583 0.975607 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 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 0.979893 0.986214 0.983043 20310\n", " 20 0.797599 0.844687 0.820468 1101\n", "\n", "avg / total 0.952721 0.960983 0.956808 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 0.933938 0.988720 0.960548 19060\n", " 20 0.816289 0.559614 0.664010 2382\n", "\n", "avg / total 0.905289 0.925130 0.911913 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 0.980897 0.923259 0.951206 19911\n", " 20 0.497723 0.903944 0.641970 1572\n", "\n", "avg / total 0.931322 0.907982 0.914613 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 0.923425 0.958672 0.940719 14252\n", " 20 0.936765 0.842704 0.887248 7559\n", "\n", "avg / total 0.928048 0.918482 0.922188 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 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 0.083333 0.013889 0.023810 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 0.954069 0.981250 0.967469 19200\n", " 20 0.786710 0.810155 0.798260 1812\n", "\n", "avg / total 0.905490 0.931136 0.918049 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 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.055556 0.027778 0.037037 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 0.981061 0.981930 0.981495 20310\n", " 20 0.873355 0.894693 0.883895 1187\n", "\n", "avg / total 0.961167 0.963092 0.962115 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.947303 0.984638 0.965610 19334\n", " 20 0.826822 0.572467 0.676527 2477\n", "\n", "avg / total 0.933620 0.937830 0.932780 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.990991 0.980441 0.985688 20195\n", " 20 0.784271 0.888614 0.833188 1616\n", "\n", "avg / total 0.975675 0.973637 0.974389 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.939922 0.961619 0.950647 14252\n", " 20 0.924343 0.884112 0.903780 7559\n", "\n", "avg / total 0.934523 0.934758 0.934404 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 0.962202 0.991083 0.976429 19290\n", " 20 0.868692 0.884636 0.876591 1907\n", "\n", "avg / total 0.926940 0.953876 0.940213 21811\n", "\n", "Classification report for turbine 6, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.076923 0.054054 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 0.981797 0.983727 0.982761 20341\n", " 20 0.866444 0.887938 0.877060 1169\n", "\n", "avg / total 0.962090 0.965064 0.963566 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 0.919585 0.990224 0.953598 18720\n", " 20 0.633999 0.511719 0.566333 2048\n", "\n", "avg / total 0.848795 0.897941 0.871634 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.147287 0.033159 0.054131 573\n", " 11 0.006667 0.004000 0.005000 250\n", " 12 0.026316 0.004630 0.007874 216\n", " 13 0.044776 0.015385 0.022901 195\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 0.022222 0.011834 0.015444 169\n", " 19 0.916944 0.959856 0.937910 18633\n", " 20 0.485958 0.754502 0.591162 1055\n", "\n", "avg / total 0.811625 0.857686 0.831727 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.096017 0.213852 0.132530 823\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.015267 0.017094 0.016129 117\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.007653 0.027778 0.012000 108\n", " 16 0.055641 0.333333 0.095364 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 91\n", " 19 0.881010 0.908289 0.894441 13597\n", " 20 0.803936 0.524679 0.634959 6463\n", "\n", "avg / total 0.791462 0.731649 0.751365 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 0.978119 0.935197 0.956177 19598\n", " 20 0.800296 0.573701 0.668314 1886\n", "\n", "avg / total 0.948079 0.889918 0.916950 21811\n", "\n", "Classification report for turbine 6, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.241379 0.295775 0.265823 142\n", " 11 0.019194 0.039683 0.025873 252\n", " 12 0.010204 0.007937 0.008929 252\n", " 13 0.074866 0.055556 0.063781 252\n", " 14 0.007042 0.003968 0.005076 252\n", " 15 0.017143 0.011905 0.014052 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.011236 0.003968 0.005865 252\n", " 19 0.903926 0.927020 0.915327 18553\n", " 20 0.773065 0.662727 0.713656 1100\n", "\n", "avg / total 0.811076 0.825318 0.817751 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.946808 0.988776 0.967337 19334\n", " 20 0.866049 0.566411 0.684891 2477\n", "\n", "avg / total 0.937637 0.940810 0.935261 21811\n", "\n", "Classification report for turbine 6, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990947 0.953949 0.972096 20195\n", " 20 0.607595 0.891089 0.722529 1616\n", "\n", "avg / total 0.962544 0.949292 0.953605 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 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 0.943019 0.963549 0.953174 13964\n", " 20 0.894869 0.930008 0.912101 7258\n", "\n", "avg / total 0.901531 0.926367 0.913766 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 0.986419 0.979692 0.983044 19795\n", " 20 0.872188 0.846230 0.859013 2016\n", "\n", "avg / total 0.975861 0.967356 0.971580 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.994012 0.991405 0.992707 20594\n", " 20 0.886824 0.862777 0.874636 1217\n", "\n", "avg / total 0.988031 0.984228 0.986119 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.222222 0.213333 0.217687 75\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.010753 0.009259 0.009950 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 0.013889 0.009259 0.011111 108\n", " 18 0.007194 0.018519 0.010363 108\n", " 19 0.910665 0.961702 0.935488 18539\n", " 20 0.730219 0.415345 0.529508 2333\n", "\n", "avg / total 0.853080 0.862776 0.852693 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.372951 0.251381 0.300330 724\n", " 11 0.000000 0.000000 0.000000 221\n", " 12 0.004673 0.004630 0.004651 216\n", " 13 0.058824 0.041667 0.048780 216\n", " 14 0.016667 0.009259 0.011905 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.030769 0.009259 0.014235 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 203\n", " 19 0.902805 0.939916 0.920987 18391\n", " 20 0.467312 0.593238 0.522799 976\n", "\n", "avg / total 0.795633 0.828068 0.810726 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 0.935605 0.889980 0.912223 14252\n", " 20 0.901722 0.547427 0.681264 7559\n", "\n", "avg / total 0.923862 0.771262 0.832180 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 0.986265 0.943167 0.964235 19795\n", " 20 0.878687 0.783234 0.828219 2016\n", "\n", "avg / total 0.976322 0.928385 0.951663 21811\n", "\n", "Classification report for turbine 6, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.008439 0.080000 0.015267 25\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 0.026667 0.018519 0.021858 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 0.961156 0.962606 0.961880 19896\n", " 20 0.721965 0.759259 0.740143 1026\n", "\n", "avg / total 0.910870 0.913988 0.912370 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.767703 0.516860 0.617790 1720\n", " 11 0.020619 0.037267 0.026549 322\n", " 12 0.000000 0.000000 0.000000 221\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.003831 0.004975 0.004329 201\n", " 15 0.001344 0.005556 0.002165 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.003891 0.005556 0.004577 180\n", " 18 0.006452 0.011111 0.008163 180\n", " 19 0.862598 0.810739 0.835865 17748\n", " 20 0.598862 0.634992 0.616398 663\n", "\n", "avg / total 0.781092 0.720554 0.748169 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.003960 1.000000 0.007890 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 0.052000 0.361111 0.090909 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 0.005076 0.027778 0.008584 36\n", " 19 0.991250 0.893585 0.939887 20157\n", " 20 0.701937 0.345815 0.463355 1362\n", "\n", "avg / total 0.960008 0.848242 0.897713 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.098675 0.229231 0.137963 650\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004202 0.009901 0.005900 101\n", " 14 0.044776 0.027778 0.034286 108\n", " 15 0.009901 0.009259 0.009569 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.013333 0.009259 0.010929 108\n", " 19 0.861834 0.920425 0.890166 13459\n", " 20 0.854954 0.621313 0.719645 6916\n", "\n", "avg / total 0.806208 0.772087 0.781899 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.256039 0.076369 0.117647 694\n", " 11 0.008130 0.006452 0.007194 155\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 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 0.007353 0.009259 0.008197 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.936456 0.937450 0.936953 18833\n", " 20 0.533768 0.677444 0.597084 1330\n", "\n", "avg / total 0.849385 0.853285 0.849269 21811\n", "\n", "Classification report for turbine 6, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.607547 0.381517 0.468705 422\n", " 11 0.009585 0.018519 0.012632 162\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004484 0.009259 0.006042 108\n", " 14 0.006211 0.009259 0.007435 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 0.954489 0.929362 0.941758 19791\n", " 20 0.516977 0.694118 0.592593 680\n", "\n", "avg / total 0.894087 0.872541 0.882242 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.931604 0.987929 0.958940 19054\n", " 20 0.849221 0.552941 0.669779 2465\n", "\n", "avg / total 0.909822 0.925542 0.913422 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", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.990936 0.985244 0.988082 20195\n", " 20 0.845562 0.884282 0.864489 1616\n", "\n", "avg / total 0.980165 0.977764 0.978925 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 0.914346 0.965479 0.939217 14252\n", " 20 0.930108 0.829210 0.876766 7559\n", "\n", "avg / total 0.919809 0.918252 0.917574 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.988025 0.987876 0.987951 19795\n", " 20 0.889780 0.880952 0.885344 2016\n", "\n", "avg / total 0.978945 0.977993 0.978467 21811\n", "\n", "Classification report for turbine 6, turbine category 16.0\n", " precision recall f1-score support\n", "\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", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994122 0.993736 0.993929 20594\n", " 20 0.904211 0.899753 0.901977 1217\n", "\n", "avg / total 0.989105 0.988492 0.988798 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.060000 0.080000 50\n", " 11 0.015556 0.024306 0.018970 288\n", " 12 0.004310 0.003472 0.003846 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.170213 0.027778 0.047761 288\n", " 15 0.022472 0.006944 0.010610 288\n", " 16 0.008403 0.003521 0.004963 284\n", " 17 0.051724 0.040724 0.045570 221\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.858874 0.931839 0.893870 17268\n", " 20 0.706897 0.527444 0.604126 2332\n", "\n", "avg / total 0.759275 0.795562 0.774060 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.089286 0.312500 0.138889 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.005319 0.018519 0.008264 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.003953 0.009259 0.005540 108\n", " 15 0.009950 0.018519 0.012945 108\n", " 16 0.003012 0.009259 0.004545 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.949575 0.883258 0.915217 19359\n", " 20 0.774119 0.852417 0.811384 1572\n", "\n", "avg / total 0.898793 0.845903 0.871064 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.039474 0.088235 0.054545 34\n", " 11 0.053476 0.046296 0.049628 216\n", " 12 0.033149 0.027778 0.030227 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.007843 0.018519 0.011019 216\n", " 15 0.007722 0.009259 0.008421 216\n", " 16 0.010791 0.013889 0.012146 216\n", " 17 0.010989 0.009259 0.010050 216\n", " 18 0.006211 0.004630 0.005305 216\n", " 19 0.795095 0.861982 0.827188 12636\n", " 20 0.913824 0.762444 0.831299 7413\n", "\n", "avg / total 0.772567 0.759938 0.763102 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.083333 0.058824 24\n", " 11 0.033613 0.055556 0.041885 144\n", " 12 0.016598 0.027778 0.020779 144\n", " 13 0.005618 0.006944 0.006211 144\n", " 14 0.003759 0.006944 0.004878 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.010753 0.013889 0.012121 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007463 0.006944 0.007194 144\n", " 19 0.932177 0.911878 0.921916 18690\n", " 20 0.865322 0.815938 0.839905 1945\n", "\n", "avg / total 0.876518 0.855027 0.865574 21811\n", "\n", "Classification report for turbine 6, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.015748 0.027778 0.020101 72\n", " 12 0.015748 0.027778 0.020101 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.003165 0.013889 0.005155 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.004132 0.013889 0.006369 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.966879 0.915277 0.940371 20030\n", " 20 0.877224 0.826488 0.851101 1193\n", "\n", "avg / total 0.936038 0.886021 0.910307 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.947384 0.989966 0.968207 19334\n", " 20 0.879353 0.570852 0.692289 2477\n", "\n", "avg / total 0.939658 0.942369 0.936872 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.992870 0.986036 0.989441 20195\n", " 20 0.839316 0.911510 0.873925 1616\n", "\n", "avg / total 0.981493 0.980514 0.980883 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.954360 0.968355 0.961307 14252\n", " 20 0.938639 0.912687 0.925481 7559\n", "\n", "avg / total 0.948912 0.949062 0.948891 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.988054 0.990301 0.989176 19795\n", " 20 0.902588 0.882440 0.892400 2016\n", "\n", "avg / total 0.980155 0.980331 0.980231 21811\n", "\n", "Classification report for turbine 6, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994797 0.993445 0.994121 20594\n", " 20 0.891566 0.912079 0.901706 1217\n", "\n", "avg / total 0.989037 0.988905 0.988964 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.948350 0.988621 0.968067 19334\n", " 20 0.867150 0.579734 0.694895 2477\n", "\n", "avg / total 0.939129 0.942185 0.937044 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.992823 0.986432 0.989617 20195\n", " 20 0.843070 0.910891 0.875669 1616\n", "\n", "avg / total 0.981728 0.980835 0.981175 21811\n", "\n", "Classification report for turbine 6, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.947492 0.960988 0.954192 14252\n", " 20 0.924415 0.899590 0.911834 7559\n", "\n", "avg / total 0.939495 0.939709 0.939512 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 0.972629 0.991130 0.981792 19504\n", " 20 0.904442 0.873752 0.888832 2004\n", "\n", "avg / total 0.952852 0.966576 0.959612 21811\n", "\n", "Classification report for turbine 6, 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993867 0.991502 0.992683 20594\n", " 20 0.898682 0.896467 0.897573 1217\n", "\n", "avg / total 0.988556 0.986200 0.987376 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.889258 0.932556 0.910393 8318\n", " 20 0.954016 0.923364 0.938440 12605\n", "\n", "avg / total 0.928272 0.927018 0.927290 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.976978 0.758089 0.853726 16010\n", " 20 0.544353 0.941787 0.689928 4913\n", "\n", "avg / total 0.875392 0.801224 0.815264 20923\n", "\n", "Classification report for turbine 7, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.983240 0.979064 0.981148 16718\n", " 20 0.918148 0.933650 0.925834 4205\n", "\n", "avg / total 0.970158 0.969937 0.970031 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 0.974857 0.983914 0.979364 18836\n", " 20 0.635460 0.894040 0.742892 1359\n", "\n", "avg / total 0.918893 0.943842 0.929929 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 0.980597 0.985785 0.983184 19276\n", " 20 0.810109 0.884415 0.845633 1341\n", "\n", "avg / total 0.955328 0.964871 0.959989 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 0.855253 0.935089 0.893391 8088\n", " 20 0.953974 0.919053 0.936187 12539\n", "\n", "avg / total 0.902316 0.912250 0.906400 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.966296 0.727046 0.829769 16010\n", " 20 0.506210 0.812945 0.623916 4913\n", "\n", "avg / total 0.858262 0.747216 0.781432 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977015 0.968716 0.972848 16718\n", " 20 0.901942 0.905589 0.903762 4205\n", "\n", "avg / total 0.961927 0.956029 0.958963 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 0.987721 0.973703 0.980662 19166\n", " 20 0.803175 0.863973 0.832465 1757\n", "\n", "avg / total 0.972224 0.964489 0.968217 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 0.992422 0.986675 0.989540 19512\n", " 20 0.862329 0.892275 0.877046 1411\n", "\n", "avg / total 0.983649 0.980309 0.981954 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.874819 0.941813 0.907080 8318\n", " 20 0.959559 0.911067 0.934684 12605\n", "\n", "avg / total 0.925870 0.923290 0.923710 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.971924 0.758963 0.852343 16010\n", " 20 0.541741 0.928557 0.684266 4913\n", "\n", "avg / total 0.870912 0.798786 0.812876 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.980587 0.978945 0.979765 16718\n", " 20 0.916844 0.922949 0.919886 4205\n", "\n", "avg / total 0.967776 0.967691 0.967731 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991134 0.985704 0.988411 19166\n", " 20 0.852846 0.903813 0.877590 1757\n", "\n", "avg / total 0.979521 0.978827 0.979105 20923\n", "\n", "Classification report for turbine 7, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994447 0.991287 0.992865 19512\n", " 20 0.884589 0.923459 0.903606 1411\n", "\n", "avg / total 0.987039 0.986713 0.986845 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 0.964998 0.619925 0.754896 16010\n", " 20 0.561936 0.595563 0.578261 4913\n", "\n", "avg / total 0.870353 0.614204 0.713420 20923\n", "\n", "Classification report for turbine 7, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.000987 0.031250 0.001914 32\n", " 11 0.000000 0.000000 0.000000 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 0.914079 0.912443 0.913260 15647\n", " 20 0.859249 0.726540 0.787341 4092\n", "\n", "avg / total 0.851631 0.824499 0.836957 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 0.984407 0.892675 0.936299 19166\n", " 20 0.812719 0.792829 0.802651 1757\n", "\n", "avg / total 0.969990 0.884290 0.925076 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 0.990785 0.958846 0.974554 19512\n", " 20 0.847570 0.815734 0.831347 1411\n", "\n", "avg / total 0.981127 0.949195 0.964896 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 0.834402 0.928508 0.878943 7847\n", " 20 0.946928 0.922782 0.934699 12510\n", "\n", "avg / total 0.879110 0.899967 0.888503 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.022059 0.000920 0.001767 3260\n", " 11 0.006993 0.000775 0.001395 1291\n", " 12 0.037037 0.006410 0.010929 1092\n", " 13 0.047059 0.004202 0.007715 952\n", " 14 0.034483 0.001199 0.002317 834\n", " 15 0.000000 0.000000 0.000000 749\n", " 16 0.000000 0.000000 0.000000 570\n", " 17 0.000000 0.000000 0.000000 407\n", " 18 0.095238 0.006250 0.011730 320\n", " 19 0.566258 0.852135 0.680387 8244\n", " 20 0.371795 0.905119 0.527081 3204\n", "\n", "avg / total 0.290823 0.475219 0.350352 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.600815 0.668934 0.633047 441\n", " 11 0.165785 0.208426 0.184676 451\n", " 12 0.056673 0.083558 0.067538 371\n", " 13 0.027972 0.044444 0.034335 360\n", " 14 0.035581 0.055556 0.043379 342\n", " 15 0.011782 0.029851 0.016895 268\n", " 16 0.008961 0.019841 0.012346 252\n", " 17 0.006079 0.007937 0.006885 252\n", " 18 0.017115 0.027778 0.021180 252\n", " 19 0.847153 0.776393 0.810231 14199\n", " 20 0.836849 0.722356 0.775399 3735\n", "\n", "avg / total 0.743135 0.678631 0.708790 20923\n", "\n", "Classification report for turbine 7, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.137405 0.620690 0.225000 29\n", " 11 0.007788 0.138889 0.014749 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.001736 0.027778 0.003268 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.004938 0.055556 0.009070 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970806 0.775844 0.862444 18902\n", " 20 0.804878 0.774648 0.789474 1704\n", "\n", "avg / total 0.942800 0.765234 0.843793 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 0.990286 0.788899 0.878195 19512\n", " 20 0.757895 0.561304 0.644951 1411\n", "\n", "avg / total 0.974614 0.773551 0.862465 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.887200 0.933277 0.909655 8318\n", " 20 0.954407 0.921698 0.937767 12605\n", "\n", "avg / total 0.927689 0.926301 0.926591 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.974254 0.761087 0.854578 16010\n", " 20 0.545509 0.934460 0.688874 4913\n", "\n", "avg / total 0.873579 0.801797 0.815668 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.980058 0.975954 0.978002 16718\n", " 20 0.905965 0.921046 0.913443 4205\n", "\n", "avg / total 0.965167 0.964919 0.965027 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.990922 0.985339 0.988123 19166\n", " 20 0.849330 0.901537 0.874655 1757\n", "\n", "avg / total 0.979032 0.978301 0.978594 20923\n", "\n", "Classification report for turbine 7, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.991390 0.992866 19512\n", " 20 0.885636 0.922041 0.903472 1411\n", "\n", "avg / total 0.987015 0.986713 0.986837 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 0.660823 0.917436 0.768268 6286\n", " 20 0.872007 0.936015 0.902878 11362\n", "\n", "avg / total 0.672068 0.783922 0.721112 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.002195 0.384615 0.004365 13\n", " 11 0.010309 0.157407 0.019351 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.011561 0.018519 0.014235 108\n", " 14 0.002146 0.018519 0.003846 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 0.935986 0.592628 0.725745 15519\n", " 20 0.464770 0.544953 0.501678 4527\n", "\n", "avg / total 0.794925 0.558715 0.647040 20923\n", "\n", "Classification report for turbine 7, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.067460 0.157407 0.094444 108\n", " 11 0.027027 0.009554 0.014118 314\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.006173 0.005291 0.005698 189\n", " 15 0.055556 0.022222 0.031746 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.001908 0.005556 0.002841 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.875956 0.895455 0.885598 15094\n", " 20 0.861231 0.851527 0.856352 3994\n", "\n", "avg / total 0.797625 0.809779 0.803394 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 0.984712 0.867056 0.922146 19166\n", " 20 0.826791 0.755265 0.789411 1757\n", "\n", "avg / total 0.971451 0.857669 0.911000 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 36\n", " 11 0.000000 0.000000 0.000000 145\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.021053 0.013889 0.016736 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.015625 0.013889 0.014706 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.935439 0.942499 0.938955 18417\n", " 20 0.782576 0.798026 0.790226 1317\n", "\n", "avg / total 0.872911 0.880036 0.876452 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.887413 0.931474 0.908910 8318\n", " 20 0.953248 0.922015 0.937371 12605\n", "\n", "avg / total 0.927075 0.925775 0.926056 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.974114 0.763898 0.856293 16010\n", " 20 0.548279 0.933849 0.690912 4913\n", "\n", "avg / total 0.874122 0.803804 0.817459 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.980962 0.977031 0.978992 16718\n", " 20 0.910112 0.924614 0.917306 4205\n", "\n", "avg / total 0.966723 0.966496 0.966595 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991257 0.987843 0.989547 19166\n", " 20 0.872189 0.904952 0.888268 1757\n", "\n", "avg / total 0.981258 0.980882 0.981042 20923\n", "\n", "Classification report for turbine 7, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.994804 0.990980 0.992888 19512\n", " 20 0.881561 0.928420 0.904384 1411\n", "\n", "avg / total 0.987167 0.986761 0.986920 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 0.688129 0.917645 0.786485 6557\n", " 20 0.894573 0.951445 0.922133 11451\n", "\n", "avg / total 0.705244 0.808297 0.751151 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.017429 0.022663 0.019704 353\n", " 11 0.144509 0.029809 0.049423 2516\n", " 12 0.085349 0.030675 0.045130 1956\n", " 13 0.097674 0.013708 0.024041 1532\n", " 14 0.055679 0.021422 0.030941 1167\n", " 15 0.071104 0.048255 0.057492 974\n", " 16 0.050000 0.017687 0.026131 735\n", " 17 0.043253 0.043783 0.043516 571\n", " 18 0.039076 0.052758 0.044898 417\n", " 19 0.437657 0.506420 0.469534 7555\n", " 20 0.312194 0.771211 0.444465 3147\n", "\n", "avg / total 0.247922 0.313005 0.256051 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.032909 0.155779 0.054338 199\n", " 11 0.170831 0.304348 0.218831 966\n", " 12 0.058999 0.095874 0.073047 824\n", " 13 0.039004 0.064738 0.048679 726\n", " 14 0.039522 0.064083 0.048891 671\n", " 15 0.038546 0.056818 0.045932 616\n", " 16 0.038860 0.053476 0.045011 561\n", " 17 0.033628 0.039832 0.036468 477\n", " 18 0.028424 0.047009 0.035427 468\n", " 19 0.716937 0.551179 0.623225 11704\n", " 20 0.807354 0.568041 0.666878 3711\n", "\n", "avg / total 0.560963 0.437748 0.487840 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.367432 0.131343 0.193513 1340\n", " 11 0.044834 0.141393 0.068081 488\n", " 12 0.029595 0.081197 0.043379 468\n", " 13 0.011743 0.032828 0.017299 396\n", " 14 0.018680 0.041209 0.025707 364\n", " 15 0.025735 0.058333 0.035714 360\n", " 16 0.018072 0.025000 0.020979 360\n", " 17 0.012739 0.022222 0.016194 360\n", " 18 0.022449 0.030556 0.025882 360\n", " 19 0.760737 0.590536 0.664918 15237\n", " 20 0.472088 0.575630 0.518743 1190\n", "\n", "avg / total 0.607997 0.479998 0.531150 20923\n", "\n", "Classification report for turbine 7, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.119454 0.084541 0.099010 414\n", " 11 0.007650 0.129630 0.014448 108\n", " 12 0.002410 0.027778 0.004435 108\n", " 13 0.001914 0.018519 0.003469 108\n", " 14 0.001381 0.009259 0.002404 108\n", " 15 0.001484 0.009259 0.002558 108\n", " 16 0.010067 0.055556 0.017045 108\n", " 17 0.002183 0.009259 0.003534 108\n", " 18 0.005970 0.018519 0.009029 108\n", " 19 0.945331 0.649735 0.770143 18683\n", " 20 0.674603 0.618503 0.645336 962\n", "\n", "avg / total 0.877676 0.611719 0.719617 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.884297 0.936283 0.909547 8318\n", " 20 0.956256 0.919159 0.937341 12605\n", "\n", "avg / total 0.927648 0.925967 0.926291 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 0.924234 0.755838 0.831596 15203\n", " 20 0.325324 0.918523 0.480473 3007\n", "\n", "avg / total 0.718318 0.681212 0.673304 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.105481 0.766917 0.185455 133\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 0.951116 0.943208 0.947145 16358\n", " 20 0.818945 0.708506 0.759733 3856\n", "\n", "avg / total 0.895198 0.872867 0.881690 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.061644 0.090909 0.073469 99\n", " 11 0.011905 0.013889 0.012821 72\n", " 12 0.007246 0.013889 0.009524 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 0.013514 0.013889 0.013699 72\n", " 17 0.046512 0.055556 0.050633 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957577 0.955109 0.956342 18623\n", " 20 0.743437 0.766769 0.754923 1625\n", "\n", "avg / total 0.910618 0.910433 0.910492 20923\n", "\n", "Classification report for turbine 7, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.484375 0.298077 0.369048 104\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 0.015152 0.009259 0.011494 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.950063 0.961559 0.955777 18678\n", " 20 0.765766 0.865309 0.812500 1277\n", "\n", "avg / total 0.897346 0.912728 0.904707 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.890380 0.933518 0.911438 8318\n", " 20 0.954680 0.924157 0.939170 12605\n", "\n", "avg / total 0.929117 0.927878 0.928145 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.970837 0.761024 0.853221 16010\n", " 20 0.543055 0.925504 0.684480 4913\n", "\n", "avg / total 0.870388 0.799646 0.813599 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.978674 0.979962 0.979317 16718\n", " 20 0.919914 0.915101 0.917501 4205\n", "\n", "avg / total 0.966865 0.966926 0.966894 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.990203 0.986121 0.988158 19166\n", " 20 0.855120 0.893569 0.873922 1757\n", "\n", "avg / total 0.978859 0.978349 0.978565 20923\n", "\n", "Classification report for turbine 7, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.994905 0.990775 0.992836 19512\n", " 20 0.879357 0.929837 0.903893 1411\n", "\n", "avg / total 0.987113 0.986665 0.986838 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 0.865677 0.939905 0.901265 8187\n", " 20 0.958285 0.926935 0.942349 12441\n", "\n", "avg / total 0.908537 0.918941 0.912987 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.978715 0.740974 0.843411 16010\n", " 20 0.537704 0.944840 0.685368 4913\n", "\n", "avg / total 0.875159 0.788845 0.806301 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 0.000000 0.000000 0.000000 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 0.919748 0.971573 0.944951 15795\n", " 20 0.848244 0.893138 0.870112 3949\n", "\n", "avg / total 0.854425 0.902022 0.877578 20923\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.033708 0.041667 0.037267 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 0.014286 0.013889 0.014085 72\n", " 16 0.013699 0.013889 0.013793 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957699 0.949216 0.953439 18628\n", " 20 0.776171 0.786175 0.781141 1707\n", "\n", "avg / total 0.916187 0.909478 0.912812 20923\n", "\n", "Classification report for turbine 7, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.230769 0.240000 13\n", " 11 0.014925 0.013889 0.014388 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.016129 0.013889 0.014925 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.049180 0.041667 0.045113 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 0.963144 0.958467 0.960800 18949\n", " 20 0.813407 0.849819 0.831215 1385\n", "\n", "avg / total 0.926550 0.924676 0.925580 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.886625 0.936403 0.910834 8318\n", " 20 0.956418 0.920984 0.938366 12605\n", "\n", "avg / total 0.928671 0.927114 0.927421 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 0.970784 0.762480 0.854115 15906\n", " 20 0.521827 0.932189 0.669100 4719\n", "\n", "avg / total 0.855699 0.789896 0.800221 20923\n", "\n", "Classification report for turbine 7, turbine category 19.0\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", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.979904 0.974160 0.977023 16718\n", " 20 0.895929 0.884423 0.890139 4205\n", "\n", "avg / total 0.963027 0.956125 0.959562 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 0.990678 0.987008 0.988840 19166\n", " 20 0.862050 0.885600 0.873666 1757\n", "\n", "avg / total 0.979877 0.978493 0.979168 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", " 19 0.994239 0.990621 0.992427 19512\n", " 20 0.878131 0.919206 0.898199 1411\n", "\n", "avg / total 0.986409 0.985805 0.986072 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.888302 0.930272 0.908803 8318\n", " 20 0.952506 0.922808 0.937422 12605\n", "\n", "avg / total 0.926981 0.925775 0.926044 20923\n", "\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.974247 0.751405 0.848438 16010\n", " 20 0.535860 0.935274 0.681346 4913\n", "\n", "avg / total 0.871308 0.794580 0.809203 20923\n", "\n", "Classification report for turbine 7, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.982335 0.977928 0.980126 16718\n", " 20 0.913785 0.930083 0.921862 4205\n", "\n", "avg / total 0.968558 0.968312 0.968417 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 0.949449 0.986112 0.967433 18361\n", " 20 0.804101 0.899215 0.849003 1657\n", "\n", "avg / total 0.896871 0.936577 0.916209 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992616 0.964586 0.978400 19512\n", " 20 0.862304 0.896527 0.879083 1411\n", "\n", "avg / total 0.983828 0.959996 0.971703 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.200000 0.004484 0.008772 446\n", " 11 0.000000 0.000000 0.000000 392\n", " 12 0.020000 0.002778 0.004878 360\n", " 13 0.014599 0.018349 0.016260 327\n", " 14 0.016667 0.006897 0.009756 290\n", " 15 0.049261 0.035714 0.041408 280\n", " 16 0.009524 0.003968 0.005602 252\n", " 17 0.000000 0.000000 0.000000 224\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.822169 0.929022 0.872336 12511\n", " 20 0.547745 0.543183 0.545455 2281\n", "\n", "avg / total 0.663164 0.732920 0.693145 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 0.944166 0.848722 0.893904 12672\n", " 20 0.883706 0.274098 0.418417 4907\n", "\n", "avg / total 0.927289 0.688321 0.761176 17579\n", "\n", "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.015385 0.027211 0.019656 147\n", " 11 0.000000 0.000000 0.000000 86\n", " 12 0.007673 0.041667 0.012959 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 0.924530 0.946740 0.935503 13237\n", " 20 0.893121 0.637448 0.743930 3605\n", "\n", "avg / total 0.879488 0.844018 0.857213 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.182609 0.109375 0.136808 192\n", " 11 0.005208 0.003322 0.004057 301\n", " 12 0.034014 0.017361 0.022989 288\n", " 13 0.035461 0.018051 0.023923 277\n", " 14 0.000000 0.000000 0.000000 233\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.230769 0.065574 0.102128 183\n", " 17 0.006211 0.005556 0.005865 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.874405 0.933462 0.902969 13977\n", " 20 0.719489 0.725515 0.722490 1552\n", "\n", "avg / total 0.764424 0.808806 0.785175 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 0.000000 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 0.023041 0.138889 0.039526 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973251 0.940600 0.956647 15202\n", " 20 0.892595 0.758405 0.820047 2082\n", "\n", "avg / total 0.947413 0.903521 0.924495 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.934585 0.960959 0.947589 14139\n", " 20 0.818481 0.723547 0.768091 3440\n", "\n", "avg / total 0.911865 0.914500 0.912463 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 0.976103 0.970364 0.973225 12586\n", " 20 0.881389 0.950415 0.914602 4699\n", "\n", "avg / total 0.934460 0.948803 0.941278 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 0.974230 0.981984 0.978092 13821\n", " 20 0.940420 0.894625 0.916951 3758\n", "\n", "avg / total 0.967002 0.963308 0.965021 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", " 19 0.985868 0.988826 0.987345 15662\n", " 20 0.916126 0.883151 0.899336 1917\n", "\n", "avg / total 0.978263 0.977302 0.977748 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", " 19 0.990492 0.993125 0.991807 15419\n", " 20 0.953103 0.931481 0.942168 2160\n", "\n", "avg / total 0.985897 0.985551 0.985707 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.912364 0.946177 0.928963 14139\n", " 20 0.739026 0.626453 0.678099 3440\n", "\n", "avg / total 0.878444 0.883611 0.879872 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.980088 0.967172 0.973587 12672\n", " 20 0.918013 0.949256 0.933373 4907\n", "\n", "avg / total 0.962760 0.962171 0.962362 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.975166 0.985891 0.980499 13821\n", " 20 0.945923 0.907664 0.926399 3758\n", "\n", "avg / total 0.968915 0.969168 0.968934 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.986769 0.990487 0.988624 15662\n", " 20 0.919806 0.891497 0.905430 1917\n", "\n", "avg / total 0.979467 0.979692 0.979552 17579\n", "\n", "Classification report for turbine 8, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989843 0.992282 0.991061 15419\n", " 20 0.943921 0.927315 0.935544 2160\n", "\n", "avg / total 0.984200 0.984299 0.984239 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.909210 0.984511 0.945363 14139\n", " 20 0.903482 0.595930 0.718164 3440\n", "\n", "avg / total 0.908089 0.908470 0.900903 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 0.949478 0.968390 0.958841 12401\n", " 20 0.915230 0.924038 0.919613 4884\n", "\n", "avg / total 0.924083 0.939871 0.931906 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 0.955852 0.980786 0.968158 13532\n", " 20 0.916620 0.910066 0.913331 3636\n", "\n", "avg / total 0.925389 0.943228 0.934182 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 43\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.029412 0.027778 0.028571 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 0.963962 0.959078 0.961513 15395\n", " 20 0.867839 0.825688 0.846239 1853\n", "\n", "avg / total 0.935739 0.927015 0.931316 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 0.989250 0.960892 0.974865 15419\n", " 20 0.933204 0.892593 0.912447 2160\n", "\n", "avg / total 0.982364 0.952500 0.967196 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.901552 0.934529 0.917744 14052\n", " 20 0.747196 0.494281 0.594977 3235\n", "\n", "avg / total 0.858171 0.837989 0.843102 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 0.969125 0.961095 0.965094 12672\n", " 20 0.913702 0.701243 0.793497 4907\n", "\n", "avg / total 0.953654 0.888560 0.917194 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 0.967534 0.965994 0.966763 13821\n", " 20 0.953065 0.864556 0.906656 3758\n", "\n", "avg / total 0.964441 0.944309 0.953914 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 0.000000 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 0.962132 0.988375 0.975077 15398\n", " 20 0.868843 0.815145 0.841138 1796\n", "\n", "avg / total 0.931529 0.949030 0.940037 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 0.975962 0.990010 0.982936 15215\n", " 20 0.894226 0.901222 0.897711 2045\n", "\n", "avg / total 0.948743 0.961716 0.955184 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.954577 0.978004 0.966148 14139\n", " 20 0.899450 0.808721 0.851676 3440\n", "\n", "avg / total 0.943789 0.944877 0.943748 17579\n", "\n", "Classification report for turbine 8, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.977819 0.967093 0.972426 12672\n", " 20 0.917360 0.943346 0.930172 4907\n", "\n", "avg / total 0.960942 0.960464 0.960631 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 0.917079 0.987716 0.951088 12944\n", " 20 0.915063 0.922161 0.918598 3610\n", "\n", "avg / total 0.863192 0.916662 0.888960 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 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 0.024390 0.009259 0.013423 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 0.925380 0.972594 0.948400 14778\n", " 20 0.894913 0.842632 0.867986 1900\n", "\n", "avg / total 0.874807 0.908755 0.891181 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 0.988410 0.951294 0.969497 15419\n", " 20 0.944551 0.914815 0.929445 2160\n", "\n", "avg / total 0.983021 0.946812 0.964575 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.467721 0.318386 0.378869 1115\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.030000 0.093750 0.045455 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 0.888400 0.862806 0.875416 13572\n", " 20 0.808352 0.564297 0.664628 2504\n", "\n", "avg / total 0.830816 0.767052 0.794739 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.020478 0.400000 0.038961 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 0.017857 0.027778 0.021739 36\n", " 15 0.050000 0.055556 0.052632 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 0.932091 0.929830 0.930959 12370\n", " 20 0.905046 0.835172 0.868706 4896\n", "\n", "avg / total 0.908119 0.887422 0.897230 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.006166 0.020690 0.009501 290\n", " 11 0.040000 0.025000 0.030769 80\n", " 12 0.038462 0.013889 0.020408 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.036364 0.029851 0.032787 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 0.941991 0.941991 0.941991 13498\n", " 20 0.804188 0.652265 0.720303 3356\n", "\n", "avg / total 0.877413 0.848456 0.861324 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.980285 0.952433 0.966158 15662\n", " 20 0.893215 0.789776 0.838317 1917\n", "\n", "avg / total 0.970790 0.934695 0.952217 17579\n", "\n", "Classification report for turbine 8, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.013423 0.023529 0.017094 85\n", " 11 0.122807 0.027778 0.045307 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.018182 0.003968 0.006515 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.047619 0.007937 0.013605 252\n", " 18 0.035714 0.003968 0.007143 252\n", " 19 0.885364 0.961842 0.922020 13811\n", " 20 0.712720 0.897421 0.794477 1667\n", "\n", "avg / total 0.766456 0.841515 0.800850 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.930207 0.976590 0.952834 14139\n", " 20 0.878976 0.698837 0.778623 3440\n", "\n", "avg / total 0.920182 0.922237 0.918743 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.971237 0.969934 0.970585 12672\n", " 20 0.922624 0.925820 0.924219 4907\n", "\n", "avg / total 0.957667 0.957620 0.957642 17579\n", "\n", "Classification report for turbine 8, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.967847 0.986615 0.977141 13821\n", " 20 0.946991 0.879457 0.911976 3758\n", "\n", "avg / total 0.963389 0.963707 0.963210 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 0.971888 0.990064 0.980892 15399\n", " 20 0.823996 0.895977 0.858480 1740\n", "\n", "avg / total 0.932923 0.955970 0.944224 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 0.988638 0.987548 0.988093 15419\n", " 20 0.937808 0.879630 0.907788 2160\n", "\n", "avg / total 0.982392 0.974288 0.978225 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.074074 0.031915 0.044610 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 0.010989 0.018519 0.013793 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 0.871249 0.916192 0.893156 13531\n", " 20 0.604396 0.505219 0.550375 2395\n", "\n", "avg / total 0.756203 0.775528 0.764462 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.093488 0.863469 0.168709 271\n", " 11 0.021277 0.027778 0.024096 180\n", " 12 0.016393 0.008547 0.011236 117\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.066667 0.018519 0.028986 108\n", " 15 0.052632 0.027778 0.036364 108\n", " 16 0.021277 0.046296 0.029155 108\n", " 17 0.009901 0.009259 0.009569 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.911829 0.906079 0.908945 11893\n", " 20 0.793580 0.398210 0.530314 4470\n", "\n", "avg / total 0.821379 0.728540 0.753354 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.010235 0.714286 0.020182 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 0.019417 0.027778 0.022857 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 0.912659 0.917260 0.914953 13488\n", " 20 0.887850 0.434162 0.583157 3501\n", "\n", "avg / total 0.877174 0.790944 0.818275 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 0.980983 0.945282 0.962802 15662\n", " 20 0.907810 0.739697 0.815177 1917\n", "\n", "avg / total 0.973004 0.922863 0.946703 17579\n", "\n", "Classification report for turbine 8, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.234043 0.401460 0.295699 137\n", " 11 0.000000 0.000000 0.000000 117\n", " 12 0.017544 0.011905 0.014184 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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.952052 0.963456 0.957720 14859\n", " 20 0.887571 0.882564 0.885060 1950\n", "\n", "avg / total 0.905105 0.915467 0.910082 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.008584 0.043478 0.014337 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 0.914112 0.913000 0.913555 13977\n", " 20 0.810893 0.548057 0.654057 2934\n", "\n", "avg / total 0.862193 0.817623 0.835604 17579\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.039216 0.047337 0.042895 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 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.895794 0.918288 0.906902 12385\n", " 20 0.876739 0.478995 0.619522 4737\n", "\n", "avg / total 0.867748 0.776495 0.806297 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 0.947714 0.949497 0.948605 13821\n", " 20 0.900450 0.531932 0.668786 3758\n", "\n", "avg / total 0.937610 0.860231 0.888786 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 0.983127 0.967246 0.975121 15662\n", " 20 0.879207 0.763172 0.817090 1917\n", "\n", "avg / total 0.971794 0.944991 0.957888 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 0.969278 0.981247 0.975226 15144\n", " 20 0.931693 0.866013 0.897653 2142\n", "\n", "avg / total 0.948543 0.950850 0.949519 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.919876 0.963010 0.940949 14139\n", " 20 0.811667 0.655233 0.725109 3440\n", "\n", "avg / total 0.898701 0.902782 0.898711 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.977284 0.970960 0.974111 12672\n", " 20 0.926238 0.941716 0.933913 4907\n", "\n", "avg / total 0.963035 0.962797 0.962890 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.975849 0.988134 0.981953 13821\n", " 20 0.954241 0.910059 0.931626 3758\n", "\n", "avg / total 0.971229 0.971443 0.971194 17579\n", "\n", "Classification report for turbine 8, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.986764 0.990103 0.988431 15662\n", " 20 0.916845 0.891497 0.903994 1917\n", "\n", "avg / total 0.979140 0.979350 0.979223 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 0.971248 0.993588 0.982291 15129\n", " 20 0.873930 0.920341 0.896535 1996\n", "\n", "avg / total 0.935114 0.959611 0.947185 17579\n", "\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 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 0.828598 0.984343 0.899781 12710\n", " 20 0.906048 0.661077 0.764416 3399\n", "\n", "avg / total 0.774284 0.839524 0.798365 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.107143 0.125000 0.115385 24\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.031250 0.027778 0.029412 144\n", " 13 0.005376 0.006944 0.006061 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.020408 0.013889 0.016529 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.071429 0.020833 0.032258 144\n", " 18 0.009804 0.006944 0.008130 144\n", " 19 0.907027 0.895778 0.901368 11773\n", " 20 0.879533 0.942981 0.910152 4630\n", "\n", "avg / total 0.840386 0.849081 0.844296 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 0.000000 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 0.015385 0.055556 0.024096 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.944834 0.904618 0.924289 13556\n", " 20 0.947733 0.807403 0.871958 3728\n", "\n", "avg / total 0.929625 0.868935 0.897729 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.105263 0.108108 19\n", " 11 0.008264 0.009259 0.008734 108\n", " 12 0.016667 0.018519 0.017544 108\n", " 13 0.007463 0.009259 0.008264 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 0.927150 0.937036 0.932067 14818\n", " 20 0.890771 0.812034 0.849582 1878\n", "\n", "avg / total 0.877012 0.876955 0.876766 17579\n", "\n", "Classification report for turbine 8, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.030303 0.052632 0.038462 19\n", " 11 0.027523 0.027778 0.027650 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 0.011628 0.009259 0.010309 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.010309 0.009259 0.009756 108\n", " 19 0.937466 0.948194 0.942800 14593\n", " 20 0.912130 0.908226 0.910174 2103\n", "\n", "avg / total 0.887682 0.896126 0.891874 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.930490 0.975175 0.952309 14139\n", " 20 0.872872 0.700581 0.777294 3440\n", "\n", "avg / total 0.919215 0.921440 0.918060 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.979802 0.968513 0.974125 12672\n", " 20 0.921037 0.948441 0.934538 4907\n", "\n", "avg / total 0.963398 0.962910 0.963075 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.976779 0.986108 0.981421 13821\n", " 20 0.947049 0.913784 0.930119 3758\n", "\n", "avg / total 0.970424 0.970647 0.970454 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986839 0.990997 0.988914 15662\n", " 20 0.923825 0.892019 0.907643 1917\n", "\n", "avg / total 0.979967 0.980204 0.980051 17579\n", "\n", "Classification report for turbine 8, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990038 0.992607 0.991321 15419\n", " 20 0.946226 0.928704 0.937383 2160\n", "\n", "avg / total 0.984655 0.984755 0.984693 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.931252 0.961878 0.946317 14139\n", " 20 0.818824 0.708140 0.759470 3440\n", "\n", "avg / total 0.909251 0.912225 0.909754 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.972860 0.970249 0.971553 12672\n", " 20 0.923700 0.930100 0.926889 4907\n", "\n", "avg / total 0.959137 0.959042 0.959085 17579\n", "\n", "Classification report for turbine 8, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.975116 0.986687 0.980867 13821\n", " 20 0.948804 0.907398 0.927639 3758\n", "\n", "avg / total 0.969491 0.969737 0.969488 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 0.969475 0.989528 0.979399 15374\n", " 20 0.908320 0.900210 0.904247 1904\n", "\n", "avg / total 0.946251 0.962910 0.954489 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 0.970983 0.983748 0.977324 15137\n", " 20 0.942354 0.921715 0.931920 2146\n", "\n", "avg / total 0.951139 0.959611 0.955325 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.985133 0.934277 0.959031 17589\n", " 20 0.707268 0.918448 0.799142 3041\n", "\n", "avg / total 0.944174 0.931944 0.935462 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 0.935277 0.950914 0.943031 10288\n", " 20 0.945231 0.977129 0.960916 9838\n", "\n", "avg / total 0.917175 0.940184 0.928521 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.059211 0.043269 0.050000 208\n", " 11 0.019608 0.010929 0.014035 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 0.943396 0.962131 0.952672 16214\n", " 20 0.944302 0.897138 0.920116 3704\n", "\n", "avg / total 0.911771 0.917790 0.914576 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.040816 0.033333 0.036697 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 0.976196 0.969695 0.972935 17720\n", " 20 0.895810 0.915845 0.905717 2638\n", "\n", "avg / total 0.953165 0.950121 0.951618 20630\n", "\n", "Classification report for turbine 9, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.150538 0.269231 0.193103 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 0.975743 0.974686 0.975215 17540\n", " 20 0.928391 0.933455 0.930916 2750\n", "\n", "avg / total 0.953730 0.953805 0.953724 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.986057 0.969015 0.977462 17589\n", " 20 0.837070 0.920750 0.876918 3041\n", "\n", "avg / total 0.964096 0.961900 0.962641 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.973246 0.951415 0.962206 10744\n", " 20 0.948455 0.971576 0.959876 9886\n", "\n", "avg / total 0.961366 0.961076 0.961090 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.991295 0.984020 0.987644 16896\n", " 20 0.930016 0.960900 0.945205 3734\n", "\n", "avg / total 0.980204 0.979835 0.979963 20630\n", "\n", "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.988797 0.989128 0.988963 17936\n", " 20 0.927455 0.925390 0.926421 2694\n", "\n", "avg / total 0.980787 0.980805 0.980796 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.991874 0.992820 0.992347 17827\n", " 20 0.954056 0.948270 0.951154 2803\n", "\n", "avg / total 0.986736 0.986767 0.986750 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985411 0.975382 0.980371 17589\n", " 20 0.865528 0.916475 0.890273 3041\n", "\n", "avg / total 0.967739 0.966699 0.967090 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 0.944825 0.949976 0.947394 10455\n", " 20 0.947519 0.970541 0.958892 9878\n", "\n", "avg / total 0.932513 0.946146 0.939260 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 0.988855 0.971532 0.980117 16896\n", " 20 0.942880 0.950455 0.946652 3734\n", "\n", "avg / total 0.980534 0.967717 0.974060 20630\n", "\n", "Classification report for turbine 9, turbine category 4.0\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 0.986875 0.980988 0.983923 17936\n", " 20 0.920314 0.913140 0.916713 2694\n", "\n", "avg / total 0.978183 0.972128 0.975146 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 0.992615 0.987659 0.990131 17827\n", " 20 0.946638 0.949340 0.947987 2803\n", "\n", "avg / total 0.986368 0.982453 0.984405 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", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.972062 0.975212 0.973634 17589\n", " 20 0.856025 0.827031 0.841278 3041\n", "\n", "avg / total 0.954957 0.953369 0.954124 20630\n", "\n", "Classification report for turbine 9, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.357143 0.098039 0.153846 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 0.907451 0.950067 0.928270 10434\n", " 20 0.938173 0.909388 0.923556 9778\n", "\n", "avg / total 0.905392 0.912021 0.907988 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 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 0.973408 0.970307 0.971855 16637\n", " 20 0.923569 0.937551 0.930507 3699\n", "\n", "avg / total 0.950600 0.950606 0.950591 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 0.986800 0.971120 0.978897 17936\n", " 20 0.892285 0.888641 0.890459 2694\n", "\n", "avg / total 0.974457 0.960349 0.967348 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 0.981588 0.987370 0.984470 17656\n", " 20 0.891320 0.907820 0.899495 2647\n", "\n", "avg / total 0.954447 0.961512 0.957963 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.985433 0.980727 0.983074 17589\n", " 20 0.891520 0.916146 0.903665 3041\n", "\n", "avg / total 0.971589 0.971207 0.971369 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 0.970529 0.948476 0.959376 10694\n", " 20 0.922291 0.973556 0.947230 9643\n", "\n", "avg / total 0.934197 0.946728 0.940073 20630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.970938 0.984157 0.977503 16600\n", " 20 0.937400 0.942421 0.939904 3734\n", "\n", "avg / total 0.950937 0.962482 0.956672 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 0.088235 0.027778 0.042254 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.088889 0.037037 0.052288 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 0.948792 0.974770 0.961606 17202\n", " 20 0.826245 0.905217 0.863930 2511\n", "\n", "avg / total 0.892630 0.923316 0.907469 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 0.000000 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 0.957470 0.958968 0.958219 17255\n", " 20 0.892199 0.909617 0.900823 2766\n", "\n", "avg / total 0.920454 0.924043 0.922237 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.985946 0.977202 0.981554 17589\n", " 20 0.874570 0.919434 0.896441 3041\n", "\n", "avg / total 0.969529 0.968686 0.969008 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.973717 0.951694 0.962579 10744\n", " 20 0.948761 0.972082 0.960280 9886\n", "\n", "avg / total 0.961758 0.961464 0.961477 20630\n", "\n", "Classification report for turbine 9, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.986989 0.987749 0.987369 16896\n", " 20 0.944370 0.941082 0.942723 3734\n", "\n", "avg / total 0.979275 0.979302 0.979288 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 0.936749 0.988552 0.961954 17034\n", " 20 0.801055 0.901229 0.848195 2359\n", "\n", "avg / total 0.865064 0.919292 0.891266 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 0.028571 0.005988 0.009901 167\n", " 16 0.136364 0.020833 0.036145 144\n", " 17 0.076923 0.006944 0.012739 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.925156 0.967643 0.945923 16658\n", " 20 0.742972 0.907267 0.816941 2243\n", "\n", "avg / total 0.829531 0.880223 0.853043 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.156250 0.006790 0.013015 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 0.921964 0.908815 0.915342 15496\n", " 20 0.614770 0.803828 0.696701 2299\n", "\n", "avg / total 0.777764 0.772952 0.766583 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.181165 0.630556 0.281463 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 0.000000 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 0.882483 0.899479 0.890900 10177\n", " 20 0.911785 0.846679 0.878027 9229\n", "\n", "avg / total 0.846395 0.833495 0.837195 20630\n", "\n", "Classification report for turbine 9, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.002000 0.029412 0.003745 68\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.031579 0.041667 0.035928 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 0.954017 0.943160 0.948557 16432\n", " 20 0.854708 0.592572 0.699900 3554\n", "\n", "avg / total 0.907244 0.853563 0.876247 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 0.981656 0.951773 0.966484 17936\n", " 20 0.864627 0.765776 0.812205 2694\n", "\n", "avg / total 0.966374 0.927484 0.946337 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 0.000000 0.000000 0.000000 123\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.024390 0.009259 0.013423 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.018868 0.009259 0.012422 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.940616 0.970656 0.955400 16971\n", " 20 0.890476 0.900704 0.895561 2699\n", "\n", "avg / total 0.890512 0.916432 0.903248 20630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.985679 0.962590 0.973998 17589\n", " 20 0.809441 0.919106 0.860795 3041\n", "\n", "avg / total 0.959700 0.956180 0.957311 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.975549 0.954393 0.964855 10744\n", " 20 0.951576 0.974004 0.962659 9886\n", "\n", "avg / total 0.964061 0.963791 0.963803 20630\n", "\n", "Classification report for turbine 9, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991447 0.987926 0.989683 16896\n", " 20 0.946231 0.961435 0.953773 3734\n", "\n", "avg / total 0.983263 0.983131 0.983184 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 0.979350 0.988898 0.984101 17745\n", " 20 0.882006 0.933281 0.906919 2563\n", "\n", "avg / total 0.951971 0.966554 0.959152 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 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 0.991793 0.989735 0.990763 17827\n", " 20 0.940527 0.942205 0.941365 2803\n", "\n", "avg / total 0.984828 0.983277 0.984051 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.093464 0.560784 0.160224 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 0.000000 0.000000 0.000000 72\n", " 19 0.937736 0.879537 0.907705 16918\n", " 20 0.796661 0.813779 0.805129 2932\n", "\n", "avg / total 0.883387 0.843868 0.860787 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 0.963224 0.928797 0.945697 10744\n", " 20 0.961114 0.802549 0.874704 9886\n", "\n", "avg / total 0.962213 0.868299 0.911677 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 0.000000 0.000000 0.000000 72\n", " 16 0.022222 0.013889 0.017094 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 77\n", " 19 0.953229 0.948716 0.950967 16477\n", " 20 0.865047 0.899270 0.881827 3564\n", "\n", "avg / total 0.910857 0.913136 0.911932 20630\n", "\n", "Classification report for turbine 9, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.018868 0.003367 0.005714 297\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 0.017544 0.014925 0.016129 67\n", " 19 0.958046 0.964415 0.961220 17451\n", " 20 0.763884 0.874946 0.815651 2311\n", "\n", "avg / total 0.896315 0.913912 0.904605 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 0.988780 0.963987 0.976226 17827\n", " 20 0.939832 0.880485 0.909191 2803\n", "\n", "avg / total 0.982130 0.952642 0.967118 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.465932 0.860580 0.604550 1621\n", " 11 0.018509 0.468182 0.035609 220\n", " 12 0.005783 0.077778 0.010765 180\n", " 13 0.007059 0.050000 0.012371 180\n", " 14 0.001172 0.005556 0.001936 180\n", " 15 0.005348 0.027778 0.008969 180\n", " 16 0.007109 0.016667 0.009967 180\n", " 17 0.003236 0.005917 0.004184 169\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.929120 0.293124 0.445651 16099\n", " 20 0.618357 0.173324 0.270756 1477\n", "\n", "avg / total 0.806392 0.315366 0.415457 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.848949 0.682419 0.756629 8697\n", " 11 0.007339 0.007313 0.007326 547\n", " 12 0.005695 0.014286 0.008143 350\n", " 13 0.002618 0.003472 0.002985 288\n", " 14 0.029268 0.022472 0.025424 267\n", " 15 0.000000 0.000000 0.000000 223\n", " 16 0.008299 0.009346 0.008791 214\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.006579 0.005556 0.006024 180\n", " 19 0.645724 0.750068 0.693996 7358\n", " 20 0.498261 0.492691 0.495460 2326\n", "\n", "avg / total 0.645227 0.611682 0.623206 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.086241 0.527578 0.148248 417\n", " 11 0.029412 0.039841 0.033841 502\n", " 12 0.031429 0.026442 0.028721 416\n", " 13 0.019939 0.036932 0.025896 352\n", " 14 0.031429 0.038194 0.034483 288\n", " 15 0.004739 0.003861 0.004255 259\n", " 16 0.010610 0.015873 0.012719 252\n", " 17 0.004184 0.004292 0.004237 233\n", " 18 0.004149 0.004630 0.004376 216\n", " 19 0.830943 0.782505 0.805997 14290\n", " 20 0.910644 0.407048 0.562614 3405\n", "\n", "avg / total 0.730032 0.622879 0.656783 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 0.418367 0.738000 0.534009 1000\n", " 11 0.068966 0.051844 0.059192 1003\n", " 12 0.036660 0.021557 0.027149 835\n", " 13 0.055684 0.031579 0.040302 760\n", " 14 0.052632 0.021038 0.030060 713\n", " 15 0.079470 0.035088 0.048682 684\n", " 16 0.039267 0.022222 0.028382 675\n", " 17 0.038348 0.021207 0.027311 613\n", " 18 0.034483 0.019164 0.024636 574\n", " 19 0.694653 0.817924 0.751265 12341\n", " 20 0.591085 0.425978 0.495130 1432\n", "\n", "avg / total 0.491580 0.562967 0.520206 20630\n", "\n", "Classification report for turbine 9, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.516667 0.632175 0.568614 1324\n", " 11 0.082102 0.079745 0.080906 1254\n", " 12 0.073638 0.045455 0.056211 1100\n", " 13 0.083179 0.043817 0.057398 1027\n", " 14 0.047934 0.031453 0.037983 922\n", " 15 0.050000 0.032258 0.039216 899\n", " 16 0.029070 0.024184 0.026403 827\n", " 17 0.023121 0.015504 0.018561 774\n", " 18 0.032751 0.021097 0.025663 711\n", " 19 0.586716 0.712409 0.643482 10428\n", " 20 0.616038 0.478739 0.538779 1364\n", "\n", "avg / total 0.391002 0.446873 0.414199 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.985716 0.961226 0.973317 17589\n", " 20 0.803910 0.919434 0.857800 3041\n", "\n", "avg / total 0.958917 0.955065 0.956289 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.973541 0.952066 0.962684 10744\n", " 20 0.949126 0.971879 0.960368 9886\n", "\n", "avg / total 0.961841 0.961561 0.961574 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.991915 0.987571 0.989738 16896\n", " 20 0.944853 0.963578 0.954124 3734\n", "\n", "avg / total 0.983397 0.983228 0.983292 20630\n", "\n", "Classification report for turbine 9, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.989501 0.987846 0.988673 17936\n", " 20 0.919971 0.930215 0.925065 2694\n", "\n", "avg / total 0.980421 0.980320 0.980366 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 0.976104 0.991679 0.983830 17547\n", " 20 0.942918 0.947991 0.945448 2788\n", "\n", "avg / total 0.957661 0.971595 0.964575 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.021277 0.078947 0.033520 38\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.014583 0.032407 0.020115 216\n", " 13 0.004687 0.013889 0.007009 216\n", " 14 0.003297 0.013889 0.005329 216\n", " 15 0.023346 0.027778 0.025370 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 0.879190 0.798356 0.836825 15934\n", " 20 0.798872 0.821502 0.810029 2930\n", "\n", "avg / total 0.793041 0.734367 0.762051 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 0.920942 0.895570 0.908079 10744\n", " 20 0.953743 0.863443 0.906350 9886\n", "\n", "avg / total 0.936660 0.880175 0.907250 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 0.000000 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 0.011765 0.018519 0.014388 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.026316 0.018519 0.021739 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.932465 0.928625 0.930541 16028\n", " 20 0.927380 0.926882 0.927131 3720\n", "\n", "avg / total 0.891881 0.888803 0.890331 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.083333 0.051282 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 0.008621 0.013889 0.010638 72\n", " 15 0.005525 0.013889 0.007905 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.007143 0.013889 0.009434 72\n", " 19 0.951588 0.927655 0.939469 17375\n", " 20 0.905698 0.846269 0.874976 2667\n", "\n", "avg / total 0.918629 0.890887 0.904482 20630\n", "\n", "Classification report for turbine 9, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.083333 0.076923 12\n", " 11 0.010526 0.013889 0.011976 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.008065 0.013889 0.010204 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 0.957947 0.940014 0.948896 17254\n", " 20 0.926612 0.932927 0.929759 2788\n", "\n", "avg / total 0.926515 0.912409 0.919386 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986134 0.978509 0.982307 17589\n", " 20 0.881020 0.920421 0.900289 3041\n", "\n", "avg / total 0.970640 0.969947 0.970217 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.977351 0.951880 0.964447 10744\n", " 20 0.949144 0.976027 0.962398 9886\n", "\n", "avg / total 0.963834 0.963451 0.963465 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990443 0.987512 0.988975 16896\n", " 20 0.944239 0.956883 0.950519 3734\n", "\n", "avg / total 0.982080 0.981968 0.982015 20630\n", "\n", "Classification report for turbine 9, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989849 0.989518 0.989684 17936\n", " 20 0.930370 0.932442 0.931405 2694\n", "\n", "avg / total 0.982082 0.982065 0.982073 20630\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 0.992025 0.990800 0.991412 17827\n", " 20 0.941947 0.949340 0.945629 2803\n", "\n", "avg / total 0.985221 0.985167 0.985192 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.968552 0.964808 0.966676 17589\n", " 20 0.800901 0.818810 0.809756 3041\n", "\n", "avg / total 0.943839 0.943286 0.943545 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.974807 0.950763 0.962635 10744\n", " 20 0.947887 0.973296 0.960423 9886\n", "\n", "avg / total 0.961907 0.961561 0.961575 20630\n", "\n", "Classification report for turbine 9, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.989282 0.988814 0.989048 16896\n", " 20 0.949492 0.951527 0.950508 3734\n", "\n", "avg / total 0.982080 0.982065 0.982072 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 0.848446 0.988622 0.913186 15380\n", " 20 0.767811 0.936094 0.843642 2222\n", "\n", "avg / total 0.715229 0.837857 0.771661 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 0.988699 0.932406 0.959727 17827\n", " 20 0.933881 0.891902 0.912409 2803\n", "\n", "avg / total 0.981251 0.926903 0.953298 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 0.982384 0.746439 0.848311 19798\n", " 20 0.668750 0.679531 0.674097 2047\n", "\n", "avg / total 0.952995 0.740169 0.831986 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 0.982420 0.951921 0.966930 18844\n", " 20 0.867470 0.719760 0.786742 3001\n", "\n", "avg / total 0.966628 0.920027 0.942176 21845\n", "\n", "Classification report for turbine 10, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.084034 0.069930 0.076336 143\n", " 11 0.047619 0.041667 0.044444 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 38\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 0.951998 0.953998 0.952997 14282\n", " 20 0.910205 0.894729 0.902401 7058\n", "\n", "avg / total 0.917194 0.913390 0.915265 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 0.996394 0.976672 0.986434 21219\n", " 20 0.720488 0.848243 0.779164 626\n", "\n", "avg / total 0.988488 0.972992 0.980495 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 0.997532 0.990389 0.993948 21225\n", " 20 0.825702 0.901613 0.861989 620\n", "\n", "avg / total 0.992656 0.987869 0.990202 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 0.968601 0.967707 0.968154 19509\n", " 20 0.716653 0.827366 0.768040 2039\n", "\n", "avg / total 0.931915 0.941451 0.936313 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 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 0.953969 0.984756 0.969118 18499\n", " 20 0.884842 0.820539 0.851478 2931\n", "\n", "avg / total 0.926571 0.944015 0.934923 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 0.915408 0.951831 0.933264 14200\n", " 20 0.926725 0.866539 0.895622 7283\n", "\n", "avg / total 0.904012 0.907622 0.905249 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.995671 0.975588 0.985527 21219\n", " 20 0.693122 0.837061 0.758321 626\n", "\n", "avg / total 0.987001 0.971618 0.979016 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 0.997992 0.983604 0.990746 21225\n", " 20 0.811533 0.930645 0.867017 620\n", "\n", "avg / total 0.992700 0.982101 0.987234 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.981324 0.905041 0.941640 19798\n", " 20 0.475739 0.833415 0.605716 2047\n", "\n", "avg / total 0.933948 0.898329 0.910162 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989234 0.989864 0.989549 18844\n", " 20 0.936099 0.932356 0.934224 3001\n", "\n", "avg / total 0.981935 0.981964 0.981949 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.978738 0.970471 0.974587 14562\n", " 20 0.941939 0.957847 0.949826 7283\n", "\n", "avg / total 0.966470 0.966262 0.966332 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995830 0.990292 0.993053 21219\n", " 20 0.723118 0.859425 0.785401 626\n", "\n", "avg / total 0.988015 0.986542 0.987102 21845\n", "\n", "Classification report for turbine 10, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.998202 0.993828 0.996010 21225\n", " 20 0.816269 0.938710 0.873218 620\n", "\n", "avg / total 0.993038 0.992264 0.992525 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.024390 0.002037 0.003759 491\n", " 11 0.028369 0.007782 0.012214 514\n", " 12 0.000000 0.000000 0.000000 375\n", " 13 0.025641 0.009934 0.014320 302\n", " 14 0.050000 0.007547 0.013115 265\n", " 15 0.033333 0.003968 0.007092 252\n", " 16 0.039216 0.007937 0.013201 252\n", " 17 0.011696 0.007937 0.009456 252\n", " 18 0.027778 0.007937 0.012346 252\n", " 19 0.854027 0.926584 0.888827 17326\n", " 20 0.477963 0.714194 0.572674 1564\n", "\n", "avg / total 0.715046 0.786816 0.747174 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 0.975437 0.952558 0.963862 18844\n", " 20 0.902319 0.791070 0.843040 3001\n", "\n", "avg / total 0.965393 0.930373 0.947264 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 0.963195 0.936944 0.949888 14273\n", " 20 0.945853 0.943383 0.944616 7277\n", "\n", "avg / total 0.944411 0.926436 0.935305 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 0.996214 0.979735 0.987906 21219\n", " 20 0.697174 0.827476 0.756757 626\n", "\n", "avg / total 0.987645 0.975372 0.981282 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 0.997859 0.988316 0.993065 21225\n", " 20 0.755039 0.785484 0.769960 620\n", "\n", "avg / total 0.990968 0.982559 0.986733 21845\n", "\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 32\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 43\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 0.002370 0.027778 0.004367 36\n", " 18 0.002532 0.027778 0.004640 36\n", " 19 0.955927 0.780409 0.859297 19427\n", " 20 0.630947 0.676573 0.652964 2019\n", "\n", "avg / total 0.908439 0.756649 0.824546 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 0.985536 0.965400 0.975364 18844\n", " 20 0.871392 0.794735 0.831300 3001\n", "\n", "avg / total 0.969855 0.941955 0.955573 21845\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 0.000000 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 0.027778 0.013889 0.018519 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 0.938604 0.968746 0.953437 13982\n", " 20 0.941905 0.942165 0.942035 7262\n", "\n", "avg / total 0.913970 0.933303 0.923477 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 0.996100 0.974881 0.985376 21219\n", " 20 0.722071 0.846645 0.779412 626\n", "\n", "avg / total 0.988247 0.971206 0.979474 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 0.984366 0.986294 0.985329 20939\n", " 20 0.786567 0.873964 0.827965 603\n", "\n", "avg / total 0.965253 0.969512 0.967318 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 0.981842 0.898576 0.938365 19798\n", " 20 0.570470 0.788959 0.662157 2047\n", "\n", "avg / total 0.943294 0.888304 0.912483 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 0.980543 0.978826 0.979684 18844\n", " 20 0.907354 0.838720 0.871688 3001\n", "\n", "avg / total 0.970489 0.959579 0.964848 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 0.967069 0.961956 0.964506 14562\n", " 20 0.932070 0.877935 0.904193 7283\n", "\n", "avg / total 0.955401 0.933944 0.944398 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 0.937803 0.987492 0.962006 19987\n", " 20 0.642366 0.858456 0.734854 544\n", "\n", "avg / total 0.874036 0.924880 0.898484 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 23\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.009434 0.013889 0.011236 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 0.972422 0.954420 0.963337 20689\n", " 20 0.734663 0.859964 0.792390 557\n", "\n", "avg / total 0.939726 0.925887 0.932600 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.023810 0.025316 42\n", " 11 0.057377 0.048611 0.052632 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.003509 0.013889 0.005602 144\n", " 14 0.041534 0.090278 0.056893 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.008000 0.013889 0.010152 144\n", " 18 0.010526 0.006944 0.008368 144\n", " 19 0.937883 0.879745 0.907884 18810\n", " 20 0.653649 0.763715 0.704409 1841\n", "\n", "avg / total 0.863515 0.823072 0.842043 21845\n", "\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.462222 0.304094 0.366843 342\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.006873 0.027778 0.011019 72\n", " 13 0.022222 0.097222 0.036176 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 0.949635 0.930718 0.940081 18172\n", " 20 0.761421 0.655977 0.704777 2744\n", "\n", "avg / total 0.892940 0.861799 0.876444 21845\n", "\n", "Classification report for turbine 10, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.079545 0.022013 0.034483 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 0.938428 0.917072 0.927627 14193\n", " 20 0.864164 0.871171 0.867654 6660\n", "\n", "avg / total 0.875488 0.862074 0.868222 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 0.000000 0.000000 0.000000 10\n", " 11 0.036585 0.053571 0.043478 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 0.981677 0.968300 0.974943 20915\n", " 20 0.657593 0.806678 0.724546 569\n", "\n", "avg / total 0.957107 0.948226 0.952421 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 0.008621 0.005556 0.006757 180\n", " 12 0.021739 0.005556 0.008850 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.018868 0.005556 0.008584 180\n", " 15 0.014925 0.005556 0.008097 180\n", " 16 0.011494 0.005556 0.007491 180\n", " 17 0.021739 0.011561 0.015094 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.935957 0.966725 0.951092 19925\n", " 20 0.495948 0.698630 0.580095 438\n", "\n", "avg / total 0.864434 0.896086 0.879577 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.984699 0.952419 0.968290 19798\n", " 20 0.650593 0.856864 0.739616 2047\n", "\n", "avg / total 0.953391 0.943465 0.946862 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 0.967154 0.989217 0.978061 18455\n", " 20 0.909060 0.922735 0.915847 2925\n", "\n", "avg / total 0.938788 0.959258 0.948911 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", " 19 0.977032 0.964016 0.970480 14562\n", " 20 0.948153 0.951668 0.949907 7283\n", "\n", "avg / total 0.967404 0.959899 0.963622 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 0.995691 0.980065 0.987816 21219\n", " 20 0.707880 0.832268 0.765051 626\n", "\n", "avg / total 0.987443 0.975830 0.981433 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 0.997436 0.989729 0.993568 21225\n", " 20 0.827485 0.912903 0.868098 620\n", "\n", "avg / total 0.992613 0.987549 0.990007 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.098958 0.256757 0.142857 222\n", " 11 0.066298 0.108499 0.082305 553\n", " 12 0.048135 0.074074 0.058352 540\n", " 13 0.027858 0.053903 0.036732 538\n", " 14 0.017691 0.037698 0.024081 504\n", " 15 0.008264 0.015873 0.010870 504\n", " 16 0.023991 0.046122 0.031564 477\n", " 17 0.017241 0.021368 0.019084 468\n", " 18 0.020325 0.032051 0.024876 468\n", " 19 0.792655 0.650224 0.714410 15833\n", " 20 0.534637 0.377445 0.442496 1738\n", "\n", "avg / total 0.623530 0.513207 0.561321 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.012442 0.055172 0.020305 145\n", " 11 0.033101 0.074219 0.045783 256\n", " 12 0.019920 0.039683 0.026525 252\n", " 13 0.007317 0.011905 0.009063 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.013283 0.027778 0.017972 252\n", " 16 0.003774 0.003968 0.003868 252\n", " 17 0.030588 0.052846 0.038748 246\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.897326 0.837730 0.866504 16984\n", " 20 0.807711 0.604456 0.691456 2738\n", "\n", "avg / total 0.800213 0.729870 0.762123 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.072025 0.450980 0.124212 153\n", " 11 0.011194 0.025862 0.015625 116\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.006173 0.009259 0.007407 108\n", " 14 0.002268 0.009259 0.003643 108\n", " 15 0.002674 0.009259 0.004149 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.011494 0.018519 0.014184 108\n", " 18 0.004202 0.009259 0.005780 108\n", " 19 0.912659 0.851557 0.881050 13682\n", " 20 0.945261 0.810451 0.872681 7138\n", "\n", "avg / total 0.881185 0.801740 0.838102 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.606838 0.645455 0.625551 110\n", " 11 0.044444 0.083333 0.057971 144\n", " 12 0.007491 0.016129 0.010230 124\n", " 13 0.004167 0.009259 0.005747 108\n", " 14 0.014124 0.046296 0.021645 108\n", " 15 0.008511 0.018519 0.011662 108\n", " 16 0.003534 0.009259 0.005115 108\n", " 17 0.000000 0.000000 0.000000 84\n", " 18 0.018382 0.069444 0.029070 72\n", " 19 0.958706 0.893525 0.924969 20371\n", " 20 0.649123 0.728346 0.686456 508\n", "\n", "avg / total 0.912714 0.854704 0.882424 21845\n", "\n", "Classification report for turbine 10, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.007812 0.021739 0.011494 46\n", " 11 0.002976 0.013889 0.004902 72\n", " 12 0.004049 0.013889 0.006270 72\n", " 13 0.005155 0.013889 0.007519 72\n", " 14 0.003937 0.013889 0.006135 72\n", " 15 0.004405 0.013889 0.006689 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 0.973467 0.903607 0.937237 20707\n", " 20 0.677632 0.798450 0.733096 516\n", "\n", "avg / total 0.938845 0.875669 0.905857 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.706579 0.710317 0.708443 756\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.030303 0.069444 0.042194 72\n", " 13 0.004587 0.013889 0.006897 72\n", " 14 0.008811 0.027778 0.013378 72\n", " 15 0.006849 0.041667 0.011765 72\n", " 16 0.006270 0.027778 0.010230 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.003030 0.013889 0.004975 72\n", " 19 0.952282 0.838715 0.891898 19202\n", " 20 0.521003 0.633867 0.571920 1311\n", "\n", "avg / total 0.892984 0.800504 0.843124 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.817708 0.524791 0.639294 1795\n", " 11 0.081218 0.141593 0.103226 339\n", " 12 0.015660 0.023810 0.018893 294\n", " 13 0.007299 0.003472 0.004706 288\n", " 14 0.029126 0.010417 0.015345 288\n", " 15 0.024691 0.013889 0.017778 288\n", " 16 0.016949 0.003472 0.005764 288\n", " 17 0.019608 0.003472 0.005900 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.868758 0.926514 0.896707 16561\n", " 20 0.528582 0.664007 0.588605 1128\n", "\n", "avg / total 0.755861 0.782788 0.765239 21845\n", "\n", "Classification report for turbine 10, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.001974 0.069767 0.003839 86\n", " 11 0.001669 0.013889 0.002981 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 0.019417 0.027778 0.022857 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 0.916605 0.869921 0.892653 14176\n", " 20 0.870922 0.438133 0.582985 7007\n", "\n", "avg / total 0.874252 0.705470 0.766373 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 0.994643 0.918799 0.955218 21219\n", " 20 0.670279 0.691693 0.680818 626\n", "\n", "avg / total 0.985348 0.912291 0.947355 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 0.006944 0.027778 0.011111 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 0.983903 0.954717 0.969090 20935\n", " 20 0.736031 0.619125 0.672535 617\n", "\n", "avg / total 0.963716 0.932479 0.947734 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 0.980484 0.951611 0.965832 19798\n", " 20 0.696855 0.811920 0.750000 2047\n", "\n", "avg / total 0.953906 0.938521 0.945607 21845\n", "\n", "Classification report for turbine 10, 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", " 19 0.978747 0.982435 0.980587 18844\n", " 20 0.904679 0.863379 0.883546 3001\n", "\n", "avg / total 0.968572 0.966079 0.967256 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 0.976895 0.972669 0.974777 14562\n", " 20 0.946981 0.954002 0.950479 7283\n", "\n", "avg / total 0.966922 0.966445 0.966676 21845\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", " 19 0.995921 0.989585 0.992743 21219\n", " 20 0.719839 0.857827 0.782799 626\n", "\n", "avg / total 0.988010 0.985809 0.986727 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 0.998108 0.994111 0.996105 21225\n", " 20 0.829757 0.935484 0.879454 620\n", "\n", "avg / total 0.993330 0.992447 0.992795 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.230769 0.048387 0.080000 62\n", " 11 0.000000 0.000000 0.000000 360\n", " 12 0.000000 0.000000 0.000000 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.080000 0.005556 0.010390 360\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.052632 0.002959 0.005602 338\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.856370 0.949479 0.900524 17181\n", " 20 0.568250 0.829846 0.674575 1816\n", "\n", "avg / total 0.723559 0.816022 0.764822 21845\n", "\n", "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 0.014388 0.083333 0.024540 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.002933 0.013889 0.004843 72\n", " 14 0.003077 0.013889 0.005038 72\n", " 15 0.003195 0.013889 0.005195 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 0.944365 0.861365 0.900957 18307\n", " 20 0.877574 0.779736 0.825767 2951\n", "\n", "avg / total 0.910044 0.827604 0.866721 21845\n", "\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010870 0.083333 0.019231 24\n", " 11 0.017794 0.034722 0.023529 144\n", " 12 0.034483 0.027778 0.030769 144\n", " 13 0.007905 0.013889 0.010076 144\n", " 14 0.005556 0.013889 0.007937 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.006211 0.006944 0.006557 144\n", " 18 0.010526 0.006944 0.008368 144\n", " 19 0.900101 0.852794 0.875809 13566\n", " 20 0.928978 0.826834 0.874935 7103\n", "\n", "avg / total 0.861590 0.799222 0.828973 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 0.040000 0.058824 0.047619 17\n", " 11 0.003311 0.009259 0.004878 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004484 0.009259 0.006042 108\n", " 14 0.005236 0.009259 0.006689 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.022422 0.046296 0.030211 108\n", " 17 0.004926 0.009259 0.006431 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.955662 0.909783 0.932159 20351\n", " 20 0.698895 0.825449 0.756918 613\n", "\n", "avg / total 0.910146 0.871183 0.889953 21845\n", "\n", "Classification report for turbine 10, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.009709 0.027778 0.014388 144\n", " 12 0.003289 0.006944 0.004464 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.019608 0.027778 0.022989 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.011111 0.020833 0.014493 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.011765 0.013889 0.012739 144\n", " 19 0.942981 0.902787 0.922446 20059\n", " 20 0.786364 0.850820 0.817323 610\n", "\n", "avg / total 0.888209 0.853376 0.870307 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.982621 0.971007 0.976780 19798\n", " 20 0.748356 0.833903 0.788817 2047\n", "\n", "avg / total 0.960669 0.958160 0.959166 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.988761 0.989758 0.989259 18844\n", " 20 0.935278 0.929357 0.932308 3001\n", "\n", "avg / total 0.981414 0.981460 0.981436 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983190 0.976034 0.979599 14562\n", " 20 0.952768 0.966635 0.959651 7283\n", "\n", "avg / total 0.973048 0.972900 0.972948 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.996395 0.989820 0.993097 21219\n", " 20 0.718016 0.878594 0.790230 626\n", "\n", "avg / total 0.988417 0.986633 0.987283 21845\n", "\n", "Classification report for turbine 10, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.998296 0.993781 0.996033 21225\n", " 20 0.815642 0.941935 0.874251 620\n", "\n", "avg / total 0.993112 0.992309 0.992577 21845\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.981222 0.968633 0.974887 19798\n", " 20 0.730117 0.820713 0.772769 2047\n", "\n", "avg / total 0.957692 0.954772 0.955947 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.984856 0.986999 0.985926 18844\n", " 20 0.917230 0.904698 0.910921 3001\n", "\n", "avg / total 0.975565 0.975692 0.975622 21845\n", "\n", "Classification report for turbine 10, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.984231 0.977270 0.980738 14562\n", " 20 0.955185 0.968694 0.961892 7283\n", "\n", "avg / total 0.974548 0.974411 0.974455 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 0.984275 0.991649 0.987948 20956\n", " 20 0.710383 0.884354 0.787879 588\n", "\n", "avg / total 0.963341 0.975097 0.968950 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 0.987952 0.986825 0.987388 21024\n", " 20 0.714939 0.889943 0.792899 527\n", "\n", "avg / total 0.968070 0.971206 0.969407 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 0.975108 0.989869 0.982433 16582\n", " 20 0.893055 0.902365 0.897686 3933\n", "\n", "avg / total 0.945914 0.959437 0.952627 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 0.966258 0.815622 0.884573 18538\n", " 20 0.275335 0.672634 0.390729 1955\n", "\n", "avg / total 0.886758 0.789878 0.824823 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 0.954202 0.972512 0.963270 13497\n", " 20 0.957653 0.770315 0.853829 7310\n", "\n", "avg / total 0.955414 0.901475 0.924821 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 0.962208 0.981028 0.971527 18712\n", " 20 0.794723 0.688022 0.737534 1795\n", "\n", "avg / total 0.933886 0.941606 0.937333 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 0.988897 0.987702 0.988299 19027\n", " 20 0.917668 0.857865 0.886760 1780\n", "\n", "avg / total 0.982804 0.976594 0.979613 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 0.968789 0.924685 0.946223 16650\n", " 20 0.945868 0.870099 0.906403 4157\n", "\n", "avg / total 0.964210 0.913779 0.938268 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 0.971176 0.964767 0.967961 18789\n", " 20 0.764737 0.707136 0.734809 2018\n", "\n", "avg / total 0.951154 0.939780 0.945348 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 0.000000 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 0.934000 0.950434 0.942146 13356\n", " 20 0.941124 0.881967 0.910586 7159\n", "\n", "avg / total 0.923344 0.913539 0.918065 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 0.973919 0.976892 0.975403 18998\n", " 20 0.824134 0.709784 0.762697 1809\n", "\n", "avg / total 0.960896 0.953669 0.956910 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 0.987649 0.987649 0.987649 19027\n", " 20 0.908201 0.833708 0.869361 1780\n", "\n", "avg / total 0.980852 0.974480 0.977530 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979931 0.985345 0.982631 16650\n", " 20 0.939975 0.919172 0.929458 4157\n", "\n", "avg / total 0.971948 0.972125 0.972007 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979127 0.983661 0.981389 18789\n", " 20 0.841015 0.804757 0.822487 2018\n", "\n", "avg / total 0.965732 0.966309 0.965977 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.947956 0.981107 0.964247 13497\n", " 20 0.962708 0.900547 0.930591 7310\n", "\n", "avg / total 0.953139 0.952804 0.952423 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.976770 0.984893 0.980815 18998\n", " 20 0.826166 0.754008 0.788439 1809\n", "\n", "avg / total 0.963676 0.964820 0.964089 20807\n", "\n", "Classification report for turbine 11, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988756 0.993693 0.991219 19027\n", " 20 0.928783 0.879213 0.903319 1780\n", "\n", "avg / total 0.983626 0.983900 0.983699 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 0.977077 0.931832 0.953918 16650\n", " 20 0.949004 0.778927 0.855595 4157\n", "\n", "avg / total 0.971468 0.901283 0.934274 20807\n", "\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.003968 0.007576 252\n", " 11 0.000000 0.000000 0.000000 292\n", " 12 0.045455 0.003968 0.007299 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 183\n", " 16 0.224490 0.061111 0.096070 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.884153 0.969958 0.925070 17043\n", " 20 0.701105 0.707752 0.704413 1793\n", "\n", "avg / total 0.788127 0.856106 0.819437 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 6\n", " 11 0.016667 0.027778 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 0.000000 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 0.020408 0.027778 0.023529 36\n", " 19 0.900421 0.905465 0.902936 13212\n", " 20 0.943773 0.834543 0.885804 7301\n", "\n", "avg / total 0.902975 0.867881 0.884243 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 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.979570 0.943889 0.961398 18998\n", " 20 0.818643 0.713654 0.762552 1809\n", "\n", "avg / total 0.965578 0.923872 0.944110 20807\n", "\n", "Classification report for turbine 11, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.028571 0.032258 0.030303 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 0.979182 0.957688 0.968316 18860\n", " 20 0.834234 0.853194 0.843608 1628\n", "\n", "avg / total 0.952872 0.934878 0.943758 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.982783 0.987387 0.985080 16650\n", " 20 0.948517 0.930719 0.939534 4157\n", "\n", "avg / total 0.975937 0.976066 0.975980 20807\n", "\n", "Classification report for turbine 11, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.977182 0.982383 0.979776 18789\n", " 20 0.827424 0.786422 0.806402 2018\n", "\n", "avg / total 0.962658 0.963378 0.962961 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 0.931044 0.980014 0.954902 13309\n", " 20 0.909091 0.891132 0.900022 6935\n", "\n", "avg / total 0.898535 0.923872 0.910772 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 0.958218 0.981182 0.969564 18652\n", " 20 0.792872 0.668746 0.725538 1763\n", "\n", "avg / total 0.926155 0.936223 0.930621 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 0.988743 0.987912 0.988327 19027\n", " 20 0.913201 0.851124 0.881070 1780\n", "\n", "avg / total 0.982281 0.976210 0.979152 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.978861 0.987327 0.983076 16650\n", " 20 0.947421 0.914602 0.930722 4157\n", "\n", "avg / total 0.972580 0.972798 0.972616 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.978400 0.983607 0.980997 18789\n", " 20 0.839416 0.797820 0.818089 2018\n", "\n", "avg / total 0.964921 0.965589 0.965197 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.959043 0.976736 0.967808 13497\n", " 20 0.955530 0.922982 0.938974 7310\n", "\n", "avg / total 0.957809 0.957851 0.957678 20807\n", "\n", "Classification report for turbine 11, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.977694 0.985156 0.981411 18998\n", " 20 0.830529 0.763958 0.795854 1809\n", "\n", "avg / total 0.964899 0.965925 0.965278 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 0.893240 0.995803 0.941737 17157\n", " 20 0.404762 0.845771 0.547504 804\n", "\n", "avg / total 0.752187 0.853799 0.797692 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 0.906485 0.979672 0.941659 15594\n", " 20 0.709454 0.790303 0.747699 3238\n", "\n", "avg / total 0.789780 0.857212 0.822092 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 0.974506 0.937889 0.955847 18789\n", " 20 0.760943 0.559960 0.645161 2018\n", "\n", "avg / total 0.953794 0.901235 0.925715 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 0.945725 0.924354 0.934917 13497\n", " 20 0.949349 0.828181 0.884635 7310\n", "\n", "avg / total 0.946998 0.890566 0.917252 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 0.005319 0.010989 0.007168 91\n", " 11 0.000000 0.000000 0.000000 226\n", " 12 0.008264 0.004630 0.005935 216\n", " 13 0.043478 0.004630 0.008368 216\n", " 14 0.000000 0.000000 0.000000 181\n", " 15 0.032258 0.006803 0.011236 147\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 0.908561 0.972356 0.939376 17617\n", " 20 0.753238 0.657347 0.702033 1681\n", "\n", "avg / total 0.830908 0.876580 0.852334 20807\n", "\n", "Classification report for turbine 11, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.038835 0.200000 0.065041 20\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.016393 0.005556 0.008299 180\n", " 14 0.013514 0.005556 0.007874 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.038462 0.011111 0.017241 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.918972 0.969565 0.943591 17710\n", " 20 0.858521 0.815516 0.836466 1637\n", "\n", "avg / total 0.850362 0.889797 0.869304 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 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.006780 0.055556 0.012085 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 0.951940 0.878543 0.913770 16368\n", " 20 0.912442 0.820175 0.863852 4104\n", "\n", "avg / total 0.928834 0.852982 0.889233 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 0.976537 0.941455 0.958675 18789\n", " 20 0.850196 0.753717 0.799054 2018\n", "\n", "avg / total 0.964284 0.923247 0.943194 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 0.933215 0.935912 0.934561 13497\n", " 20 0.960766 0.850889 0.902496 7310\n", "\n", "avg / total 0.942894 0.906041 0.923296 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 0.975752 0.965891 0.970797 18998\n", " 20 0.802696 0.724157 0.761407 1809\n", "\n", "avg / total 0.960707 0.944874 0.952592 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 0.983488 0.973564 0.978501 19027\n", " 20 0.901973 0.796067 0.845718 1780\n", "\n", "avg / total 0.976515 0.958379 0.967142 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.034672 0.279412 0.061688 136\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.023333 0.038889 0.029167 180\n", " 13 0.021739 0.027778 0.024390 180\n", " 14 0.007220 0.012346 0.009112 162\n", " 15 0.002681 0.006944 0.003868 144\n", " 16 0.019685 0.034722 0.025126 144\n", " 17 0.004464 0.006944 0.005435 144\n", " 18 0.007812 0.013889 0.010000 144\n", " 19 0.900934 0.851314 0.875421 15415\n", " 20 0.905267 0.622172 0.737485 3978\n", "\n", "avg / total 0.841449 0.752583 0.790803 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 0.000000 0.000000 0.000000 36\n", " 12 0.003968 0.027778 0.006944 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 0.004464 0.027778 0.007692 36\n", " 19 0.967981 0.867636 0.915066 18502\n", " 20 0.841009 0.662196 0.740967 2013\n", "\n", "avg / total 0.942127 0.835680 0.885406 20807\n", "\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.200603 0.353723 0.256015 376\n", " 11 0.006944 0.005464 0.006116 183\n", " 12 0.005714 0.006494 0.006079 154\n", " 13 0.022727 0.027778 0.025000 144\n", " 14 0.017544 0.013889 0.015504 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 0.021505 0.011834 0.015267 169\n", " 19 0.843335 0.884225 0.863296 12127\n", " 20 0.935920 0.831591 0.880676 7078\n", "\n", "avg / total 0.814080 0.805114 0.807870 20807\n", "\n", "Classification report for turbine 11, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.131410 0.207071 0.160784 198\n", " 11 0.013605 0.006944 0.009195 288\n", " 12 0.004049 0.003472 0.003738 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.004739 0.003472 0.004008 288\n", " 15 0.006494 0.003472 0.004525 288\n", " 16 0.020000 0.010417 0.013699 288\n", " 17 0.016129 0.010417 0.012658 288\n", " 18 0.028169 0.022814 0.025210 263\n", " 19 0.861755 0.903798 0.882276 16746\n", " 20 0.742581 0.679293 0.709529 1584\n", "\n", "avg / total 0.752600 0.781900 0.766604 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 0.162055 0.114846 0.134426 357\n", " 11 0.026882 0.026738 0.026810 187\n", " 12 0.004926 0.005556 0.005222 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.014354 0.016667 0.015424 180\n", " 15 0.000000 0.000000 0.000000 167\n", " 16 0.004878 0.006944 0.005731 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.911572 0.908667 0.910117 17573\n", " 20 0.774982 0.695035 0.732835 1551\n", "\n", "avg / total 0.830879 0.821695 0.826052 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.653616 0.359883 0.464185 2737\n", " 11 0.068010 0.107143 0.083205 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.021858 0.031746 0.025890 252\n", " 14 0.006579 0.007937 0.007194 252\n", " 15 0.016760 0.011905 0.013921 252\n", " 16 0.023121 0.015873 0.018824 252\n", " 17 0.013201 0.015873 0.014414 252\n", " 18 0.007692 0.007937 0.007812 252\n", " 19 0.844660 0.855995 0.850289 14680\n", " 20 0.285970 0.464338 0.353953 1374\n", "\n", "avg / total 0.702701 0.684337 0.686414 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.746479 0.380453 0.504023 1811\n", " 11 0.072210 0.320388 0.117857 103\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004505 0.013889 0.006803 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 0.004587 0.013889 0.006897 72\n", " 19 0.944523 0.862884 0.901860 17817\n", " 20 0.279647 0.610140 0.383516 572\n", "\n", "avg / total 0.881842 0.790455 0.827304 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002088 0.125000 0.004107 80\n", " 11 0.002132 0.009259 0.003466 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.009091 0.009259 0.009174 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.010526 0.027778 0.015267 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.867767 0.854358 0.861010 12620\n", " 20 0.913834 0.263565 0.409130 7243\n", "\n", "avg / total 0.844554 0.610660 0.664806 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.350719 0.205047 0.258792 951\n", " 11 0.000000 0.000000 0.000000 319\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.017442 0.010417 0.013043 288\n", " 14 0.015152 0.006944 0.009524 288\n", " 15 0.013514 0.008658 0.010554 231\n", " 16 0.008929 0.004630 0.006098 216\n", " 17 0.010363 0.009259 0.009780 216\n", " 18 0.014493 0.009259 0.011299 216\n", " 19 0.877333 0.920691 0.898490 16896\n", " 20 0.514827 0.695991 0.591856 898\n", "\n", "avg / total 0.751626 0.787620 0.767688 20807\n", "\n", "Classification report for turbine 11, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.111776 0.363636 0.170992 154\n", " 11 0.012658 0.009259 0.010695 324\n", " 12 0.011765 0.009259 0.010363 324\n", " 13 0.022346 0.012346 0.015905 324\n", " 14 0.003650 0.003086 0.003344 324\n", " 15 0.022099 0.012346 0.015842 324\n", " 16 0.012658 0.006173 0.008299 324\n", " 17 0.056738 0.024691 0.034409 324\n", " 18 0.030303 0.012346 0.017544 324\n", " 19 0.857159 0.913007 0.884202 16484\n", " 20 0.818640 0.618263 0.704480 1577\n", "\n", "avg / total 0.744625 0.774259 0.756966 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 0.983088 0.963604 0.973248 16650\n", " 20 0.945765 0.918691 0.932032 4157\n", "\n", "avg / total 0.975632 0.954631 0.965014 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 0.966755 0.977045 0.971873 18602\n", " 20 0.761478 0.755102 0.758276 1911\n", "\n", "avg / total 0.934242 0.942856 0.938523 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 0.929263 0.945099 0.937114 13497\n", " 20 0.963352 0.852257 0.904406 7310\n", "\n", "avg / total 0.941240 0.912481 0.925623 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 0.974972 0.976050 0.975511 18998\n", " 20 0.811133 0.676617 0.737794 1809\n", "\n", "avg / total 0.960728 0.950017 0.954843 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 0.976327 0.989761 0.982998 18751\n", " 20 0.900172 0.894017 0.897084 1755\n", "\n", "avg / total 0.955780 0.967367 0.961531 20807\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.000000 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 0.031250 0.007326 0.011869 273\n", " 15 0.032787 0.007937 0.012780 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.016667 0.003968 0.006410 252\n", " 18 0.011364 0.008850 0.009950 226\n", " 19 0.861284 0.962017 0.908868 14638\n", " 20 0.913091 0.835041 0.872324 4001\n", "\n", "avg / total 0.782637 0.837699 0.807637 20807\n", "\n", "Classification report for turbine 11, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.013699 0.083333 0.023529 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 0.001170 0.013889 0.002157 72\n", " 15 0.005076 0.013889 0.007435 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.021569 0.152778 0.037801 72\n", " 19 0.944788 0.819451 0.877667 18272\n", " 20 0.545210 0.727786 0.623405 1947\n", "\n", "avg / total 0.880802 0.788389 0.829250 20807\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 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.010000 0.013889 0.011628 72\n", " 13 0.005376 0.013889 0.007752 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 0.911659 0.903480 0.907551 12930\n", " 20 0.951792 0.907519 0.929128 7288\n", "\n", "avg / total 0.899962 0.879416 0.889485 20807\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 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.016129 0.027778 0.020408 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.026490 0.055556 0.035874 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.012821 0.027778 0.017544 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953807 0.925728 0.939558 18513\n", " 20 0.765319 0.688563 0.724915 1705\n", "\n", "avg / total 0.911553 0.880473 0.895628 20807\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 19\n", " 11 0.039683 0.046296 0.042735 108\n", " 12 0.012987 0.009259 0.010811 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.015625 0.009259 0.011628 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 0.007576 0.009259 0.008333 108\n", " 19 0.946159 0.955975 0.951042 18217\n", " 20 0.883397 0.816637 0.848706 1707\n", "\n", "avg / total 0.901251 0.904359 0.902668 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.981022 0.987267 0.984135 16650\n", " 20 0.947667 0.923503 0.935429 4157\n", "\n", "avg / total 0.974358 0.974528 0.974404 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.979443 0.983874 0.981653 18789\n", " 20 0.843249 0.807730 0.825108 2018\n", "\n", "avg / total 0.966234 0.966790 0.966470 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.945122 0.981255 0.962850 13497\n", " 20 0.962761 0.894802 0.927538 7310\n", "\n", "avg / total 0.951319 0.950882 0.950444 20807\n", "\n", "Classification report for turbine 11, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.976377 0.985525 0.980929 18998\n", " 20 0.831392 0.749585 0.788372 1809\n", "\n", "avg / total 0.963771 0.965012 0.964188 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 0.967158 0.994997 0.980880 18587\n", " 20 0.912760 0.891078 0.901788 1726\n", "\n", "avg / total 0.939683 0.962753 0.951031 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.981776 0.986847 0.984305 16650\n", " 20 0.946205 0.926630 0.936315 4157\n", "\n", "avg / total 0.974669 0.974816 0.974717 20807\n", "\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.978580 0.984778 0.981670 18789\n", " 20 0.849394 0.799306 0.823589 2018\n", "\n", "avg / total 0.966051 0.966790 0.966338 20807\n", "\n", "Classification report for turbine 11, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.907595 0.980959 0.942852 13497\n", " 20 0.958675 0.815595 0.881366 7310\n", "\n", "avg / total 0.925541 0.922862 0.921251 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 0.961482 0.986049 0.973611 18708\n", " 20 0.828501 0.749442 0.786991 1792\n", "\n", "avg / total 0.935843 0.951122 0.943173 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989634 0.988437 0.989035 19027\n", " 20 0.938800 0.887640 0.912504 1780\n", "\n", "avg / total 0.985285 0.979814 0.982488 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 0.971585 0.984035 0.977771 18729\n", " 20 0.787617 0.802641 0.795058 2726\n", "\n", "avg / total 0.935479 0.948085 0.941739 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.941903 0.976168 0.958729 15861\n", " 20 0.912829 0.793991 0.849273 5592\n", "\n", "avg / total 0.921693 0.916126 0.917623 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 0.939016 0.977006 0.957634 16091\n", " 20 0.941127 0.794201 0.861444 5656\n", "\n", "avg / total 0.939565 0.929462 0.932617 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 0.984908 0.983724 0.984315 19968\n", " 20 0.846332 0.823496 0.834758 1779\n", "\n", "avg / total 0.973572 0.970617 0.972081 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 0.989313 0.988969 0.989141 20125\n", " 20 0.882985 0.860666 0.871683 1622\n", "\n", "avg / total 0.981383 0.979399 0.980380 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.976318 0.986118 0.981193 18729\n", " 20 0.908127 0.851557 0.878933 3018\n", "\n", "avg / total 0.966854 0.967444 0.967002 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 0.955496 0.973934 0.964627 15806\n", " 20 0.925479 0.924167 0.924823 5644\n", "\n", "avg / total 0.934657 0.947717 0.941123 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 0.936237 0.964514 0.950165 16091\n", " 20 0.922033 0.804986 0.859543 5656\n", "\n", "avg / total 0.932543 0.923024 0.926596 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 0.987821 0.978916 0.983348 19968\n", " 20 0.858586 0.860034 0.859309 1779\n", "\n", "avg / total 0.977249 0.969191 0.973201 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 0.989920 0.980820 0.985349 20125\n", " 20 0.862469 0.869914 0.866176 1622\n", "\n", "avg / total 0.980414 0.972548 0.976460 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.966511 0.984676 0.975509 18729\n", " 20 0.892348 0.788270 0.837087 3018\n", "\n", "avg / total 0.956219 0.957419 0.956299 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.943117 0.973531 0.958082 16094\n", " 20 0.917024 0.832832 0.872903 5653\n", "\n", "avg / total 0.936334 0.936957 0.935940 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.963201 0.977627 0.970361 16091\n", " 20 0.933518 0.893741 0.913197 5656\n", "\n", "avg / total 0.955481 0.955810 0.955493 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988193 0.989183 0.988688 19968\n", " 20 0.877203 0.867341 0.872244 1779\n", "\n", "avg / total 0.979113 0.979216 0.979162 21747\n", "\n", "Classification report for turbine 12, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991697 0.991106 0.991401 20125\n", " 20 0.890453 0.897041 0.893735 1622\n", "\n", "avg / total 0.984146 0.984090 0.984117 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.967971 0.984302 0.976068 18729\n", " 20 0.891192 0.797879 0.841958 3018\n", "\n", "avg / total 0.957315 0.958431 0.957457 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 0.914092 0.971539 0.941940 15530\n", " 20 0.864911 0.849035 0.856900 5339\n", "\n", "avg / total 0.865113 0.902239 0.883033 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.045455 0.027778 0.034483 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 0.914345 0.924803 0.919544 15825\n", " 20 0.914581 0.785854 0.845345 5627\n", "\n", "avg / total 0.902078 0.876351 0.887928 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 0.986862 0.959235 0.972852 19968\n", " 20 0.846242 0.829117 0.837592 1779\n", "\n", "avg / total 0.975358 0.948591 0.961787 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 0.990480 0.971876 0.981089 20125\n", " 20 0.873276 0.819975 0.845787 1622\n", "\n", "avg / total 0.981738 0.960546 0.970998 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.968226 0.981099 0.974620 18729\n", " 20 0.872156 0.800199 0.834629 3018\n", "\n", "avg / total 0.954894 0.955994 0.955192 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.947595 0.972971 0.960115 16094\n", " 20 0.916699 0.846807 0.880368 5653\n", "\n", "avg / total 0.939563 0.940176 0.939385 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.960616 0.980735 0.970571 16091\n", " 20 0.941718 0.885608 0.912802 5656\n", "\n", "avg / total 0.955701 0.955994 0.955546 21747\n", "\n", "Classification report for turbine 12, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.987936 0.988381 0.988159 19968\n", " 20 0.868927 0.864531 0.866723 1779\n", "\n", "avg / total 0.978201 0.978250 0.978225 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 0.963462 0.992777 0.977900 19522\n", " 20 0.693440 0.878106 0.774923 1288\n", "\n", "avg / total 0.905957 0.943211 0.923744 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 0.955771 0.980725 0.968087 18729\n", " 20 0.886831 0.714049 0.791116 3018\n", "\n", "avg / total 0.946203 0.943716 0.943527 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", " 12 0.000000 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 0.963500 0.974276 0.968858 16094\n", " 20 0.926387 0.894923 0.910383 5653\n", "\n", "avg / total 0.953853 0.953649 0.953658 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", " 12 0.000000 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 0.941797 0.982475 0.961706 16091\n", " 20 0.945782 0.826556 0.882159 5656\n", "\n", "avg / total 0.942833 0.941923 0.941017 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 0.974976 0.987856 0.981374 19681\n", " 20 0.864925 0.878104 0.871465 1772\n", "\n", "avg / total 0.952828 0.965558 0.959151 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 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 0.977658 0.985937 0.981780 19839\n", " 20 0.866227 0.899688 0.882641 1605\n", "\n", "avg / total 0.955812 0.965834 0.960784 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.968860 0.983448 0.976100 18729\n", " 20 0.886696 0.803844 0.843239 3018\n", "\n", "avg / total 0.957458 0.958523 0.957662 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 0.851084 0.973003 0.907969 14520\n", " 20 0.864581 0.842643 0.853471 5281\n", "\n", "avg / total 0.778204 0.854279 0.813487 21747\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.944413 0.947113 0.945761 16091\n", " 20 0.939116 0.815417 0.872906 5656\n", "\n", "avg / total 0.943036 0.912862 0.926813 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.027778 0.044776 0.034286 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 0.000000 0.000000 0.000000 72\n", " 19 0.962473 0.974732 0.968563 19471\n", " 20 0.785714 0.815064 0.800120 1633\n", "\n", "avg / total 0.920828 0.934060 0.927383 21747\n", "\n", "Classification report for turbine 12, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.005988 0.010753 0.007692 93\n", " 11 0.021277 0.007874 0.011494 127\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 0.944959 0.959202 0.952027 19241\n", " 20 0.801051 0.797386 0.799214 1530\n", "\n", "avg / total 0.892575 0.904860 0.898649 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.975464 0.982807 0.979122 18729\n", " 20 0.888078 0.846587 0.866836 3018\n", "\n", "avg / total 0.963336 0.963903 0.963539 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 0.966053 0.970109 0.968077 15958\n", " 20 0.887277 0.925953 0.906203 5483\n", "\n", "avg / total 0.932598 0.945326 0.938855 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", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.942670 0.957492 0.950023 16091\n", " 20 0.943665 0.832214 0.884442 5656\n", "\n", "avg / total 0.942929 0.924909 0.932967 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", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.989388 0.985226 0.987303 19968\n", " 20 0.874292 0.867903 0.871086 1779\n", "\n", "avg / total 0.979973 0.975629 0.977796 21747\n", "\n", "Classification report for turbine 12, turbine category 9.0\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 0.992837 0.984845 0.988825 20125\n", " 20 0.894448 0.903822 0.899111 1622\n", "\n", "avg / total 0.985498 0.978802 0.982133 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004673 0.020000 0.007576 50\n", " 11 0.012987 0.009259 0.010811 108\n", " 12 0.027778 0.018519 0.022222 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.012346 0.009259 0.010582 108\n", " 15 0.156522 0.166667 0.161435 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.006993 0.009259 0.007968 108\n", " 18 0.005917 0.027778 0.009756 108\n", " 19 0.907192 0.923387 0.915218 17869\n", " 20 0.819451 0.614035 0.702025 2964\n", "\n", "avg / total 0.858221 0.843657 0.848819 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.013788 0.024734 2611\n", " 11 0.034722 0.007112 0.011806 703\n", " 12 0.022059 0.006250 0.009740 480\n", " 13 0.036585 0.007042 0.011811 426\n", " 14 0.053097 0.033241 0.040886 361\n", " 15 0.000000 0.000000 0.000000 296\n", " 16 0.032258 0.008032 0.012862 249\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.029126 0.013889 0.018809 216\n", " 19 0.812228 0.917717 0.861756 13405\n", " 20 0.425243 0.799928 0.555292 2784\n", "\n", "avg / total 0.573375 0.671035 0.607090 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.001151 0.011765 0.002098 170\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.036254 0.166667 0.059553 72\n", " 13 0.002268 0.013889 0.003899 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004310 0.013889 0.006579 72\n", " 16 0.027778 0.041667 0.033333 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.028302 0.041667 0.033708 72\n", " 19 0.922902 0.823709 0.870489 15724\n", " 20 0.813891 0.401933 0.538120 5277\n", "\n", "avg / total 0.865127 0.694119 0.760447 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.181159 0.413223 0.251889 121\n", " 11 0.003125 0.027778 0.005618 36\n", " 12 0.004484 0.027778 0.007722 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 0.007874 0.027778 0.012270 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.974069 0.908390 0.940084 19725\n", " 20 0.744415 0.702418 0.722807 1613\n", "\n", "avg / total 0.939749 0.878466 0.907732 21747\n", "\n", "Classification report for turbine 12, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.191919 0.234568 0.211111 243\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 0.006969 0.055556 0.012384 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.020000 0.083333 0.032258 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.004310 0.027778 0.007463 36\n", " 19 0.977117 0.910291 0.942521 19842\n", " 20 0.710750 0.668850 0.689164 1374\n", "\n", "avg / total 0.938625 0.875707 0.905945 21747\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.913486 0.281569 0.430456 1275\n", " 11 0.021739 0.013889 0.016949 216\n", " 12 0.020737 0.041667 0.027692 216\n", " 13 0.009662 0.009259 0.009456 216\n", " 14 0.010417 0.005348 0.007067 187\n", " 15 0.015625 0.011111 0.012987 180\n", " 16 0.004902 0.005556 0.005208 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.883446 0.904972 0.894079 17237\n", " 20 0.577217 0.763095 0.657267 1680\n", "\n", "avg / total 0.799157 0.793581 0.785422 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.388720 0.688445 0.496882 1852\n", " 11 0.016575 0.008021 0.010811 374\n", " 12 0.005181 0.002849 0.003676 351\n", " 13 0.029586 0.030864 0.030211 324\n", " 14 0.023729 0.021605 0.022617 324\n", " 15 0.007371 0.009259 0.008208 324\n", " 16 0.010782 0.012346 0.011511 324\n", " 17 0.016667 0.009901 0.012422 303\n", " 18 0.011628 0.007117 0.008830 281\n", " 19 0.867398 0.853144 0.860212 14361\n", " 20 0.605442 0.455787 0.520062 2929\n", "\n", "avg / total 0.689265 0.684922 0.682029 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002176 0.061856 0.004205 97\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004525 0.010526 0.006329 95\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.003273 0.027778 0.005857 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 0.897130 0.864853 0.880696 15398\n", " 20 0.880278 0.339903 0.490434 5581\n", "\n", "avg / total 0.861163 0.700005 0.749506 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.382263 0.279642 0.322997 447\n", " 11 0.000000 0.000000 0.000000 151\n", " 12 0.000000 0.000000 0.000000 115\n", " 13 0.006711 0.018519 0.009852 108\n", " 14 0.009174 0.018519 0.012270 108\n", " 15 0.003690 0.009259 0.005277 108\n", " 16 0.004032 0.009259 0.005618 108\n", " 17 0.010101 0.018519 0.013072 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.936367 0.884789 0.909848 19026\n", " 20 0.650805 0.653676 0.652238 1360\n", "\n", "avg / total 0.867932 0.821079 0.843664 21747\n", "\n", "Classification report for turbine 12, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.151832 0.216418 0.178462 134\n", " 11 0.012712 0.019355 0.015345 155\n", " 12 0.013333 0.020833 0.016260 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.008929 0.015385 0.011299 130\n", " 15 0.005495 0.018519 0.008475 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 0.946304 0.889177 0.916852 19265\n", " 20 0.711429 0.741623 0.726212 1343\n", "\n", "avg / total 0.883432 0.835288 0.858485 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.978472 0.985263 0.981856 18729\n", " 20 0.904432 0.865474 0.884524 3018\n", "\n", "avg / total 0.968197 0.968639 0.968348 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.943252 0.974960 0.958844 16094\n", " 20 0.921166 0.833009 0.874872 5653\n", "\n", "avg / total 0.937511 0.938060 0.937016 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.970624 0.979492 0.975038 16091\n", " 20 0.940098 0.915665 0.927721 5656\n", "\n", "avg / total 0.962685 0.962891 0.962732 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.987647 0.988982 0.988314 19968\n", " 20 0.874429 0.861158 0.867743 1779\n", "\n", "avg / total 0.978385 0.978526 0.978451 21747\n", "\n", "Classification report for turbine 12, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.993029 0.990957 0.991992 20125\n", " 20 0.890625 0.913687 0.902009 1622\n", "\n", "avg / total 0.985391 0.985193 0.985280 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 55\n", " 11 0.219512 0.027778 0.049315 324\n", " 12 0.024390 0.003086 0.005479 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 0.026316 0.003086 0.005525 324\n", " 17 0.027778 0.003367 0.006006 297\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.863935 0.967557 0.912815 16583\n", " 20 0.747820 0.831008 0.787222 2580\n", "\n", "avg / total 0.751911 0.836943 0.790434 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.012987 0.083333 0.022472 24\n", " 11 0.010256 0.013889 0.011799 144\n", " 12 0.055838 0.076389 0.064516 144\n", " 13 0.014706 0.020833 0.017241 144\n", " 14 0.017467 0.027778 0.021448 144\n", " 15 0.014151 0.020833 0.016854 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 0.904602 0.897101 0.900836 15316\n", " 20 0.830196 0.772217 0.800158 5255\n", "\n", "avg / total 0.838464 0.819561 0.828692 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.003650 0.090909 0.007018 22\n", " 11 0.004739 0.013889 0.007067 144\n", " 12 0.013029 0.027778 0.017738 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.007067 0.027778 0.011268 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.005051 0.006944 0.005848 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.880208 0.855964 0.867917 15031\n", " 20 0.911075 0.715446 0.801496 5542\n", "\n", "avg / total 0.840758 0.774544 0.804421 21747\n", "\n", "Classification report for turbine 12, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.056604 0.150000 0.082192 20\n", " 11 0.013216 0.027778 0.017910 108\n", " 12 0.016461 0.037037 0.022792 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.018182 0.046296 0.026110 108\n", " 15 0.004587 0.009259 0.006135 108\n", " 16 0.013986 0.018519 0.015936 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.016064 0.037037 0.022409 108\n", " 19 0.951352 0.910383 0.930417 19204\n", " 20 0.783431 0.723930 0.752506 1659\n", "\n", "avg / total 0.900332 0.860165 0.879652 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 0.437500 0.280000 0.341463 25\n", " 11 0.035294 0.020833 0.026201 144\n", " 12 0.020548 0.020833 0.020690 144\n", " 13 0.008621 0.006944 0.007692 144\n", " 14 0.025641 0.027778 0.026667 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.008264 0.006944 0.007547 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.005952 0.006944 0.006410 144\n", " 19 0.935220 0.933793 0.934506 19001\n", " 20 0.848285 0.819630 0.833712 1569\n", "\n", "avg / total 0.879525 0.875937 0.877679 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.968335 0.984569 0.976385 18729\n", " 20 0.893121 0.800199 0.844110 3018\n", "\n", "avg / total 0.957897 0.958983 0.958028 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.973463 0.970983 0.972221 16094\n", " 20 0.917984 0.924642 0.921301 5653\n", "\n", "avg / total 0.959041 0.958937 0.958985 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.946983 0.981294 0.963833 16091\n", " 20 0.940666 0.843706 0.889552 5656\n", "\n", "avg / total 0.945340 0.945510 0.944514 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989974 0.988982 0.989478 19968\n", " 20 0.877710 0.887577 0.882616 1779\n", "\n", "avg / total 0.980790 0.980687 0.980736 21747\n", "\n", "Classification report for turbine 12, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991800 0.991702 0.991751 20125\n", " 20 0.897167 0.898274 0.897720 1622\n", "\n", "avg / total 0.984742 0.984734 0.984738 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.967935 0.983181 0.975499 18729\n", " 20 0.884319 0.797879 0.838878 3018\n", "\n", "avg / total 0.956331 0.957465 0.956539 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.942072 0.918541 0.930158 16094\n", " 20 0.783485 0.839200 0.810386 5653\n", "\n", "avg / total 0.900848 0.897917 0.899024 21747\n", "\n", "Classification report for turbine 12, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.954904 0.979057 0.966829 16091\n", " 20 0.935797 0.868458 0.900871 5656\n", "\n", "avg / total 0.949934 0.950292 0.949675 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 0.974984 0.988535 0.981713 19713\n", " 20 0.847159 0.861352 0.854197 1731\n", "\n", "avg / total 0.951225 0.964639 0.957885 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 0.991120 0.987130 0.989121 20125\n", " 20 0.874545 0.889642 0.882029 1622\n", "\n", "avg / total 0.982425 0.979859 0.981134 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 0.965328 0.968376 0.966849 19953\n", " 20 0.626055 0.691539 0.657170 1501\n", "\n", "avg / total 0.926137 0.933431 0.929670 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 0.876848 0.953218 0.913440 15305\n", " 20 0.837868 0.577645 0.683837 5171\n", "\n", "avg / total 0.813900 0.805795 0.803059 21812\n", "\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.113924 0.033088 0.051282 272\n", " 11 0.008876 0.020833 0.012448 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 0.013889 0.007463 0.009709 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 0.875323 0.926531 0.900199 13162\n", " 20 0.907624 0.834831 0.869707 7344\n", "\n", "avg / total 0.835353 0.840776 0.836814 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 0.965519 0.925599 0.945138 18938\n", " 20 0.836677 0.725470 0.777115 2874\n", "\n", "avg / total 0.948543 0.899230 0.922999 21812\n", "\n", "Classification report for turbine 13, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.534884 0.657143 0.589744 35\n", " 11 0.010695 0.027397 0.015385 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 0.007576 0.013889 0.009804 72\n", " 17 0.044248 0.069444 0.054054 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.956802 0.932922 0.944711 19112\n", " 20 0.819334 0.836207 0.827684 2088\n", "\n", "avg / total 0.917862 0.898909 0.908210 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.023810 0.062500 0.034483 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 0.000000 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 0.944086 0.858755 0.899401 19583\n", " 20 0.662322 0.651802 0.657020 1637\n", "\n", "avg / total 0.897333 0.819961 0.856825 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 0.005587 0.013889 0.007968 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 0.046512 0.027778 0.034783 72\n", " 19 0.928317 0.941389 0.934807 15765\n", " 20 0.920635 0.874908 0.897189 5436\n", "\n", "avg / total 0.900570 0.898588 0.899387 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 0.954433 0.928496 0.941286 14167\n", " 20 0.941463 0.910922 0.925941 7645\n", "\n", "avg / total 0.949887 0.922336 0.935907 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 0.974731 0.957334 0.965954 18938\n", " 20 0.860227 0.818024 0.838595 2874\n", "\n", "avg / total 0.959644 0.938979 0.949173 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 0.983296 0.971277 0.977249 19636\n", " 20 0.867198 0.849265 0.858138 2176\n", "\n", "avg / total 0.971713 0.959105 0.965367 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.976465 0.978453 0.977458 20142\n", " 20 0.733579 0.715569 0.724462 1670\n", "\n", "avg / total 0.957869 0.958326 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.963114 0.980131 0.971548 16357\n", " 20 0.937089 0.887443 0.911590 5455\n", "\n", "avg / total 0.956605 0.956950 0.956553 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.963760 0.974236 0.968969 14167\n", " 20 0.951275 0.932112 0.941596 7645\n", "\n", "avg / total 0.959384 0.959472 0.959375 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.980102 0.975341 0.977715 18938\n", " 20 0.842549 0.869520 0.855822 2874\n", "\n", "avg / total 0.961978 0.961397 0.961654 21812\n", "\n", "Classification report for turbine 13, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986504 0.988291 19636\n", " 20 0.882065 0.910846 0.896224 2176\n", "\n", "avg / total 0.979308 0.978957 0.979106 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.974457 0.983021 0.978720 20142\n", " 20 0.770931 0.689222 0.727790 1670\n", "\n", "avg / total 0.958875 0.960526 0.959508 21812\n", "\n", "Classification report for turbine 13, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.963805 0.980009 0.971839 16357\n", " 20 0.936873 0.889643 0.912647 5455\n", "\n", "avg / total 0.957069 0.957409 0.957036 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 0.942296 0.973644 0.957714 13887\n", " 20 0.949216 0.928562 0.938776 7629\n", "\n", "avg / total 0.931929 0.944663 0.938093 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 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 0.922825 0.967749 0.944753 18077\n", " 20 0.781341 0.779636 0.780488 2750\n", "\n", "avg / total 0.863314 0.900330 0.881380 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 0.054299 0.123711 0.075472 97\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 64\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.964424 0.957401 0.960900 19226\n", " 20 0.706673 0.832878 0.764603 1831\n", "\n", "avg / total 0.909646 0.914359 0.911497 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 0.964201 0.959426 0.961808 19988\n", " 20 0.620383 0.592810 0.606283 1530\n", "\n", "avg / total 0.927088 0.920778 0.923905 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.005780 0.000335 0.000634 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 0.000000 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 0.915585 0.971489 0.942709 15608\n", " 20 0.390411 0.689864 0.498633 2644\n", "\n", "avg / total 0.703280 0.778837 0.735103 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 0.961631 0.927013 0.944005 14167\n", " 20 0.919519 0.590320 0.719031 7645\n", "\n", "avg / total 0.946871 0.809004 0.865153 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.776596 0.222901 0.346382 1310\n", " 11 0.000000 0.000000 0.000000 354\n", " 12 0.000000 0.000000 0.000000 311\n", " 13 0.071429 0.003968 0.007519 252\n", " 14 0.005464 0.004464 0.004914 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 0.250000 0.011111 0.021277 180\n", " 19 0.877065 0.964540 0.918725 17005\n", " 20 0.505780 0.751534 0.604640 1630\n", "\n", "avg / total 0.771157 0.821704 0.782554 21812\n", "\n", "Classification report for turbine 13, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.025532 0.080000 0.038710 75\n", " 11 0.024233 0.104167 0.039318 144\n", " 12 0.010870 0.013889 0.012195 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 0.944921 0.936837 0.940861 18935\n", " 20 0.612102 0.478182 0.536917 1650\n", "\n", "avg / total 0.866909 0.850495 0.857851 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.975495 0.956558 0.965934 20142\n", " 20 0.575449 0.710180 0.635754 1670\n", "\n", "avg / total 0.944866 0.937695 0.940654 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.964417 0.980926 0.972601 16357\n", " 20 0.939710 0.891476 0.914958 5455\n", "\n", "avg / total 0.958238 0.958555 0.958185 21812\n", "\n", "Classification report for turbine 13, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.945685 0.974589 0.959919 14167\n", " 20 0.950083 0.896272 0.922393 7645\n", "\n", "avg / total 0.947227 0.947139 0.946767 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 0.965862 0.976300 0.971053 18692\n", " 20 0.832762 0.859264 0.845806 2828\n", "\n", "avg / total 0.935675 0.948056 0.941815 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 0.984896 0.979629 0.982255 19636\n", " 20 0.858581 0.862132 0.860353 2176\n", "\n", "avg / total 0.972294 0.967908 0.970094 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.976258 0.977857 0.977057 20142\n", " 20 0.727550 0.713174 0.720290 1670\n", "\n", "avg / total 0.957216 0.957592 0.957398 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 0.897165 0.981611 0.937490 15118\n", " 20 0.873838 0.901194 0.887305 5111\n", "\n", "avg / total 0.826587 0.891528 0.857693 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.044818 0.561404 0.083009 57\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 0.862390 0.938815 0.898982 13304\n", " 20 0.933240 0.790431 0.855920 7587\n", "\n", "avg / total 0.850738 0.849028 0.846261 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.033033 0.039007 0.035772 282\n", " 11 0.007692 0.005208 0.006211 192\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.010753 0.005848 0.007576 171\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.004444 0.006944 0.005420 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.895194 0.923257 0.909009 17513\n", " 20 0.807069 0.714128 0.757759 2718\n", "\n", "avg / total 0.819935 0.830919 0.824886 21812\n", "\n", "Classification report for turbine 13, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.017794 0.031250 0.022676 160\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.007519 0.005556 0.006390 180\n", " 13 0.016949 0.011111 0.013423 180\n", " 14 0.015152 0.011111 0.012821 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.008475 0.005556 0.006711 180\n", " 17 0.010000 0.005556 0.007143 180\n", " 18 0.024096 0.011111 0.015209 180\n", " 19 0.920893 0.928997 0.924927 18295\n", " 20 0.756782 0.829421 0.791439 1917\n", "\n", "avg / total 0.839727 0.852742 0.846023 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.977969 0.969715 0.973825 20142\n", " 20 0.668478 0.736527 0.700855 1670\n", "\n", "avg / total 0.954273 0.951861 0.952925 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.958368 0.980926 0.969516 16357\n", " 20 0.938462 0.872227 0.904133 5455\n", "\n", "avg / total 0.953390 0.953741 0.953164 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 0.945552 0.975413 0.960250 14154\n", " 20 0.913050 0.893837 0.903341 7366\n", "\n", "avg / total 0.921917 0.934807 0.928177 21812\n", "\n", "Classification report for turbine 13, turbine category 9.0\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", " 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 0.971713 0.974073 0.972892 18938\n", " 20 0.825885 0.803758 0.814671 2874\n", "\n", "avg / total 0.952498 0.951632 0.952044 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", " 13 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985837 0.985435 0.985636 19636\n", " 20 0.870583 0.871783 0.871183 2176\n", "\n", "avg / total 0.974339 0.974097 0.974218 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 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.045455 0.009259 0.015385 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.927505 0.948352 0.937813 19265\n", " 20 0.532676 0.656650 0.588202 1564\n", "\n", "avg / total 0.857620 0.884742 0.870556 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.107143 0.277311 0.154567 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 0.009804 0.041667 0.015873 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.947136 0.906974 0.926620 16060\n", " 20 0.846307 0.842792 0.844546 5057\n", "\n", "avg / total 0.894197 0.864845 0.878962 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 0.022727 0.013889 0.017241 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.011111 0.013889 0.012346 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.922689 0.915563 0.919112 13596\n", " 20 0.938111 0.842996 0.888014 7624\n", "\n", "avg / total 0.903149 0.865441 0.883395 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.592593 0.186047 0.283186 688\n", " 11 0.016949 0.002096 0.003731 477\n", " 12 0.000000 0.000000 0.000000 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.028846 0.008000 0.012526 375\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.019417 0.005556 0.008639 360\n", " 17 0.027027 0.008333 0.012739 360\n", " 18 0.027778 0.008876 0.013453 338\n", " 19 0.830124 0.943361 0.883128 15996\n", " 20 0.587296 0.783156 0.671230 2066\n", "\n", "avg / total 0.685161 0.772419 0.721017 21812\n", "\n", "Classification report for turbine 13, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.002028 0.062500 0.003929 16\n", " 11 0.009091 0.018519 0.012195 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004854 0.009259 0.006369 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.005051 0.009259 0.006536 108\n", " 17 0.009259 0.018519 0.012346 108\n", " 18 0.009615 0.018519 0.012658 108\n", " 19 0.948556 0.888342 0.917462 18888\n", " 20 0.785374 0.725049 0.754007 2044\n", "\n", "avg / total 0.895184 0.837612 0.865381 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.533646 0.580920 0.556281 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 0.015789 0.027778 0.020134 108\n", " 16 0.069444 0.046296 0.055556 108\n", " 17 0.022727 0.009259 0.013158 108\n", " 18 0.027027 0.009259 0.013793 108\n", " 19 0.938036 0.933092 0.935557 19355\n", " 20 0.440109 0.484032 0.461027 1002\n", "\n", "avg / total 0.867619 0.866312 0.866829 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.360586 0.559373 0.438503 1979\n", " 11 0.042857 0.166667 0.068182 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.007576 0.009259 0.008333 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.016807 0.018519 0.017621 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.919067 0.886333 0.902403 15695\n", " 20 0.638341 0.484117 0.550634 3274\n", "\n", "avg / total 0.790187 0.762149 0.772234 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.072816 0.320665 0.118681 421\n", " 11 0.003623 0.013889 0.005747 72\n", " 12 0.003868 0.027778 0.006791 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.012500 0.013889 0.013158 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 0.855890 0.896725 0.875832 13498\n", " 20 0.907842 0.560066 0.692756 7317\n", "\n", "avg / total 0.835668 0.749175 0.776760 21812\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 0.220225 0.626198 0.325852 313\n", " 11 0.000000 0.000000 0.000000 224\n", " 12 0.027907 0.027027 0.027460 222\n", " 13 0.017544 0.004219 0.006803 237\n", " 14 0.027778 0.010929 0.015686 183\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 0.899034 0.924805 0.911737 17408\n", " 20 0.769791 0.675449 0.719541 2505\n", "\n", "avg / total 0.809787 0.825050 0.815448 21812\n", "\n", "Classification report for turbine 13, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.530405 0.127332 0.205363 1233\n", " 11 0.000000 0.000000 0.000000 365\n", " 12 0.129151 0.114007 0.121107 307\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.020134 0.011905 0.014963 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.012579 0.007937 0.009732 252\n", " 18 0.016529 0.007937 0.010724 252\n", " 19 0.899935 0.925664 0.912618 17838\n", " 20 0.171827 0.597846 0.266934 557\n", "\n", "avg / total 0.772730 0.781405 0.766884 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.976771 0.979098 0.977933 20142\n", " 20 0.740444 0.719162 0.729648 1670\n", "\n", "avg / total 0.958677 0.959197 0.958924 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.956965 0.981537 0.969095 16357\n", " 20 0.940020 0.867644 0.902383 5455\n", "\n", "avg / total 0.952727 0.953053 0.952411 21812\n", "\n", "Classification report for turbine 13, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.956531 0.975436 0.965891 14167\n", " 20 0.952749 0.917855 0.934977 7645\n", "\n", "avg / total 0.955205 0.955254 0.955056 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 0.972642 0.982014 0.977305 18681\n", " 20 0.842426 0.875660 0.858722 2839\n", "\n", "avg / total 0.942673 0.955025 0.948788 21812\n", "\n", "Classification report for turbine 13, 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", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982584 0.976879 0.979723 19636\n", " 20 0.864310 0.831342 0.847505 2176\n", "\n", "avg / total 0.970785 0.962360 0.966533 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 0.864207 0.977724 0.917467 17822\n", " 20 0.647665 0.732008 0.687259 1459\n", "\n", "avg / total 0.749442 0.847836 0.795609 21812\n", "\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.238095 0.416667 0.303030 12\n", " 11 0.036885 0.125000 0.056962 72\n", " 12 0.008333 0.027778 0.012821 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.002364 0.013889 0.004040 72\n", " 15 0.001845 0.013889 0.003257 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 0.907220 0.834346 0.869258 15798\n", " 20 0.913275 0.789900 0.847119 5426\n", "\n", "avg / total 0.884564 0.801623 0.840739 21812\n", "\n", "Classification report for turbine 13, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.008000 0.090909 0.014706 22\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.007299 0.006944 0.007117 144\n", " 13 0.007246 0.006944 0.007092 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.029851 0.013889 0.018957 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.012500 0.006944 0.008929 144\n", " 19 0.859372 0.893233 0.875975 13197\n", " 20 0.911851 0.835506 0.872011 7441\n", "\n", "avg / total 0.831404 0.825784 0.827767 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 19\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 0.008734 0.018519 0.011869 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 0.937760 0.898060 0.917481 18354\n", " 20 0.754577 0.752233 0.753403 2575\n", "\n", "avg / total 0.878215 0.844581 0.861028 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 17\n", " 11 0.040323 0.046296 0.043103 108\n", " 12 0.007519 0.009259 0.008299 108\n", " 13 0.019231 0.018519 0.018868 108\n", " 14 0.015773 0.046296 0.023529 108\n", " 15 0.032895 0.046296 0.038462 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.009259 0.018519 0.012346 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.942017 0.923106 0.932466 18779\n", " 20 0.858696 0.807621 0.832375 2152\n", "\n", "avg / total 0.896367 0.875344 0.885644 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.975134 0.950104 0.962456 20142\n", " 20 0.540466 0.707784 0.612912 1670\n", "\n", "avg / total 0.941854 0.931551 0.935694 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.964571 0.982026 0.973220 16357\n", " 20 0.943012 0.891842 0.916714 5455\n", "\n", "avg / total 0.959179 0.959472 0.959088 21812\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.965910 0.976001 0.970929 14167\n", " 20 0.954649 0.936167 0.945318 7645\n", "\n", "avg / total 0.961963 0.962039 0.961952 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.978720 0.973862 0.976285 18938\n", " 20 0.833221 0.860473 0.846628 2874\n", "\n", "avg / total 0.959549 0.958922 0.959201 21812\n", "\n", "Classification report for turbine 13, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986663 0.987116 0.986889 19636\n", " 20 0.883249 0.879596 0.881418 2176\n", "\n", "avg / total 0.976346 0.976389 0.976367 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.976616 0.962119 0.969313 20142\n", " 20 0.612494 0.722156 0.662819 1670\n", "\n", "avg / total 0.948738 0.943747 0.945847 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.969550 0.979153 0.974328 16357\n", " 20 0.935575 0.907791 0.921474 5455\n", "\n", "avg / total 0.961053 0.961306 0.961109 21812\n", "\n", "Classification report for turbine 13, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.966900 0.973248 0.970064 14167\n", " 20 0.949815 0.938260 0.944002 7645\n", "\n", "avg / total 0.960912 0.960985 0.960929 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 0.965702 0.975527 0.970590 18674\n", " 20 0.833446 0.866056 0.849438 2837\n", "\n", "avg / total 0.935173 0.947827 0.941438 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.990080 0.975861 0.982919 19636\n", " 20 0.866579 0.910386 0.887943 2176\n", "\n", "avg / total 0.977759 0.969329 0.973444 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 0.989705 0.920785 0.954002 20880\n", " 20 0.763187 0.757238 0.760201 898\n", "\n", "avg / total 0.980364 0.914042 0.946011 21778\n", "\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.384615 0.106383 0.166667 94\n", " 11 0.048485 0.030534 0.037471 262\n", " 12 0.037736 0.020101 0.026230 199\n", " 13 0.007634 0.005556 0.006431 180\n", " 14 0.000000 0.000000 0.000000 146\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.009174 0.006944 0.007905 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.934954 0.953562 0.944167 19596\n", " 20 0.691142 0.817931 0.749210 725\n", "\n", "avg / total 0.866999 0.886353 0.876025 21778\n", "\n", "Classification report for turbine 14, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.079051 0.571429 0.138889 35\n", " 11 0.039683 0.138889 0.061728 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.013333 0.027778 0.018018 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 0.017544 0.027778 0.021505 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.947454 0.944554 0.946001 17314\n", " 20 0.932795 0.780971 0.850158 4141\n", "\n", "avg / total 0.930858 0.900680 0.914137 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 0.992141 0.968639 0.980249 20854\n", " 20 0.830939 0.813853 0.822307 924\n", "\n", "avg / total 0.985302 0.962072 0.973548 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 0.987163 0.970302 0.978660 20843\n", " 20 0.891421 0.711230 0.791196 935\n", "\n", "avg / total 0.983052 0.959179 0.970611 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.991394 0.976533 0.983907 20880\n", " 20 0.595376 0.802895 0.683736 898\n", "\n", "avg / total 0.975064 0.969373 0.971530 21778\n", "\n", "Classification report for turbine 14, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.993925 0.994449 0.994187 20896\n", " 20 0.866820 0.856009 0.861380 882\n", "\n", "avg / total 0.988778 0.988842 0.988808 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 0.957884 0.975785 0.966751 17551\n", " 20 0.792767 0.819894 0.806102 3770\n", "\n", "avg / total 0.909200 0.928322 0.918655 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.993221 0.990649 0.991934 20854\n", " 20 0.820652 0.817100 0.818872 924\n", "\n", "avg / total 0.985899 0.983286 0.984591 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 0.988254 0.992995 0.990619 20843\n", " 20 0.881561 0.700535 0.780691 935\n", "\n", "avg / total 0.983673 0.980439 0.981606 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991854 0.973898 0.982794 20880\n", " 20 0.572884 0.814031 0.672493 898\n", "\n", "avg / total 0.974579 0.967306 0.969999 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994399 0.994066 0.994232 20896\n", " 20 0.860517 0.867347 0.863919 882\n", "\n", "avg / total 0.988977 0.988934 0.988955 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.951715 0.986424 0.968759 17604\n", " 20 0.932333 0.788931 0.854659 4174\n", "\n", "avg / total 0.948001 0.948572 0.946890 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993429 0.993143 0.993286 20854\n", " 20 0.846237 0.851732 0.848975 924\n", "\n", "avg / total 0.987184 0.987143 0.987163 21778\n", "\n", "Classification report for turbine 14, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.992733 0.996258 0.994492 20843\n", " 20 0.909408 0.837433 0.871938 935\n", "\n", "avg / total 0.989156 0.989439 0.989231 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 0.977068 0.917192 0.946184 20626\n", " 20 0.635081 0.740306 0.683668 851\n", "\n", "avg / total 0.950201 0.897603 0.922848 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 0.992636 0.941759 0.966528 20896\n", " 20 0.822955 0.764172 0.792475 882\n", "\n", "avg / total 0.985764 0.934567 0.959479 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 14\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.005952 0.027778 0.009804 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 0.903902 0.772695 0.833164 17030\n", " 20 0.708579 0.665464 0.686345 4158\n", "\n", "avg / total 0.842141 0.731380 0.782593 21778\n", "\n", "Classification report for turbine 14, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.005000 0.008929 200\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.012987 0.009259 0.010811 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 0.948801 0.963631 0.956159 19962\n", " 20 0.653802 0.765957 0.705450 752\n", "\n", "avg / total 0.892707 0.909817 0.900923 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 0.990502 0.960610 0.975327 20843\n", " 20 0.874515 0.722995 0.791569 935\n", "\n", "avg / total 0.985522 0.950409 0.967438 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.991786 0.988793 0.990287 20880\n", " 20 0.756504 0.809577 0.782141 898\n", "\n", "avg / total 0.982084 0.981403 0.981704 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.994590 0.994162 0.994376 20896\n", " 20 0.863075 0.871882 0.867456 882\n", "\n", "avg / total 0.989264 0.989209 0.989236 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.956572 0.985969 0.971048 17604\n", " 20 0.932012 0.811212 0.867427 4174\n", "\n", "avg / total 0.951865 0.952475 0.951188 21778\n", "\n", "Classification report for turbine 14, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.993527 0.993670 0.993599 20854\n", " 20 0.856678 0.853896 0.855285 924\n", "\n", "avg / total 0.987721 0.987740 0.987730 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 0.986077 0.995845 0.990937 20696\n", " 20 0.734322 0.818297 0.774038 787\n", "\n", "avg / total 0.963622 0.975939 0.969676 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991144 0.991619 0.991381 20880\n", " 20 0.802928 0.793987 0.798432 898\n", "\n", "avg / total 0.983383 0.983470 0.983425 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.994589 0.994018 0.994303 20896\n", " 20 0.860179 0.871882 0.865991 882\n", "\n", "avg / total 0.989146 0.989072 0.989107 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.963824 0.977676 0.970700 17604\n", " 20 0.899770 0.845232 0.871649 4174\n", "\n", "avg / total 0.951547 0.952291 0.951716 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.993426 0.992807 0.993117 20854\n", " 20 0.839915 0.851732 0.845782 924\n", "\n", "avg / total 0.986913 0.986822 0.986866 21778\n", "\n", "Classification report for turbine 14, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.988524 0.995970 0.992233 20843\n", " 20 0.892031 0.742246 0.810274 935\n", "\n", "avg / total 0.984381 0.985077 0.984421 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 0.987785 0.910153 0.947382 20880\n", " 20 0.643105 0.618040 0.630324 898\n", "\n", "avg / total 0.973573 0.898108 0.934308 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 0.992268 0.951905 0.971667 20896\n", " 20 0.687437 0.775510 0.728823 882\n", "\n", "avg / total 0.979922 0.944761 0.961832 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.007126 0.005520 0.006221 1087\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 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 0.893163 0.952516 0.921885 16869\n", " 20 0.678910 0.562500 0.615247 3056\n", "\n", "avg / total 0.787458 0.817017 0.800727 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.012346 0.095238 0.021858 21\n", " 11 0.012821 0.009259 0.010753 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.031250 0.009346 0.014388 107\n", " 14 0.000000 0.000000 0.000000 98\n", " 15 0.044444 0.027778 0.034188 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 0.958938 0.971505 0.965181 20144\n", " 20 0.787392 0.704646 0.743724 904\n", "\n", "avg / total 0.920049 0.928138 0.923893 21778\n", "\n", "Classification report for turbine 14, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.023810 0.008333 0.012346 240\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.017544 0.005556 0.008439 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 0.020833 0.005556 0.008772 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.917808 0.970214 0.943284 19405\n", " 20 0.813253 0.779221 0.795873 693\n", "\n", "avg / total 0.844259 0.889476 0.866104 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991415 0.990038 0.990726 20880\n", " 20 0.775620 0.800668 0.787945 898\n", "\n", "avg / total 0.982517 0.982230 0.982365 21778\n", "\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.994968 0.993539 0.994253 20896\n", " 20 0.851974 0.880952 0.866221 882\n", "\n", "avg / total 0.989177 0.988980 0.989068 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 0.952038 0.986830 0.969122 17540\n", " 20 0.810398 0.796013 0.803141 3662\n", "\n", "avg / total 0.903041 0.928644 0.915580 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991588 0.989211 0.990398 20854\n", " 20 0.803222 0.755411 0.778583 924\n", "\n", "avg / total 0.983596 0.979291 0.981411 21778\n", "\n", "Classification report for turbine 14, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.166667 0.083333 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 0.979010 0.993677 0.986289 20559\n", " 20 0.891492 0.781622 0.832949 925\n", "\n", "avg / total 0.962091 0.971301 0.966484 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.193548 0.036585 0.061538 164\n", " 11 0.001927 0.013889 0.003384 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.006024 0.013889 0.008403 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 0.960781 0.889974 0.924023 20177\n", " 20 0.710269 0.674797 0.692079 861\n", "\n", "avg / total 0.919714 0.851593 0.883958 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.992931 0.961189 0.976802 20896\n", " 20 0.789474 0.816327 0.802676 882\n", "\n", "avg / total 0.984691 0.955322 0.969750 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.040476 0.809524 0.077098 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 0.890638 0.879827 0.885199 17300\n", " 20 0.895189 0.499880 0.641527 4169\n", "\n", "avg / total 0.878911 0.795390 0.826067 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 0.000000 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 0.017241 0.013889 0.015385 72\n", " 19 0.967627 0.977958 0.972765 20325\n", " 20 0.772222 0.799770 0.785755 869\n", "\n", "avg / total 0.933939 0.944669 0.939268 21778\n", "\n", "Classification report for turbine 14, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.067797 0.025000 0.036530 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 0.968634 0.981251 0.974902 20268\n", " 20 0.718143 0.859173 0.782353 774\n", "\n", "avg / total 0.927494 0.943934 0.935380 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 0.990857 0.955029 0.972613 20880\n", " 20 0.704409 0.782851 0.741561 898\n", "\n", "avg / total 0.979046 0.947929 0.963086 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 0.994067 0.986313 0.990175 20896\n", " 20 0.836825 0.860544 0.848519 882\n", "\n", "avg / total 0.987699 0.981220 0.984438 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 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 118\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 0.864717 0.981909 0.919594 16528\n", " 20 0.883800 0.654684 0.752182 3950\n", "\n", "avg / total 0.816560 0.863945 0.834336 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 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 0.016667 0.013889 0.015152 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.017699 0.027778 0.021622 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.963932 0.958801 0.961360 20292\n", " 20 0.777251 0.749714 0.763234 875\n", "\n", "avg / total 0.929501 0.923639 0.926549 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 170\n", " 11 0.020000 0.012821 0.015625 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 0.007463 0.013889 0.009709 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 0.963100 0.977692 0.970341 20262\n", " 20 0.631720 0.615183 0.623342 764\n", "\n", "avg / total 0.918315 0.931307 0.924750 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 0.979565 0.987926 0.983728 20622\n", " 20 0.664286 0.806691 0.728595 807\n", "\n", "avg / total 0.952185 0.965378 0.958509 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 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.176471 0.027778 0.048000 108\n", " 19 0.947134 0.982736 0.964607 19926\n", " 20 0.660754 0.804318 0.725502 741\n", "\n", "avg / total 0.889947 0.926669 0.907500 21778\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 90\n", " 11 0.000000 0.000000 0.000000 74\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.009259 0.013889 0.011111 72\n", " 15 0.037037 0.013889 0.020202 72\n", " 16 0.015385 0.013889 0.014599 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.933879 0.966117 0.949725 17236\n", " 20 0.814199 0.657202 0.727325 3874\n", "\n", "avg / total 0.884149 0.881670 0.881184 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 0.000000 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 0.977342 0.975441 0.976391 20563\n", " 20 0.798405 0.765284 0.781494 916\n", "\n", "avg / total 0.956398 0.953210 0.954788 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 0.991405 0.974044 0.982648 20843\n", " 20 0.901205 0.800000 0.847592 935\n", "\n", "avg / total 0.987533 0.966572 0.976850 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.053571 0.081081 56\n", " 11 0.021277 0.003086 0.005391 324\n", " 12 0.024390 0.003086 0.005479 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.016129 0.009259 0.011765 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.868145 0.965530 0.914252 18364\n", " 20 0.644903 0.734987 0.687004 766\n", "\n", "avg / total 0.756083 0.840389 0.795640 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.076923 0.117647 0.093023 17\n", " 11 0.009009 0.018519 0.012121 108\n", " 12 0.003367 0.009259 0.004938 108\n", " 13 0.010067 0.027778 0.014778 108\n", " 14 0.026042 0.046296 0.033333 108\n", " 15 0.002475 0.009259 0.003906 108\n", " 16 0.004016 0.009259 0.005602 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.952972 0.892731 0.921868 20043\n", " 20 0.783851 0.738876 0.760699 854\n", "\n", "avg / total 0.908121 0.851272 0.878698 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.005814 0.047619 0.010363 21\n", " 11 0.005725 0.020833 0.008982 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.005155 0.006944 0.005917 144\n", " 14 0.013043 0.020833 0.016043 144\n", " 15 0.127273 0.194444 0.153846 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.006757 0.006944 0.006849 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.881932 0.886819 0.884369 16964\n", " 20 0.868347 0.595990 0.706840 3641\n", "\n", "avg / total 0.833209 0.792130 0.808332 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.021277 0.076923 0.033333 13\n", " 11 0.007576 0.013889 0.009804 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.006623 0.013889 0.008969 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 0.963144 0.932893 0.947777 20281\n", " 20 0.786148 0.712555 0.747545 908\n", "\n", "avg / total 0.929775 0.898613 0.913877 21778\n", "\n", "Classification report for turbine 14, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.047619 0.076923 0.058824 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.006410 0.013889 0.008772 72\n", " 14 0.008772 0.013889 0.010753 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.004950 0.013889 0.007299 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.963251 0.940294 0.951634 20266\n", " 20 0.873309 0.769231 0.817972 923\n", "\n", "avg / total 0.933483 0.907797 0.920356 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991962 0.987069 0.989510 20880\n", " 20 0.730270 0.814031 0.769879 898\n", "\n", "avg / total 0.981172 0.979934 0.980453 21778\n", "\n", "Classification report for turbine 14, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994261 0.994832 0.994546 20896\n", " 20 0.875862 0.863946 0.869863 882\n", "\n", "avg / total 0.989465 0.989531 0.989496 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 0.956855 0.991662 0.973948 17511\n", " 20 0.876584 0.802725 0.838030 3964\n", "\n", "avg / total 0.928931 0.943475 0.935657 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", " 19 0.992617 0.992807 0.992712 20854\n", " 20 0.835722 0.820346 0.827963 924\n", "\n", "avg / total 0.985960 0.985490 0.985722 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", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.988141 0.995442 0.991778 20843\n", " 20 0.880309 0.731551 0.799065 935\n", "\n", "avg / total 0.983512 0.984112 0.983504 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991566 0.990948 0.991257 20880\n", " 20 0.792536 0.804009 0.798231 898\n", "\n", "avg / total 0.983359 0.983240 0.983298 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.994396 0.993492 0.993943 20896\n", " 20 0.849057 0.867347 0.858104 882\n", "\n", "avg / total 0.988510 0.988383 0.988442 21778\n", "\n", "Classification report for turbine 14, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.965123 0.974608 0.969843 17604\n", " 20 0.888278 0.851461 0.869480 4174\n", "\n", "avg / total 0.950395 0.951006 0.950607 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 0.980074 0.992850 0.986421 20559\n", " 20 0.833859 0.868565 0.850858 913\n", "\n", "avg / total 0.960173 0.973689 0.966877 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987471 0.994531 0.990988 20843\n", " 20 0.882740 0.716578 0.791027 935\n", "\n", "avg / total 0.982975 0.982597 0.982403 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", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.904277 0.952020 0.927534 15569\n", " 20 0.810498 0.594130 0.685650 4600\n", "\n", "avg / total 0.882888 0.870395 0.872367 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.010870 0.041667 0.017241 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 0.936453 0.973322 0.954532 13157\n", " 20 0.934405 0.893356 0.913420 6442\n", "\n", "avg / total 0.909360 0.920373 0.914465 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.236111 0.036093 0.062615 471\n", " 11 0.016129 0.003257 0.005420 307\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.020833 0.004425 0.007299 226\n", " 15 0.000000 0.000000 0.000000 188\n", " 16 0.055556 0.005780 0.010471 173\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.821806 0.954393 0.883151 11665\n", " 20 0.857980 0.853789 0.855879 6347\n", "\n", "avg / total 0.751769 0.821657 0.781835 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 0.964499 0.921319 0.942414 14921\n", " 20 0.901486 0.843941 0.871765 5248\n", "\n", "avg / total 0.948103 0.901185 0.924031 20169\n", "\n", "Classification report for turbine 15, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.174905 0.231156 0.199134 199\n", " 11 0.011494 0.008403 0.009709 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 0.000000 0.000000 0.000000 108\n", " 16 0.019231 0.009259 0.012500 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.939392 0.950570 0.944948 15800\n", " 20 0.821914 0.862822 0.841871 3295\n", "\n", "avg / total 0.872074 0.887996 0.879879 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.004132 0.008032 242\n", " 11 0.017857 0.002778 0.004808 360\n", " 12 0.062500 0.008333 0.014706 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.074074 0.005556 0.010336 360\n", " 15 0.044118 0.008333 0.014019 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.043478 0.002778 0.005222 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.774423 0.939525 0.849022 12749\n", " 20 0.799581 0.800140 0.799860 4298\n", "\n", "avg / total 0.665944 0.764936 0.708096 20169\n", "\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.006048 0.047619 0.010733 63\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.005464 0.027778 0.009132 36\n", " 14 0.042553 0.166667 0.067797 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.006211 0.027778 0.010152 36\n", " 17 0.025424 0.083333 0.038961 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.945510 0.882415 0.912873 13352\n", " 20 0.937011 0.851222 0.892058 6466\n", "\n", "avg / total 0.926492 0.857752 0.890572 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 0.936775 0.877282 0.906053 13258\n", " 20 0.935786 0.839242 0.884888 6911\n", "\n", "avg / total 0.936436 0.864247 0.898801 20169\n", "\n", "Classification report for turbine 15, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.179104 0.142857 0.158940 84\n", " 11 0.009615 0.027778 0.014286 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.009434 0.027778 0.014085 36\n", " 14 0.013986 0.055556 0.022346 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.008197 0.027778 0.012658 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955226 0.915845 0.935121 14699\n", " 20 0.882411 0.878776 0.880590 5098\n", "\n", "avg / total 0.920022 0.890426 0.904865 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 0.013333 0.013699 0.013514 146\n", " 11 0.000000 0.000000 0.000000 118\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.007519 0.009259 0.008299 108\n", " 14 0.009524 0.009259 0.009390 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.010204 0.009259 0.009709 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.934238 0.926016 0.930109 15679\n", " 20 0.860039 0.892507 0.875972 3470\n", "\n", "avg / total 0.874468 0.873668 0.874001 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.905402 0.960242 0.932016 15569\n", " 20 0.830736 0.660435 0.735860 4600\n", "\n", "avg / total 0.888373 0.891864 0.887278 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.981667 0.975562 0.978605 13667\n", " 20 0.949294 0.961704 0.955459 6502\n", "\n", "avg / total 0.971231 0.971094 0.971143 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.947831 0.975713 0.961570 13258\n", " 20 0.950621 0.896976 0.923020 6911\n", "\n", "avg / total 0.948787 0.948733 0.948360 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.972009 0.975136 0.973570 14921\n", " 20 0.928654 0.920160 0.924387 5248\n", "\n", "avg / total 0.960728 0.960831 0.960772 20169\n", "\n", "Classification report for turbine 15, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.988102 0.983921 0.986007 16543\n", " 20 0.928030 0.945946 0.936902 3626\n", "\n", "avg / total 0.977302 0.977094 0.977179 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.905926 0.959342 0.931869 15569\n", " 20 0.828083 0.662826 0.736296 4600\n", "\n", "avg / total 0.888172 0.891715 0.887264 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 0.917369 0.972118 0.943950 12768\n", " 20 0.861425 0.963931 0.909800 5933\n", "\n", "avg / total 0.834141 0.898954 0.865199 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 0.926620 0.905168 0.915769 13002\n", " 20 0.931705 0.871634 0.900669 6871\n", "\n", "avg / total 0.914753 0.880460 0.897185 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.048387 0.200000 0.077922 15\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 0.953216 0.948150 0.950676 14677\n", " 20 0.902092 0.880879 0.891359 5188\n", "\n", "avg / total 0.925734 0.916704 0.921147 20169\n", "\n", "Classification report for turbine 15, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.009434 0.083333 0.016949 12\n", " 11 0.014286 0.027778 0.018868 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 0.967255 0.949364 0.958226 16273\n", " 20 0.908482 0.905451 0.906964 3596\n", "\n", "avg / total 0.942420 0.927513 0.934877 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 0.962630 0.858694 0.907696 15569\n", " 20 0.848092 0.724565 0.781477 4600\n", "\n", "avg / total 0.936507 0.828103 0.878909 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.158537 0.037827 0.061081 1031\n", " 11 0.054054 0.003205 0.006051 624\n", " 12 0.037037 0.001984 0.003766 504\n", " 13 0.125828 0.037698 0.058015 504\n", " 14 0.013514 0.002110 0.003650 474\n", " 15 0.021978 0.005362 0.008621 373\n", " 16 0.000000 0.000000 0.000000 335\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.014493 0.003745 0.005952 267\n", " 19 0.781460 0.935163 0.851430 11043\n", " 20 0.689543 0.897165 0.779770 4726\n", "\n", "avg / total 0.604204 0.725470 0.654071 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.096904 0.085006 0.090566 847\n", " 11 0.014363 0.013136 0.013722 609\n", " 12 0.005369 0.011364 0.007293 352\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 234\n", " 15 0.005319 0.006944 0.006024 144\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.061947 0.097222 0.075676 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.775172 0.858563 0.814739 11666\n", " 20 0.728539 0.491879 0.587263 5849\n", "\n", "avg / total 0.664501 0.643810 0.646219 20169\n", "\n", "Classification report for turbine 15, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.188503 0.176913 748\n", " 11 0.011038 0.020576 0.014368 243\n", " 12 0.009288 0.014778 0.011407 203\n", " 13 0.002857 0.006494 0.003968 154\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.004630 0.006944 0.005556 144\n", " 16 0.007576 0.006944 0.007246 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.881474 0.861063 0.871149 13776\n", " 20 0.747764 0.676532 0.710367 4325\n", "\n", "avg / total 0.768938 0.740741 0.754320 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 0.095016 0.083562 0.088921 730\n", " 11 0.048593 0.043981 0.046173 432\n", " 12 0.027990 0.025463 0.026667 432\n", " 13 0.039801 0.018519 0.025276 432\n", " 14 0.041270 0.031250 0.035568 416\n", " 15 0.002809 0.002558 0.002677 391\n", " 16 0.005405 0.002778 0.003670 360\n", " 17 0.007407 0.002778 0.004040 360\n", " 18 0.015152 0.005556 0.008130 360\n", " 19 0.823971 0.878681 0.850447 13856\n", " 20 0.626561 0.690000 0.656752 2400\n", "\n", "avg / total 0.647958 0.691556 0.668791 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.903607 0.962168 0.931969 15569\n", " 20 0.835979 0.652609 0.733000 4600\n", "\n", "avg / total 0.888183 0.891566 0.886589 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 0.956948 0.967432 0.962161 13326\n", " 20 0.906525 0.962429 0.933641 6308\n", "\n", "avg / total 0.915794 0.940205 0.927719 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 0.428571 0.063380 0.110429 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 0.867267 0.952845 0.908044 12830\n", " 20 0.906659 0.755572 0.824249 6685\n", "\n", "avg / total 0.855219 0.857008 0.851604 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.197368 0.014354 0.026762 1045\n", " 11 0.000000 0.000000 0.000000 411\n", " 12 0.033333 0.004274 0.007576 234\n", " 13 0.000000 0.000000 0.000000 184\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 123\n", " 19 0.874200 0.957371 0.913897 13559\n", " 20 0.688304 0.848402 0.760013 4037\n", "\n", "avg / total 0.736081 0.814220 0.767983 20169\n", "\n", "Classification report for turbine 15, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.004854 0.002525 0.003322 396\n", " 11 0.006024 0.006061 0.006042 165\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 95\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 0.936590 0.939086 0.937837 15760\n", " 20 0.785329 0.807325 0.796175 3249\n", "\n", "avg / total 0.858501 0.863950 0.861193 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 0.851029 0.959108 0.901842 14575\n", " 20 0.708209 0.636629 0.670514 4106\n", "\n", "avg / total 0.759168 0.822698 0.788213 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.073171 0.002908 0.005594 2063\n", " 11 0.000000 0.000000 0.000000 150\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.016304 0.020833 0.018293 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.010526 0.006944 0.008368 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.023256 0.006944 0.010695 144\n", " 18 0.010309 0.020833 0.013793 144\n", " 19 0.911050 0.934745 0.922746 12842\n", " 20 0.566795 0.821481 0.670777 4106\n", "\n", "avg / total 0.703387 0.763102 0.725024 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.016632 0.094118 0.028269 85\n", " 11 0.092308 0.055556 0.069364 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 0.007843 0.018519 0.011019 108\n", " 16 0.067073 0.203704 0.100917 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.885021 0.877807 0.881399 12513\n", " 20 0.904431 0.757716 0.824598 6707\n", "\n", "avg / total 0.850799 0.798453 0.822129 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.007519 0.015038 0.010025 133\n", " 11 0.006897 0.004630 0.005540 216\n", " 12 0.017544 0.009259 0.012121 216\n", " 13 0.018987 0.013889 0.016043 216\n", " 14 0.006667 0.004630 0.005464 216\n", " 15 0.008772 0.004630 0.006061 216\n", " 16 0.014706 0.004630 0.007042 216\n", " 17 0.010417 0.004695 0.006472 213\n", " 18 0.009615 0.005556 0.007042 180\n", " 19 0.873253 0.932545 0.901926 13535\n", " 20 0.835333 0.781172 0.807345 4812\n", "\n", "avg / total 0.786353 0.812832 0.798641 20169\n", "\n", "Classification report for turbine 15, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.054348 0.073260 0.062402 273\n", " 11 0.127119 0.034722 0.054545 432\n", " 12 0.056000 0.016204 0.025135 432\n", " 13 0.003597 0.002315 0.002817 432\n", " 14 0.009009 0.002404 0.003795 416\n", " 15 0.019048 0.005051 0.007984 396\n", " 16 0.021858 0.010101 0.013817 396\n", " 17 0.011628 0.005051 0.007042 396\n", " 18 0.006623 0.002538 0.003670 394\n", " 19 0.827097 0.914915 0.868793 13892\n", " 20 0.662175 0.779705 0.716150 2710\n", "\n", "avg / total 0.664742 0.737568 0.697960 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.903133 0.962939 0.932077 15569\n", " 20 0.838330 0.650435 0.732525 4600\n", "\n", "avg / total 0.888353 0.891665 0.886565 20169\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.977209 0.972562 0.974880 13667\n", " 20 0.942896 0.952322 0.947586 6502\n", "\n", "avg / total 0.966148 0.966037 0.966081 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 0.934034 0.973928 0.953564 13041\n", " 20 0.931822 0.899515 0.915383 6807\n", "\n", "avg / total 0.918422 0.933314 0.925502 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969907 0.967697 0.968800 14921\n", " 20 0.925503 0.911395 0.918395 5248\n", "\n", "avg / total 0.958353 0.953047 0.955685 20169\n", "\n", "Classification report for turbine 15, turbine category 9.0\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 0.986906 0.979568 0.983224 16543\n", " 20 0.917456 0.934915 0.926103 3626\n", "\n", "avg / total 0.974420 0.971540 0.972954 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.776415 0.461323 0.578762 1784\n", " 11 0.154745 0.070013 0.096407 1514\n", " 12 0.140777 0.022533 0.038848 1287\n", " 13 0.035948 0.010476 0.016224 1050\n", " 14 0.000000 0.000000 0.000000 795\n", " 15 0.015306 0.005629 0.008230 533\n", " 16 0.035398 0.008048 0.013115 497\n", " 17 0.017857 0.004464 0.007143 448\n", " 18 0.022727 0.009975 0.013865 401\n", " 19 0.570069 0.872455 0.689569 9134\n", " 20 0.549868 0.610785 0.578728 2726\n", "\n", "avg / total 0.425760 0.526352 0.453235 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.117117 0.533582 0.192075 536\n", " 11 0.072381 0.116923 0.089412 650\n", " 12 0.053997 0.179262 0.082994 569\n", " 13 0.027597 0.035714 0.031136 476\n", " 14 0.019062 0.028261 0.022767 460\n", " 15 0.031599 0.048991 0.038418 347\n", " 16 0.009124 0.015432 0.011468 324\n", " 17 0.026490 0.024691 0.025559 324\n", " 18 0.016854 0.009259 0.011952 324\n", " 19 0.756048 0.607139 0.673461 10449\n", " 20 0.840645 0.520140 0.642648 5710\n", "\n", "avg / total 0.639122 0.487927 0.543869 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.023574 0.273224 0.043403 183\n", " 11 0.026521 0.060284 0.036836 282\n", " 12 0.010924 0.043651 0.017474 252\n", " 13 0.010889 0.023810 0.014944 252\n", " 14 0.016949 0.048387 0.025105 248\n", " 15 0.018648 0.037037 0.024806 216\n", " 16 0.005063 0.009259 0.006547 216\n", " 17 0.020050 0.037037 0.026016 216\n", " 18 0.016807 0.018519 0.017621 216\n", " 19 0.816057 0.691305 0.748519 11513\n", " 20 0.870385 0.519848 0.650924 6575\n", "\n", "avg / total 0.751282 0.569934 0.641898 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.381679 0.227894 0.285388 1097\n", " 11 0.130137 0.069470 0.090584 1094\n", " 12 0.060034 0.038846 0.047170 901\n", " 13 0.048780 0.040521 0.044269 691\n", " 14 0.028283 0.023769 0.025830 589\n", " 15 0.026627 0.017751 0.021302 507\n", " 16 0.021875 0.014957 0.017766 468\n", " 17 0.025496 0.020501 0.022727 439\n", " 18 0.019481 0.013889 0.016216 432\n", " 19 0.702077 0.783211 0.740428 10531\n", " 20 0.607457 0.747953 0.670423 3420\n", "\n", "avg / total 0.504732 0.557291 0.526891 20169\n", "\n", "Classification report for turbine 15, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.562410 0.320261 0.408121 1224\n", " 11 0.099031 0.084018 0.090909 1095\n", " 12 0.080366 0.093936 0.086623 841\n", " 13 0.058537 0.050776 0.054381 709\n", " 14 0.031046 0.028963 0.029968 656\n", " 15 0.033333 0.022876 0.027132 612\n", " 16 0.053398 0.039855 0.045643 552\n", " 17 0.044503 0.032630 0.037652 521\n", " 18 0.023810 0.014113 0.017722 496\n", " 19 0.684228 0.731530 0.707089 11167\n", " 20 0.637214 0.800958 0.709765 2296\n", "\n", "avg / total 0.501511 0.529823 0.511976 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.612879 0.363596 0.456417 2225\n", " 11 0.008065 0.004630 0.005882 216\n", " 12 0.019231 0.027778 0.022727 180\n", " 13 0.043478 0.044444 0.043956 180\n", " 14 0.006452 0.016667 0.009302 180\n", " 15 0.022472 0.024242 0.023324 165\n", " 16 0.030075 0.027778 0.028881 144\n", " 17 0.005618 0.006944 0.006211 144\n", " 18 0.007143 0.006944 0.007042 144\n", " 19 0.873008 0.878958 0.875973 14086\n", " 20 0.509484 0.611178 0.555717 2505\n", "\n", "avg / total 0.741790 0.731221 0.732382 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.002651 0.238095 0.005244 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 0.008621 0.055556 0.014925 36\n", " 15 0.006024 0.027778 0.009901 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.005128 0.027778 0.008658 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.880300 0.846502 0.863070 13466\n", " 20 0.889405 0.449015 0.596757 6394\n", "\n", "avg / total 0.869738 0.707968 0.765486 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.407258 0.099655 0.160127 2027\n", " 11 0.000000 0.000000 0.000000 189\n", " 12 0.000000 0.000000 0.000000 160\n", " 13 0.000000 0.000000 0.000000 115\n", " 14 0.021053 0.018519 0.019704 108\n", " 15 0.010204 0.009259 0.009709 108\n", " 16 0.016260 0.018519 0.017316 108\n", " 17 0.011364 0.009259 0.010204 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.854878 0.910479 0.881803 12377\n", " 20 0.675408 0.800672 0.732725 4761\n", "\n", "avg / total 0.725287 0.758045 0.730492 20169\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 0.004484 0.105263 0.008602 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 0.951458 0.896954 0.923402 14838\n", " 20 0.867830 0.791998 0.828182 5024\n", "\n", "avg / total 0.916149 0.857256 0.885636 20169\n", "\n", "Classification report for turbine 15, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.036424 0.110000 0.054726 100\n", " 11 0.005464 0.013889 0.007843 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.008696 0.013889 0.010695 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 0.951533 0.912315 0.931511 15989\n", " 20 0.870387 0.854737 0.862491 3504\n", "\n", "avg / total 0.905774 0.872378 0.888636 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.903824 0.963967 0.932927 15569\n", " 20 0.842593 0.652826 0.735669 4600\n", "\n", "avg / total 0.889859 0.893004 0.887938 20169\n", "\n", "Classification report for turbine 15, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.981726 0.974830 0.978266 13667\n", " 20 0.947863 0.961858 0.954809 6502\n", "\n", "avg / total 0.970809 0.970648 0.970704 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 0.929554 0.973733 0.951131 12982\n", " 20 0.945358 0.901321 0.922814 6891\n", "\n", "avg / total 0.921311 0.934702 0.927497 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 0.968295 0.968166 0.968231 14921\n", " 20 0.926720 0.906059 0.916273 5248\n", "\n", "avg / total 0.957477 0.952006 0.954711 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 0.967681 0.977215 0.972425 16239\n", " 20 0.844660 0.937725 0.888763 3340\n", "\n", "avg / total 0.919001 0.942089 0.930124 20169\n", "\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 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 0.000000 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 0.886470 0.954374 0.919170 14334\n", " 20 0.826096 0.867553 0.846317 4364\n", "\n", "avg / total 0.808753 0.865982 0.836368 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 0.015385 0.027778 0.019802 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 0.008333 0.027778 0.012821 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.946830 0.918215 0.932303 13401\n", " 20 0.938681 0.912728 0.925523 6474\n", "\n", "avg / total 0.930455 0.903168 0.916595 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 12\n", " 11 0.013889 0.013889 0.013889 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 0.012658 0.013889 0.013245 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.001701 0.013889 0.003030 72\n", " 19 0.896107 0.893227 0.894665 12756\n", " 20 0.913232 0.831209 0.870292 6825\n", "\n", "avg / total 0.875878 0.846348 0.860442 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 0.963408 0.929897 0.946356 14921\n", " 20 0.914583 0.871189 0.892359 5248\n", "\n", "avg / total 0.950704 0.914621 0.932306 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 0.000000 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 0.966990 0.938103 0.952327 16269\n", " 20 0.900797 0.909040 0.904900 3606\n", "\n", "avg / total 0.941060 0.919232 0.929966 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.903152 0.958957 0.930218 15569\n", " 20 0.824354 0.651957 0.728089 4600\n", "\n", "avg / total 0.885180 0.888938 0.884118 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.977179 0.971245 0.974203 13667\n", " 20 0.940319 0.952322 0.946283 6502\n", "\n", "avg / total 0.965296 0.965145 0.965202 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.948075 0.975034 0.961365 13258\n", " 20 0.949342 0.897555 0.922722 6911\n", "\n", "avg / total 0.948509 0.948485 0.948124 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.972656 0.977414 0.975029 14921\n", " 20 0.934879 0.921875 0.928332 5248\n", "\n", "avg / total 0.962826 0.962963 0.962878 20169\n", "\n", "Classification report for turbine 15, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.987389 0.984465 0.985925 16543\n", " 20 0.930068 0.942637 0.936310 3626\n", "\n", "avg / total 0.977084 0.976945 0.977005 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.899502 0.962361 0.929870 15569\n", " 20 0.833144 0.636087 0.721400 4600\n", "\n", "avg / total 0.884367 0.887947 0.882324 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.980577 0.967806 0.974149 13667\n", " 20 0.934132 0.959705 0.946746 6502\n", "\n", "avg / total 0.965604 0.965194 0.965315 20169\n", "\n", "Classification report for turbine 15, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.949647 0.972997 0.961180 13258\n", " 20 0.945634 0.901027 0.922792 6911\n", "\n", "avg / total 0.948272 0.948337 0.948026 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 0.955188 0.974110 0.964556 14639\n", " 20 0.922519 0.925522 0.924018 5223\n", "\n", "avg / total 0.932189 0.946700 0.939377 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", " 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 0.988087 0.982651 0.985361 16543\n", " 20 0.929386 0.943740 0.936508 3626\n", "\n", "avg / total 0.977533 0.975656 0.976578 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.960017 0.980999 0.970395 18210\n", " 20 0.890437 0.790776 0.837653 3556\n", "\n", "avg / total 0.948650 0.949922 0.948708 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 0.878293 0.979273 0.926038 17465\n", " 20 0.695159 0.687069 0.691090 2320\n", "\n", "avg / total 0.778837 0.859000 0.816714 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 0.859641 0.893005 0.876005 8477\n", " 20 0.960329 0.859809 0.907293 13289\n", "\n", "avg / total 0.921115 0.872737 0.895108 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 0.986420 0.956737 0.971352 18145\n", " 20 0.919142 0.922949 0.921042 3621\n", "\n", "avg / total 0.975227 0.951116 0.962982 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 0.994061 0.967129 0.980410 21113\n", " 20 0.741750 0.791730 0.765926 653\n", "\n", "avg / total 0.986491 0.961867 0.973975 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.925052 0.975343 0.949532 18210\n", " 20 0.825019 0.595332 0.691604 3556\n", "\n", "avg / total 0.908709 0.913259 0.907393 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.960371 0.980068 0.970120 19015\n", " 20 0.839475 0.720465 0.775430 2751\n", "\n", "avg / total 0.945091 0.947257 0.945513 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.872814 0.947977 0.908844 8477\n", " 20 0.964886 0.911882 0.937635 13289\n", "\n", "avg / total 0.929027 0.925940 0.926422 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.991020 0.985285 0.988144 18145\n", " 20 0.928341 0.955261 0.941609 3621\n", "\n", "avg / total 0.980593 0.980290 0.980403 21766\n", "\n", "Classification report for turbine 16, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.996101 0.992232 0.994163 21113\n", " 20 0.776871 0.874426 0.822767 653\n", "\n", "avg / total 0.989524 0.988698 0.989021 21766\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.939378 0.956452 0.947838 18210\n", " 20 0.754109 0.683915 0.717298 3556\n", "\n", "avg / total 0.909109 0.911927 0.910174 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.960491 0.979332 0.969820 19015\n", " 20 0.834735 0.721556 0.774030 2751\n", "\n", "avg / total 0.944597 0.946752 0.945074 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.872439 0.929456 0.900046 8477\n", " 20 0.953043 0.913312 0.932754 13289\n", "\n", "avg / total 0.921651 0.919599 0.920016 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.990012 0.983246 0.986617 18145\n", " 20 0.918825 0.950290 0.934293 3621\n", "\n", "avg / total 0.978169 0.977763 0.977913 21766\n", "\n", "Classification report for turbine 16, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.996625 0.992895 0.994756 21113\n", " 20 0.795082 0.891271 0.840433 653\n", "\n", "avg / total 0.990578 0.989847 0.990127 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.937219 0.974739 0.955611 18210\n", " 20 0.837283 0.665636 0.741658 3556\n", "\n", "avg / total 0.920893 0.924240 0.920657 21766\n", "\n", "Classification report for turbine 16, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.958989 0.980121 0.969440 19015\n", " 20 0.837907 0.710287 0.768837 2751\n", "\n", "avg / total 0.943686 0.946017 0.944086 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 0.875241 0.855828 0.865426 8476\n", " 20 0.886407 0.920416 0.903092 12980\n", "\n", "avg / total 0.869435 0.882156 0.875562 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 0.990018 0.983852 0.986925 18145\n", " 20 0.922252 0.950014 0.935927 3621\n", "\n", "avg / total 0.978744 0.978223 0.978441 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 0.996285 0.990811 0.993541 21113\n", " 20 0.788752 0.880551 0.832127 653\n", "\n", "avg / total 0.990059 0.987503 0.988698 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 0.955730 0.976881 0.966190 18210\n", " 20 0.868306 0.724972 0.790192 3556\n", "\n", "avg / total 0.941447 0.935725 0.937436 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", " 13 0.000000 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 0.960339 0.977965 0.969072 19015\n", " 20 0.834532 0.716830 0.771216 2751\n", "\n", "avg / total 0.944438 0.944960 0.944065 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 0.802146 0.936815 0.864266 7660\n", " 20 0.956310 0.925670 0.940741 13171\n", "\n", "avg / total 0.860976 0.889828 0.873416 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 482\n", " 11 0.000000 0.000000 0.000000 260\n", " 12 0.027027 0.004630 0.007905 216\n", " 13 0.015957 0.018868 0.017291 159\n", " 14 0.014706 0.010000 0.011905 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 0.927120 0.946298 0.936611 17113\n", " 20 0.804243 0.883743 0.842121 3217\n", "\n", "avg / total 0.848245 0.874851 0.861112 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996338 0.966514 0.981199 21113\n", " 20 0.768987 0.744257 0.756420 653\n", "\n", "avg / total 0.989517 0.959846 0.974456 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.929906 0.989347 0.958706 18210\n", " 20 0.918896 0.618110 0.739072 3556\n", "\n", "avg / total 0.928107 0.928696 0.922823 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 0.946555 0.980062 0.963017 18758\n", " 20 0.790102 0.703380 0.744223 2633\n", "\n", "avg / total 0.911322 0.929707 0.919959 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.855125 0.914239 0.883694 8477\n", " 20 0.948587 0.869140 0.907127 13289\n", "\n", "avg / total 0.912188 0.886704 0.898001 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", " 14 0.000000 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 0.988317 0.983687 0.985996 18145\n", " 20 0.925312 0.940900 0.933041 3621\n", "\n", "avg / total 0.977835 0.976569 0.977187 21766\n", "\n", "Classification report for turbine 16, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996198 0.992943 0.994568 21113\n", " 20 0.798050 0.877489 0.835886 653\n", "\n", "avg / total 0.990254 0.989479 0.989807 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 0.019074 0.194444 0.034739 36\n", " 17 0.014085 0.111111 0.025000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.913960 0.940474 0.927028 17925\n", " 20 0.877609 0.438433 0.584743 3549\n", "\n", "avg / total 0.895827 0.846504 0.858880 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 0.953411 0.966448 0.959885 19015\n", " 20 0.829365 0.607779 0.701489 2751\n", "\n", "avg / total 0.937733 0.921116 0.927227 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.208719 0.187872 0.197747 841\n", " 11 0.000000 0.000000 0.000000 131\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 0.796983 0.887434 0.839780 7560\n", " 20 0.909251 0.866405 0.887311 12478\n", "\n", "avg / total 0.806136 0.812184 0.807999 21766\n", "\n", "Classification report for turbine 16, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.254417 0.730964 0.377457 197\n", " 11 0.006211 0.027778 0.010152 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 69\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 0.962206 0.941170 0.951572 17610\n", " 20 0.865590 0.812822 0.838376 3494\n", "\n", "avg / total 0.919745 0.898603 0.907893 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 0.000000 0.000000 0.000000 36\n", " 14 0.011111 0.333333 0.021505 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 0.991222 0.962386 0.976591 21003\n", " 20 0.746246 0.766975 0.756469 648\n", "\n", "avg / total 0.978693 0.951530 0.964881 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.949040 0.966447 0.957664 18210\n", " 20 0.810366 0.734252 0.770434 3556\n", "\n", "avg / total 0.926384 0.928512 0.927076 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.958297 0.980068 0.969060 19015\n", " 20 0.836567 0.705198 0.765286 2751\n", "\n", "avg / total 0.942912 0.945328 0.943305 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.823191 0.911171 0.864950 8477\n", " 20 0.939191 0.875160 0.906045 13289\n", "\n", "avg / total 0.894013 0.889185 0.890040 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990347 0.983852 0.987089 18145\n", " 20 0.921658 0.951947 0.936558 3621\n", "\n", "avg / total 0.978920 0.978545 0.978683 21766\n", "\n", "Classification report for turbine 16, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.996383 0.991711 0.994042 21113\n", " 20 0.767287 0.883614 0.821352 653\n", "\n", "avg / total 0.989510 0.988468 0.988861 21766\n", "\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 563\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.016129 0.020833 0.018182 144\n", " 13 0.006667 0.006944 0.006803 144\n", " 14 0.027397 0.013889 0.018433 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.002545 0.006944 0.003724 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007937 0.006944 0.007407 144\n", " 19 0.888551 0.902965 0.895700 16829\n", " 20 0.797365 0.788951 0.793136 3222\n", "\n", "avg / total 0.805443 0.815308 0.810304 21766\n", "\n", "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.068536 0.048889 0.057069 450\n", " 11 0.005618 0.004484 0.004988 223\n", " 12 0.020725 0.018519 0.019560 216\n", " 13 0.009050 0.009259 0.009153 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.006173 0.004630 0.005291 216\n", " 16 0.041096 0.027778 0.033149 216\n", " 17 0.021368 0.023148 0.022222 216\n", " 18 0.005747 0.004630 0.005128 216\n", " 19 0.870272 0.906212 0.887879 17241\n", " 20 0.681313 0.602991 0.639764 2340\n", "\n", "avg / total 0.765103 0.784572 0.774243 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.018416 0.127389 0.032180 157\n", " 11 0.002674 0.013889 0.004484 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 0.014925 0.013889 0.014388 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.844323 0.810385 0.827006 8185\n", " 20 0.909979 0.789928 0.845715 12848\n", "\n", "avg / total 0.854836 0.772030 0.810493 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 0.982261 0.894131 0.936126 18145\n", " 20 0.900340 0.731014 0.806889 3621\n", "\n", "avg / total 0.968632 0.866994 0.914626 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 0.995153 0.933595 0.963392 21113\n", " 20 0.730986 0.794793 0.761555 653\n", "\n", "avg / total 0.987228 0.929431 0.957337 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.836618 0.546512 0.661140 2408\n", " 11 0.016393 0.012365 0.014097 647\n", " 12 0.055866 0.016529 0.025510 605\n", " 13 0.000000 0.000000 0.000000 576\n", " 14 0.022727 0.007326 0.011080 546\n", " 15 0.031496 0.007828 0.012539 511\n", " 16 0.022124 0.009921 0.013699 504\n", " 17 0.000000 0.000000 0.000000 504\n", " 18 0.023256 0.009479 0.013468 422\n", " 19 0.696264 0.897107 0.784028 13898\n", " 20 0.309417 0.180786 0.228225 1145\n", "\n", "avg / total 0.557723 0.644400 0.588044 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.461623 0.583799 0.515572 1432\n", " 11 0.077367 0.102603 0.088216 653\n", " 12 0.023508 0.021242 0.022318 612\n", " 13 0.013514 0.013072 0.013289 612\n", " 14 0.043630 0.040850 0.042194 612\n", " 15 0.022727 0.022491 0.022609 578\n", " 16 0.030172 0.024306 0.026923 576\n", " 17 0.015487 0.012987 0.014127 539\n", " 18 0.009950 0.008547 0.009195 468\n", " 19 0.735807 0.748697 0.742196 14385\n", " 20 0.438389 0.284834 0.345310 1299\n", "\n", "avg / total 0.549411 0.557153 0.551734 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.001959 0.054839 0.003782 310\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 0.009434 0.013889 0.011236 72\n", " 15 0.003745 0.013333 0.005848 75\n", " 16 0.005792 0.027778 0.009585 108\n", " 17 0.005319 0.018519 0.008264 108\n", " 18 0.006536 0.009259 0.007663 108\n", " 19 0.817899 0.654076 0.726871 8048\n", " 20 0.848024 0.263187 0.401704 12721\n", "\n", "avg / total 0.798201 0.396812 0.503772 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.123908 0.405195 0.189781 385\n", " 11 0.033113 0.018657 0.023866 536\n", " 12 0.021951 0.017857 0.019694 504\n", " 13 0.033898 0.027778 0.030534 504\n", " 14 0.030151 0.024390 0.026966 492\n", " 15 0.034301 0.027957 0.030806 465\n", " 16 0.014733 0.019002 0.016598 421\n", " 17 0.029762 0.034884 0.032120 430\n", " 18 0.017738 0.020202 0.018890 396\n", " 19 0.782866 0.795223 0.788996 14445\n", " 20 0.818817 0.625157 0.709000 3188\n", "\n", "avg / total 0.646389 0.630571 0.635137 21766\n", "\n", "Classification report for turbine 16, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.640805 0.564557 0.600269 395\n", " 11 0.028892 0.028346 0.028617 635\n", " 12 0.025000 0.022876 0.023891 612\n", " 13 0.011382 0.012868 0.012079 544\n", " 14 0.021938 0.023346 0.022620 514\n", " 15 0.014730 0.017857 0.016143 504\n", " 16 0.022222 0.024096 0.023121 498\n", " 17 0.027027 0.034188 0.030189 468\n", " 18 0.014706 0.013514 0.014085 444\n", " 19 0.794312 0.775906 0.785001 16917\n", " 20 0.259446 0.438298 0.325949 235\n", "\n", "avg / total 0.635865 0.622347 0.628714 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.952333 0.980835 0.966374 18210\n", " 20 0.884092 0.748594 0.810720 3556\n", "\n", "avg / total 0.941184 0.942893 0.940944 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 0.946937 0.978650 0.962532 18782\n", " 20 0.805096 0.704309 0.751337 2692\n", "\n", "avg / total 0.916691 0.931591 0.923499 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 0.852576 0.919181 0.884627 8154\n", " 20 0.925555 0.906769 0.916066 12957\n", "\n", "avg / total 0.870363 0.884131 0.876721 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 0.985407 0.967594 0.976420 18145\n", " 20 0.907127 0.892847 0.899930 3621\n", "\n", "avg / total 0.972384 0.955159 0.963695 21766\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", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.995137 0.988585 0.991850 21113\n", " 20 0.775887 0.837672 0.805596 653\n", "\n", "avg / total 0.988559 0.984058 0.986262 21766\n", "\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 45\n", " 11 0.032258 0.003968 0.007067 252\n", " 12 0.029536 0.027778 0.028630 252\n", " 13 0.005000 0.003968 0.004425 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.013333 0.003968 0.006116 252\n", " 18 0.000000 0.000000 0.000000 236\n", " 19 0.854300 0.954959 0.901830 16363\n", " 20 0.826766 0.693568 0.754332 3358\n", "\n", "avg / total 0.770715 0.825370 0.794879 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.005000 0.050000 0.009091 20\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.006452 0.009259 0.007605 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.009709 0.009259 0.009479 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.917769 0.921801 0.919781 18210\n", " 20 0.786301 0.644461 0.708350 2672\n", "\n", "avg / total 0.864441 0.850455 0.856563 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 0.078091 1.000000 0.144869 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.884224 0.803985 0.842198 8331\n", " 20 0.940370 0.908385 0.924101 13142\n", "\n", "avg / total 0.906351 0.857852 0.880552 21766\n", "\n", "Classification report for turbine 16, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.055556 0.044444 18\n", " 11 0.024691 0.018519 0.021164 108\n", " 12 0.019048 0.018519 0.018779 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.034884 0.027778 0.030928 108\n", " 16 0.020833 0.018519 0.019608 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.942622 0.941153 0.941887 17316\n", " 20 0.897520 0.922926 0.910046 3568\n", "\n", "avg / total 0.897556 0.900487 0.898986 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 12\n", " 11 0.017341 0.041667 0.024490 72\n", " 12 0.028037 0.041667 0.033520 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.006897 0.013889 0.009217 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.009804 0.013889 0.011494 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.010526 0.013889 0.011976 72\n", " 19 0.967912 0.948639 0.958179 20541\n", " 20 0.767647 0.819466 0.792711 637\n", "\n", "avg / total 0.936143 0.919645 0.927751 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.945886 0.980999 0.963123 18210\n", " 20 0.879861 0.712598 0.787446 3556\n", "\n", "avg / total 0.935099 0.937150 0.934422 21766\n", "\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.959783 0.978964 0.969279 19015\n", " 20 0.831295 0.716467 0.769621 2751\n", "\n", "avg / total 0.943544 0.945787 0.944044 21766\n", "\n", "Classification report for turbine 16, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.880403 0.927451 0.903315 8477\n", " 20 0.952088 0.919633 0.935579 13289\n", "\n", "avg / total 0.924169 0.922678 0.923013 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 0.964329 0.983702 0.973919 17671\n", " 20 0.552139 0.930180 0.692953 2220\n", "\n", "avg / total 0.839218 0.893504 0.861366 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996209 0.983233 0.989678 21113\n", " 20 0.788219 0.860643 0.822840 653\n", "\n", "avg / total 0.989969 0.979555 0.984673 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.945388 0.983910 0.964265 18210\n", " 20 0.895878 0.708943 0.791523 3556\n", "\n", "avg / total 0.937300 0.938987 0.936043 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.964649 0.978701 0.971624 19015\n", " 20 0.836297 0.752090 0.791962 2751\n", "\n", "avg / total 0.948426 0.950060 0.948917 21766\n", "\n", "Classification report for turbine 16, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.893480 0.918249 0.905696 8477\n", " 20 0.946913 0.930168 0.938466 13289\n", "\n", "avg / total 0.926103 0.925526 0.925703 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 0.954913 0.986383 0.970393 17478\n", " 20 0.912446 0.955430 0.933444 3545\n", "\n", "avg / total 0.915400 0.947671 0.931250 21766\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.982011 0.980549 0.981280 20822\n", " 20 0.763380 0.842924 0.801183 643\n", "\n", "avg / total 0.961973 0.962924 0.962390 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 0.969072 0.980905 0.974953 18591\n", " 20 0.854833 0.876396 0.865480 2775\n", "\n", "avg / total 0.941152 0.954069 0.947563 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.080925 0.089457 173\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 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 0.904189 0.966818 0.934455 15159\n", " 20 0.889880 0.826431 0.856983 5554\n", "\n", "avg / total 0.861667 0.889074 0.874328 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.071174 0.090090 0.079523 222\n", " 11 0.036364 0.010204 0.015936 196\n", " 12 0.007634 0.007299 0.007463 137\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 105\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.848556 0.917254 0.881569 10635\n", " 20 0.939320 0.853737 0.894486 9900\n", "\n", "avg / total 0.846957 0.841527 0.842575 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.318841 0.064327 0.107056 342\n", " 11 0.034483 0.015326 0.021220 261\n", " 12 0.048193 0.037037 0.041885 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.022989 0.009259 0.013201 216\n", " 15 0.026549 0.013889 0.018237 216\n", " 16 0.000000 0.000000 0.000000 222\n", " 17 0.066667 0.011905 0.020202 252\n", " 18 0.068966 0.007937 0.014235 252\n", " 19 0.904552 0.950782 0.927091 17453\n", " 20 0.675687 0.829450 0.744714 2017\n", "\n", "avg / total 0.799674 0.845266 0.819336 21663\n", "\n", "Classification report for turbine 17, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.058333 0.084337 0.068966 83\n", " 11 0.008772 0.013889 0.010753 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.025641 0.013889 0.018018 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 66\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.962621 0.937595 0.949943 18348\n", " 20 0.884203 0.874177 0.879161 2734\n", "\n", "avg / total 0.927245 0.904861 0.915893 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.977128 0.978842 0.977984 18811\n", " 20 0.858815 0.848878 0.853818 2852\n", "\n", "avg / total 0.961552 0.961732 0.961637 21663\n", "\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.944854 0.975553 0.959958 15912\n", " 20 0.925678 0.842462 0.882112 5751\n", "\n", "avg / total 0.939763 0.940221 0.939292 21663\n", "\n", "Classification report for turbine 17, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.932749 0.976821 0.954276 11217\n", " 20 0.973780 0.924373 0.948433 10446\n", "\n", "avg / total 0.952534 0.951530 0.951459 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 0.977392 0.982217 0.979798 18838\n", " 20 0.864568 0.932491 0.897246 2533\n", "\n", "avg / total 0.951025 0.963163 0.956939 21663\n", "\n", "Classification report for turbine 17, 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 0.992289 0.961373 0.976586 18873\n", " 20 0.900922 0.945161 0.922512 2790\n", "\n", "avg / total 0.980522 0.959285 0.969622 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.978337 0.974749 0.976540 18811\n", " 20 0.837384 0.857644 0.847393 2852\n", "\n", "avg / total 0.959781 0.959332 0.959537 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.949431 0.974610 0.961856 15912\n", " 20 0.924188 0.856373 0.888989 5751\n", "\n", "avg / total 0.942729 0.943221 0.942511 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.895437 0.977980 0.934890 11217\n", " 20 0.973757 0.877369 0.923054 10446\n", "\n", "avg / total 0.933203 0.929465 0.929183 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989829 0.983866 0.986838 19090\n", " 20 0.885417 0.924990 0.904771 2573\n", "\n", "avg / total 0.977427 0.976873 0.977091 21663\n", "\n", "Classification report for turbine 17, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993369 0.984316 0.988822 18873\n", " 20 0.900068 0.955556 0.926982 2790\n", "\n", "avg / total 0.981353 0.980612 0.980858 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.833333 0.186567 0.304878 134\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 0.960278 0.941094 0.950589 18521\n", " 20 0.789656 0.836397 0.812355 2720\n", "\n", "avg / total 0.925303 0.910770 0.916601 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.060976 0.058140 0.059524 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 0.940305 0.958711 0.949419 15888\n", " 20 0.859415 0.811156 0.834589 5396\n", "\n", "avg / total 0.903947 0.905415 0.904442 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 0.887829 0.960201 0.922598 10955\n", " 20 0.956582 0.861587 0.906603 10382\n", "\n", "avg / total 0.907418 0.898491 0.901049 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 0.975719 0.968535 0.972114 18878\n", " 20 0.836649 0.877608 0.856639 2492\n", "\n", "avg / total 0.946524 0.944975 0.945682 21663\n", "\n", "Classification report for turbine 17, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.107280 0.205882 0.141058 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 0.978979 0.970951 0.974948 18658\n", " 20 0.819646 0.795312 0.807296 2560\n", "\n", "avg / total 0.940713 0.931542 0.935994 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976391 0.976131 0.976261 18811\n", " 20 0.845877 0.823633 0.834607 2852\n", "\n", "avg / total 0.959208 0.956054 0.957612 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 0.930283 0.974698 0.951973 15730\n", " 20 0.902051 0.803226 0.849775 5641\n", "\n", "avg / total 0.910392 0.916909 0.912529 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.919017 0.970224 0.943926 11217\n", " 20 0.968895 0.897568 0.931869 10446\n", "\n", "avg / total 0.943069 0.935189 0.938112 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 0.988771 0.982504 0.985628 19090\n", " 20 0.889954 0.902060 0.895966 2573\n", "\n", "avg / total 0.977034 0.972949 0.974978 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 0.000000 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 0.948820 0.981720 0.964990 18053\n", " 20 0.853366 0.918089 0.884545 2637\n", "\n", "avg / total 0.894584 0.929880 0.911854 21663\n", "\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 0.982673 0.958748 0.970563 18811\n", " 20 0.818329 0.886045 0.850842 2852\n", "\n", "avg / total 0.961037 0.949176 0.954801 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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", " 19 0.954551 0.955631 0.955091 15912\n", " 20 0.919542 0.824726 0.869557 5751\n", "\n", "avg / total 0.945257 0.920879 0.932384 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.925153 0.971918 0.947959 11217\n", " 20 0.970555 0.915087 0.942005 10446\n", "\n", "avg / total 0.947046 0.944514 0.945088 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 0.989552 0.977423 0.983450 19090\n", " 20 0.871560 0.923047 0.896565 2573\n", "\n", "avg / total 0.975538 0.970964 0.973130 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 0.000000 0.000000 0.000000 185\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 173\n", " 19 0.871688 0.984198 0.924533 16580\n", " 20 0.612814 0.946277 0.743885 1880\n", "\n", "avg / total 0.746958 0.835480 0.772342 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.094270 0.554348 0.161137 92\n", " 11 0.024896 0.041667 0.031169 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.003968 0.006944 0.005051 144\n", " 15 0.007463 0.006944 0.007194 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.013123 0.138889 0.023981 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.921234 0.790305 0.850762 17907\n", " 20 0.742502 0.689889 0.715229 2512\n", "\n", "avg / total 0.848336 0.736925 0.787323 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.708647 0.435167 0.539213 2599\n", " 11 0.024793 0.002860 0.005128 1049\n", " 12 0.037736 0.009122 0.014692 877\n", " 13 0.051429 0.010909 0.018000 825\n", " 14 0.058824 0.015979 0.025131 751\n", " 15 0.003968 0.001618 0.002299 618\n", " 16 0.011364 0.003968 0.005882 504\n", " 17 0.006780 0.003992 0.005025 501\n", " 18 0.000000 0.000000 0.000000 448\n", " 19 0.653316 0.864117 0.744074 10590\n", " 20 0.450727 0.662185 0.536367 2901\n", "\n", "avg / total 0.472014 0.565019 0.502980 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.038020 0.296675 0.067403 391\n", " 11 0.015727 0.080000 0.026287 150\n", " 12 0.004608 0.027778 0.007905 108\n", " 13 0.023529 0.055556 0.033058 108\n", " 14 0.009901 0.027778 0.014599 108\n", " 15 0.009709 0.027778 0.014388 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002358 0.009259 0.003759 108\n", " 18 0.020270 0.055556 0.029703 108\n", " 19 0.841863 0.759745 0.798699 10826\n", " 20 0.880015 0.508176 0.644295 9540\n", "\n", "avg / total 0.809406 0.610396 0.684797 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.194946 0.540000 0.286472 300\n", " 11 0.022222 0.040741 0.028758 270\n", " 12 0.014184 0.046512 0.021739 129\n", " 13 0.004090 0.018519 0.006700 108\n", " 14 0.003436 0.009524 0.005051 105\n", " 15 0.008955 0.027778 0.013544 108\n", " 16 0.006849 0.018519 0.010000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.004673 0.009259 0.006211 108\n", " 19 0.940265 0.845053 0.890120 18161\n", " 20 0.727273 0.552363 0.627864 2158\n", "\n", "avg / total 0.863912 0.772146 0.813432 21663\n", "\n", "Classification report for turbine 17, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.044362 0.369231 0.079208 65\n", " 11 0.015576 0.019841 0.017452 252\n", " 12 0.007353 0.007937 0.007634 252\n", " 13 0.016667 0.023810 0.019608 252\n", " 14 0.014851 0.011905 0.013216 252\n", " 15 0.023810 0.019841 0.021645 252\n", " 16 0.022989 0.023810 0.023392 252\n", " 17 0.019324 0.015873 0.017429 252\n", " 18 0.004762 0.003968 0.004329 252\n", " 19 0.892488 0.880814 0.886613 17049\n", " 20 0.790945 0.703514 0.744672 2533\n", "\n", "avg / total 0.796471 0.778055 0.786534 21663\n", "\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 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 0.962698 0.978851 0.970707 18535\n", " 20 0.815406 0.848227 0.831493 2708\n", "\n", "avg / total 0.925621 0.943544 0.934485 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 0.951319 0.956699 0.954001 15912\n", " 20 0.923794 0.792558 0.853159 5751\n", "\n", "avg / total 0.944011 0.913124 0.927230 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 0.916688 0.964251 0.939868 11217\n", " 20 0.962936 0.902834 0.931917 10446\n", "\n", "avg / total 0.938989 0.934635 0.936034 21663\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 0.250000 0.083333 0.125000 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 0.975279 0.980093 0.977680 18838\n", " 20 0.862533 0.914093 0.887565 2526\n", "\n", "avg / total 0.948809 0.958916 0.953747 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 0.991560 0.964817 0.978006 18873\n", " 20 0.910386 0.939427 0.924678 2790\n", "\n", "avg / total 0.981105 0.961547 0.971138 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.002415 0.005051 0.003268 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 0.015152 0.013889 0.014493 72\n", " 17 0.006061 0.013889 0.008439 72\n", " 18 0.004724 0.041667 0.008487 72\n", " 19 0.942529 0.864998 0.902100 18296\n", " 20 0.685940 0.635943 0.659996 2593\n", "\n", "avg / total 0.878248 0.806952 0.841024 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.061286 0.220430 0.095906 186\n", " 11 0.000000 0.000000 0.000000 154\n", " 12 0.000000 0.000000 0.000000 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 0.012346 0.013889 0.013072 72\n", " 18 0.007205 0.069444 0.013055 72\n", " 19 0.883744 0.875107 0.879404 15245\n", " 20 0.879646 0.705893 0.783249 5498\n", "\n", "avg / total 0.845764 0.797166 0.818563 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.092398 0.603053 0.160243 131\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.022727 0.006944 0.010638 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 0.817781 0.908226 0.860634 10199\n", " 20 0.951020 0.846773 0.895874 10181\n", "\n", "avg / total 0.832676 0.829248 0.827264 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.611307 0.116892 0.196256 1480\n", " 11 0.039474 0.006363 0.010959 943\n", " 12 0.010870 0.003236 0.004988 618\n", " 13 0.020690 0.005941 0.009231 505\n", " 14 0.000000 0.000000 0.000000 432\n", " 15 0.010989 0.004630 0.006515 432\n", " 16 0.010309 0.004843 0.006590 413\n", " 17 0.009091 0.002525 0.003953 396\n", " 18 0.000000 0.000000 0.000000 396\n", " 19 0.786291 0.920119 0.847957 15135\n", " 20 0.286872 0.775465 0.418811 913\n", "\n", "avg / total 0.606295 0.684254 0.624652 21663\n", "\n", "Classification report for turbine 17, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.045956 0.091575 0.061200 273\n", " 11 0.034722 0.049383 0.040775 405\n", " 12 0.051389 0.093434 0.066308 396\n", " 13 0.018648 0.021798 0.020101 367\n", " 14 0.041056 0.038889 0.039943 360\n", " 15 0.022109 0.036111 0.027426 360\n", " 16 0.052174 0.066667 0.058537 360\n", " 17 0.029333 0.033742 0.031384 326\n", " 18 0.008902 0.009259 0.009077 324\n", " 19 0.862692 0.796567 0.828312 16256\n", " 20 0.708279 0.723166 0.715645 2236\n", "\n", "avg / total 0.725449 0.679546 0.701222 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.626794 0.599542 0.612865 1311\n", " 11 0.017928 0.018219 0.018072 494\n", " 12 0.043933 0.091904 0.059448 457\n", " 13 0.037618 0.111111 0.056206 432\n", " 14 0.012121 0.016393 0.013937 366\n", " 15 0.005556 0.006579 0.006024 304\n", " 16 0.006202 0.013889 0.008574 288\n", " 17 0.028099 0.059028 0.038074 288\n", " 18 0.006897 0.010417 0.008299 288\n", " 19 0.860242 0.720608 0.784258 16178\n", " 20 0.546431 0.688146 0.609155 1257\n", "\n", "avg / total 0.714987 0.620413 0.661960 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.419741 0.505200 0.458522 2500\n", " 11 0.079480 0.051887 0.062785 1060\n", " 12 0.036885 0.019129 0.025192 941\n", " 13 0.034899 0.029748 0.032119 874\n", " 14 0.014768 0.008883 0.011094 788\n", " 15 0.008245 0.011475 0.009596 610\n", " 16 0.064220 0.036458 0.046512 576\n", " 17 0.020478 0.010417 0.013809 576\n", " 18 0.015487 0.012750 0.013986 549\n", " 19 0.655685 0.746472 0.698140 10985\n", " 20 0.419037 0.347550 0.379960 2204\n", "\n", "avg / total 0.433875 0.478973 0.453684 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.090488 0.234463 0.130580 1416\n", " 11 0.017157 0.033981 0.022801 618\n", " 12 0.040254 0.040685 0.040469 467\n", " 13 0.032872 0.054755 0.041081 347\n", " 14 0.006711 0.021605 0.010241 324\n", " 15 0.014545 0.024691 0.018307 324\n", " 16 0.007246 0.006173 0.006667 324\n", " 17 0.018072 0.018519 0.018293 324\n", " 18 0.001550 0.003086 0.002064 324\n", " 19 0.661602 0.710158 0.685021 8584\n", " 20 0.742896 0.315759 0.443159 8611\n", "\n", "avg / total 0.565979 0.426072 0.459143 21663\n", "\n", "Classification report for turbine 17, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.065831 0.471910 0.115543 178\n", " 11 0.004405 0.032258 0.007752 124\n", " 12 0.002725 0.018519 0.004751 108\n", " 13 0.002660 0.018519 0.004651 108\n", " 14 0.001715 0.009259 0.002894 108\n", " 15 0.012069 0.064815 0.020349 108\n", " 16 0.004630 0.020202 0.007533 99\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.001799 0.013889 0.003185 72\n", " 19 0.940655 0.739503 0.828038 18219\n", " 20 0.691429 0.294285 0.412852 2467\n", "\n", "avg / total 0.870538 0.660204 0.744613 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 0.001330 0.250000 0.002646 4\n", " 11 0.001770 0.027778 0.003328 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 0.000000 0.000000 0.000000 36\n", " 16 0.002924 0.027778 0.005291 36\n", " 17 0.002160 0.027778 0.004008 36\n", " 18 0.008097 0.055556 0.014134 36\n", " 19 0.972609 0.834606 0.898338 18592\n", " 20 0.850612 0.475351 0.609880 2779\n", "\n", "avg / total 0.943878 0.777593 0.849278 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.983042 0.979959 0.981498 18811\n", " 20 0.870491 0.888499 0.879403 2852\n", "\n", "avg / total 0.968224 0.967918 0.968057 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 0.934399 0.971389 0.952535 15763\n", " 20 0.874905 0.839425 0.856798 5499\n", "\n", "avg / total 0.902001 0.919910 0.910601 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 0.850722 0.944994 0.895384 11217\n", " 20 0.963912 0.802891 0.876064 10446\n", "\n", "avg / total 0.905303 0.876471 0.886068 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", " 19 0.986622 0.973546 0.980041 19090\n", " 20 0.863636 0.893510 0.878319 2573\n", "\n", "avg / total 0.972015 0.964040 0.967959 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 0.981424 0.977476 0.979446 18647\n", " 20 0.892286 0.943771 0.917307 2721\n", "\n", "avg / total 0.956863 0.959932 0.958303 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 0.877901 0.978989 0.925693 16848\n", " 20 0.734609 0.858188 0.791604 2461\n", "\n", "avg / total 0.766226 0.858884 0.809870 21663\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 12\n", " 11 0.007042 0.013889 0.009346 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.004021 0.041667 0.007335 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.028302 0.041667 0.033708 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.903340 0.872611 0.887710 15433\n", " 20 0.884977 0.766395 0.821429 5642\n", "\n", "avg / total 0.874169 0.821585 0.846519 21663\n", "\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.004717 0.090909 0.008969 11\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 0.019231 0.013889 0.016129 72\n", " 19 0.899022 0.867014 0.882728 10926\n", " 20 0.934981 0.879803 0.906553 10150\n", "\n", "avg / total 0.891576 0.849605 0.870030 21663\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 13\n", " 11 0.014925 0.013889 0.014388 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 0.955212 0.941907 0.948513 18522\n", " 20 0.842389 0.856583 0.849427 2552\n", "\n", "avg / total 0.915999 0.906292 0.911099 21663\n", "\n", "Classification report for turbine 17, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.076923 0.090909 13\n", " 11 0.015873 0.013889 0.014815 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 0.143541 0.416667 0.213523 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 0.963646 0.955750 0.959682 18305\n", " 20 0.894995 0.923438 0.908994 2769\n", "\n", "avg / total 0.929267 0.927111 0.927923 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.977538 0.978630 0.978084 18811\n", " 20 0.858001 0.851683 0.854830 2852\n", "\n", "avg / total 0.961801 0.961917 0.961857 21663\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.945300 0.976370 0.960584 15912\n", " 20 0.928080 0.843679 0.883869 5751\n", "\n", "avg / total 0.940728 0.941144 0.940218 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.895593 0.976553 0.934323 11217\n", " 20 0.972116 0.877752 0.922527 10446\n", "\n", "avg / total 0.932493 0.928911 0.928635 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990924 0.983709 0.987303 19090\n", " 20 0.885324 0.933152 0.908609 2573\n", "\n", "avg / total 0.978381 0.977704 0.977956 21663\n", "\n", "Classification report for turbine 17, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.993908 0.985429 0.989650 18873\n", " 20 0.906811 0.959140 0.932242 2790\n", "\n", "avg / total 0.982690 0.982043 0.982256 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.979569 0.978736 0.979152 18811\n", " 20 0.860530 0.865358 0.862937 2852\n", "\n", "avg / total 0.963897 0.963809 0.963852 21663\n", "\n", "Classification report for turbine 17, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.947857 0.975616 0.961536 15912\n", " 20 0.926585 0.851504 0.887459 5751\n", "\n", "avg / total 0.942210 0.942667 0.941870 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 0.931753 0.977052 0.953865 11025\n", " 20 0.964166 0.942976 0.953453 10329\n", "\n", "avg / total 0.933917 0.946868 0.940063 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 0.972923 0.978720 0.975813 18797\n", " 20 0.862491 0.910763 0.885970 2555\n", "\n", "avg / total 0.945931 0.956654 0.951207 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 0.991466 0.960314 0.975641 18873\n", " 20 0.901515 0.938351 0.919564 2790\n", "\n", "avg / total 0.979881 0.957485 0.968419 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.989796 0.909317 0.947851 19309\n", " 20 0.519088 0.912603 0.661765 2071\n", "\n", "avg / total 0.944201 0.909635 0.920139 21380\n", "\n", "Classification report for turbine 18, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.992422 0.987614 0.990012 20023\n", " 20 0.829436 0.888725 0.858058 1357\n", "\n", "avg / total 0.982077 0.981338 0.981637 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 0.882853 0.989570 0.933170 16587\n", " 20 0.883788 0.801561 0.840669 3074\n", "\n", "avg / total 0.812004 0.882975 0.844842 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 0.989178 0.966240 0.977574 20527\n", " 20 0.739079 0.733880 0.736471 853\n", "\n", "avg / total 0.979199 0.956969 0.967955 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 0.968662 0.982898 0.975728 15378\n", " 20 0.976297 0.959874 0.968016 5707\n", "\n", "avg / total 0.957334 0.963190 0.960206 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.106952 0.353982 0.164271 113\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.006515 0.018519 0.009639 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.006494 0.009259 0.007634 108\n", " 15 0.012315 0.046296 0.019455 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 0.933140 0.873569 0.902373 18437\n", " 20 0.669434 0.656155 0.662728 1966\n", "\n", "avg / total 0.866943 0.815903 0.840154 21380\n", "\n", "Classification report for turbine 18, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.004587 0.010204 0.006329 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 0.000000 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 0.958977 0.913059 0.935455 19381\n", " 20 0.767247 0.830943 0.797826 1325\n", "\n", "avg / total 0.916884 0.879233 0.897464 21380\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 0.009709 0.218750 0.018592 32\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.011905 0.009259 0.010417 108\n", " 13 0.038095 0.037037 0.037559 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.008929 0.009259 0.009091 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.020000 0.018519 0.019231 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.918667 0.941698 0.930040 17272\n", " 20 0.900048 0.585928 0.709787 3212\n", "\n", "avg / total 0.877783 0.849486 0.858387 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 0.987246 0.931456 0.958540 20527\n", " 20 0.718310 0.597890 0.652591 853\n", "\n", "avg / total 0.976517 0.918148 0.946334 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 0.984991 0.946764 0.965499 15666\n", " 20 0.981427 0.934022 0.957138 5714\n", "\n", "avg / total 0.984039 0.943358 0.963265 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985408 0.909317 0.945835 19309\n", " 20 0.508422 0.874457 0.642997 2071\n", "\n", "avg / total 0.939204 0.905940 0.916500 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.992519 0.987265 0.989885 20023\n", " 20 0.825701 0.890199 0.856738 1357\n", "\n", "avg / total 0.981931 0.981104 0.981434 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.960320 0.991563 0.975692 18135\n", " 20 0.942373 0.771032 0.848136 3245\n", "\n", "avg / total 0.957596 0.958092 0.956332 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989975 0.991036 0.990505 20527\n", " 20 0.778580 0.758499 0.768409 853\n", "\n", "avg / total 0.981541 0.981759 0.981644 21380\n", "\n", "Classification report for turbine 18, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985369 0.993042 0.989191 15666\n", " 20 0.980508 0.959573 0.969927 5714\n", "\n", "avg / total 0.984070 0.984097 0.984042 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.013333 0.017391 0.015094 230\n", " 11 0.007194 0.009346 0.008130 107\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.011628 0.027778 0.016393 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005780 0.013889 0.008163 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.943826 0.910804 0.927021 18521\n", " 20 0.762020 0.777502 0.769684 2018\n", "\n", "avg / total 0.889778 0.862769 0.875991 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.130919 0.419643 0.199575 112\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.012500 0.013889 0.013158 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 0.012195 0.013889 0.012987 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960476 0.936444 0.948308 19463\n", " 20 0.666667 0.647681 0.657037 1229\n", "\n", "avg / total 0.913448 0.892002 0.902182 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 0.016949 0.027778 0.021053 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 0.942948 0.948704 0.945817 17857\n", " 20 0.921210 0.716940 0.806339 3229\n", "\n", "avg / total 0.926727 0.900702 0.911781 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.182796 0.217949 0.198830 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 0.972782 0.962287 0.967506 20205\n", " 20 0.695302 0.640297 0.666667 809\n", "\n", "avg / total 0.946297 0.934425 0.940285 21380\n", "\n", "Classification report for turbine 18, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.621622 0.003894 0.007739 5907\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 0.012987 0.027778 0.017699 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.933225 0.965492 0.949084 14837\n", " 20 0.060472 0.706897 0.111413 348\n", "\n", "avg / total 0.820378 0.682647 0.662614 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.515625 0.186441 0.273859 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 0.971446 0.852914 0.908329 19186\n", " 20 0.388350 0.715350 0.503408 1342\n", "\n", "avg / total 0.908939 0.814920 0.853517 21380\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.991605 0.943815 0.967120 20023\n", " 20 0.803071 0.655122 0.721591 1357\n", "\n", "avg / total 0.979638 0.925491 0.951536 21380\n", "\n", "Classification report for turbine 18, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.010949 0.176471 0.020619 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 0.000000 0.000000 0.000000 36\n", " 19 0.946980 0.956432 0.951682 17834\n", " 20 0.920506 0.631938 0.749402 3225\n", "\n", "avg / total 0.928777 0.893265 0.906898 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 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 0.970135 0.978852 0.974474 20144\n", " 20 0.702929 0.611650 0.654121 824\n", "\n", "avg / total 0.941142 0.945837 0.943349 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 0.984303 0.980659 0.982477 15666\n", " 20 0.976169 0.939097 0.957274 5714\n", "\n", "avg / total 0.982129 0.969551 0.975742 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.032258 0.005051 0.008734 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 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.350000 0.194444 0.250000 36\n", " 17 0.314286 0.305556 0.309859 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969047 0.971305 0.970175 18888\n", " 20 0.738854 0.861082 0.795299 1886\n", "\n", "avg / total 0.922691 0.934939 0.928273 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 0.991385 0.965540 0.978292 20023\n", " 20 0.802778 0.851879 0.826600 1357\n", "\n", "avg / total 0.979414 0.958326 0.968664 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.953671 0.984119 0.968656 18135\n", " 20 0.925274 0.728814 0.815377 3245\n", "\n", "avg / total 0.949361 0.945370 0.945392 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", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988016 0.988016 0.988016 20527\n", " 20 0.763291 0.706917 0.734023 853\n", "\n", "avg / total 0.979050 0.976801 0.977882 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", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984540 0.987808 0.986171 15666\n", " 20 0.975040 0.957123 0.965998 5714\n", "\n", "avg / total 0.982001 0.979607 0.980780 21380\n", "\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 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 0.863221 0.971424 0.914132 16937\n", " 20 0.450851 0.782609 0.572114 1219\n", "\n", "avg / total 0.709540 0.814172 0.756785 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.003968 0.250000 0.007812 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 0.975976 0.948830 0.962211 19738\n", " 20 0.762301 0.814815 0.787683 1350\n", "\n", "avg / total 0.949155 0.927456 0.938051 21380\n", "\n", "Classification report for turbine 18, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.005807 0.121951 0.011086 41\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.009434 0.027778 0.014085 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 0.918487 0.944928 0.931520 17577\n", " 20 0.889923 0.510044 0.648444 3186\n", "\n", "avg / total 0.887767 0.853181 0.862523 21380\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 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 0.973892 0.956522 0.965129 20240\n", " 20 0.733420 0.667456 0.698885 845\n", "\n", "avg / total 0.950950 0.931899 0.941289 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 0.983114 0.969999 0.976513 15666\n", " 20 0.965175 0.630557 0.762782 5714\n", "\n", "avg / total 0.978320 0.879280 0.919391 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 0.983932 0.903827 0.942180 19309\n", " 20 0.845789 0.775954 0.809368 2071\n", "\n", "avg / total 0.970551 0.891441 0.929315 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 0.990592 0.946561 0.968076 20023\n", " 20 0.783821 0.849668 0.815417 1357\n", "\n", "avg / total 0.977468 0.940412 0.958387 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.943946 0.975021 0.959232 18135\n", " 20 0.838204 0.362404 0.506024 3245\n", "\n", "avg / total 0.927897 0.882039 0.890445 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 0.986980 0.982316 0.984642 20527\n", " 20 0.749351 0.676436 0.711029 853\n", "\n", "avg / total 0.977499 0.970112 0.973726 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 0.975829 0.984425 0.980108 15666\n", " 20 0.977409 0.916171 0.945799 5714\n", "\n", "avg / total 0.976251 0.966183 0.970939 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.014493 0.010989 0.012500 91\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.012195 0.006944 0.008850 144\n", " 14 0.028037 0.022388 0.024896 134\n", " 15 0.039474 0.055556 0.046154 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.022222 0.009259 0.013072 108\n", " 18 0.030303 0.009259 0.014184 108\n", " 19 0.934255 0.844055 0.886867 18250\n", " 20 0.416267 0.765571 0.539299 2039\n", "\n", "avg / total 0.837965 0.794107 0.809104 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.013072 0.125000 0.023669 16\n", " 11 0.010753 0.006944 0.008439 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.023810 0.020833 0.022222 144\n", " 14 0.008264 0.006944 0.007547 144\n", " 15 0.012232 0.027778 0.016985 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.002538 0.006944 0.003717 144\n", " 18 0.008403 0.006944 0.007605 144\n", " 19 0.933450 0.904419 0.918705 18874\n", " 20 0.730823 0.783259 0.756133 1338\n", "\n", "avg / total 0.870229 0.848036 0.858807 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 0.018868 0.020833 0.019802 144\n", " 12 0.024291 0.041667 0.030691 144\n", " 13 0.010309 0.005988 0.007576 167\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.029703 0.016667 0.021352 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 0.893822 0.918696 0.906088 16961\n", " 20 0.890874 0.753366 0.816370 3045\n", "\n", "avg / total 0.836581 0.836717 0.835659 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.190476 0.080000 0.112676 200\n", " 11 0.080000 0.024096 0.037037 415\n", " 12 0.040984 0.012953 0.019685 386\n", " 13 0.000000 0.000000 0.000000 301\n", " 14 0.000000 0.000000 0.000000 261\n", " 15 0.018750 0.011905 0.014563 252\n", " 16 0.025478 0.015873 0.019560 252\n", " 17 0.008929 0.003968 0.005495 252\n", " 18 0.013333 0.008850 0.010638 226\n", " 19 0.877329 0.940002 0.907585 18184\n", " 20 0.539683 0.626728 0.579957 651\n", "\n", "avg / total 0.767456 0.820486 0.792281 21380\n", "\n", "Classification report for turbine 18, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.023810 0.019231 0.021277 52\n", " 11 0.008696 0.027778 0.013245 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 0.011173 0.027778 0.015936 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.008547 0.013889 0.010582 72\n", " 19 0.943610 0.899218 0.920879 15092\n", " 20 0.971247 0.942933 0.956880 5660\n", "\n", "avg / total 0.923363 0.884659 0.903546 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.089623 0.220077 0.127374 259\n", " 11 0.003135 0.011111 0.004890 180\n", " 12 0.005093 0.024793 0.008451 121\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.002899 0.009259 0.004415 108\n", " 15 0.007326 0.018519 0.010499 108\n", " 16 0.005093 0.027778 0.008608 108\n", " 17 0.011236 0.046296 0.018083 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.924969 0.821904 0.870396 18344\n", " 20 0.766373 0.428884 0.549982 1828\n", "\n", "avg / total 0.860422 0.745276 0.795664 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 101\n", " 11 0.000000 0.000000 0.000000 110\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.003922 0.009259 0.005510 108\n", " 15 0.007194 0.009259 0.008097 108\n", " 16 0.004367 0.009259 0.005935 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.937755 0.862263 0.898426 19167\n", " 20 0.600000 0.363563 0.452774 1246\n", "\n", "avg / total 0.875736 0.794341 0.831918 21380\n", "\n", "Classification report for turbine 18, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.004975 0.047619 0.009009 21\n", " 11 0.004211 0.055556 0.007828 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.012739 0.055556 0.020725 36\n", " 14 0.005076 0.027778 0.008584 36\n", " 15 0.024793 0.083333 0.038217 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 0.947325 0.904191 0.925256 17921\n", " 20 0.908313 0.707619 0.795503 3150\n", "\n", "avg / total 0.927970 0.862582 0.892902 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 0.989193 0.949822 0.969108 20527\n", " 20 0.713056 0.582649 0.641290 853\n", "\n", "avg / total 0.978176 0.935173 0.956029 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 0.957962 0.952764 0.955356 15666\n", " 20 0.951438 0.613756 0.746170 5714\n", "\n", "avg / total 0.956218 0.862161 0.899449 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.990392 0.934228 0.961490 19309\n", " 20 0.598863 0.915500 0.724079 2071\n", "\n", "avg / total 0.952466 0.932413 0.938493 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.992526 0.988164 0.990340 20023\n", " 20 0.835986 0.890199 0.862241 1357\n", "\n", "avg / total 0.982590 0.981946 0.982209 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.960028 0.989302 0.974445 18135\n", " 20 0.927935 0.769800 0.841502 3245\n", "\n", "avg / total 0.955157 0.955987 0.954268 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.989931 0.991426 0.990678 20527\n", " 20 0.785888 0.757327 0.771343 853\n", "\n", "avg / total 0.981790 0.982086 0.981927 21380\n", "\n", "Classification report for turbine 18, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.985749 0.993425 0.989572 15666\n", " 20 0.981581 0.960623 0.970989 5714\n", "\n", "avg / total 0.984635 0.984659 0.984606 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.116279 0.158730 43\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.045455 0.015873 0.023529 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.014493 0.003968 0.006231 252\n", " 15 0.010101 0.003968 0.005698 252\n", " 16 0.033333 0.003968 0.007092 252\n", " 17 0.016129 0.007937 0.010638 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.884948 0.933002 0.908340 17329\n", " 20 0.730945 0.881024 0.798998 1992\n", "\n", "avg / total 0.787286 0.838962 0.811621 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 13\n", " 11 0.012987 0.041667 0.019802 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.014599 0.027778 0.019139 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 0.005263 0.013889 0.007634 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.964038 0.922389 0.942754 19443\n", " 20 0.834752 0.873145 0.853517 1348\n", "\n", "avg / total 0.929439 0.894153 0.911312 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.016260 0.111111 0.028369 18\n", " 11 0.023810 0.027778 0.025641 108\n", " 12 0.015748 0.018519 0.017021 108\n", " 13 0.011111 0.018519 0.013889 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.007042 0.009259 0.008000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.907650 0.920240 0.913902 17302\n", " 20 0.887540 0.686483 0.774171 3196\n", "\n", "avg / total 0.867506 0.847802 0.855662 21380\n", "\n", "Classification report for turbine 18, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.022222 0.055556 0.031746 18\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.021739 0.027778 0.024390 108\n", " 14 0.006452 0.009259 0.007605 108\n", " 15 0.010363 0.018519 0.013289 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 0.948821 0.933269 0.940981 19706\n", " 20 0.682432 0.637626 0.659269 792\n", "\n", "avg / total 0.900148 0.884331 0.892130 21380\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 0.000000 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 0.012987 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 0.023529 0.055556 0.033058 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.967203 0.949216 0.958125 15379\n", " 20 0.976740 0.905188 0.939603 5706\n", "\n", "avg / total 0.956465 0.924509 0.940048 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986957 0.987571 0.987264 19309\n", " 20 0.883439 0.878320 0.880872 2071\n", "\n", "avg / total 0.976930 0.976988 0.976958 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.992228 0.988263 0.990242 20023\n", " 20 0.836465 0.885777 0.860415 1357\n", "\n", "avg / total 0.982341 0.981759 0.982002 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.957787 0.990902 0.974063 18135\n", " 20 0.936975 0.755932 0.836773 3245\n", "\n", "avg / total 0.954628 0.955239 0.953225 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989079 0.992741 0.990907 20527\n", " 20 0.808237 0.736225 0.770552 853\n", "\n", "avg / total 0.981864 0.982507 0.982115 21380\n", "\n", "Classification report for turbine 18, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986313 0.993553 0.989920 15666\n", " 20 0.981961 0.962198 0.971979 5714\n", "\n", "avg / total 0.985150 0.985173 0.985125 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.985992 0.973328 0.979619 19309\n", " 20 0.777922 0.871077 0.821868 2071\n", "\n", "avg / total 0.965837 0.963424 0.964339 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991779 0.988064 0.989918 20023\n", " 20 0.833101 0.879145 0.855504 1357\n", "\n", "avg / total 0.981707 0.981151 0.981386 21380\n", "\n", "Classification report for turbine 18, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.966004 0.991839 0.978751 18135\n", " 20 0.946377 0.804931 0.869942 3245\n", "\n", "avg / total 0.963025 0.963471 0.962236 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 0.975895 0.991850 0.983808 20246\n", " 20 0.768369 0.742479 0.755202 831\n", "\n", "avg / total 0.953999 0.968101 0.960980 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", " 19 0.982462 0.990489 0.986459 15666\n", " 20 0.981368 0.949422 0.965131 5714\n", "\n", "avg / total 0.982169 0.979514 0.980759 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 0.989276 0.934706 0.961217 21120\n", " 20 0.599237 0.674785 0.634771 698\n", "\n", "avg / total 0.976798 0.926391 0.950774 21818\n", "\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.451613 0.087500 0.146597 160\n", " 11 0.000000 0.000000 0.000000 198\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 0.932655 0.941164 0.936890 18305\n", " 20 0.596606 0.851421 0.701593 2147\n", "\n", "avg / total 0.844505 0.874049 0.856153 21818\n", "\n", "Classification report for turbine 19, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.002882 0.050000 0.005450 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 0.004132 0.009259 0.005714 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 0.909284 0.958243 0.933122 15638\n", " 20 0.870504 0.596285 0.707762 5276\n", "\n", "avg / total 0.862257 0.831149 0.840001 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 0.000000 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 0.014599 0.027778 0.019139 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957469 0.952663 0.955060 19921\n", " 20 0.794224 0.721903 0.756339 1219\n", "\n", "avg / total 0.918643 0.910258 0.914342 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 0.000000 0.000000 0.000000 36\n", " 17 0.008197 0.027778 0.012658 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.980690 0.961652 0.971078 20966\n", " 20 0.738574 0.725314 0.731884 557\n", "\n", "avg / total 0.961262 0.942662 0.951862 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.989041 0.957197 0.972859 21120\n", " 20 0.487073 0.674785 0.565766 698\n", "\n", "avg / total 0.972982 0.948162 0.959835 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 0.983516 0.960406 0.971824 19321\n", " 20 0.817059 0.874650 0.844874 2497\n", "\n", "avg / total 0.964466 0.950591 0.957295 21818\n", "\n", "Classification report for turbine 19, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.007407 0.013699 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 0.880173 0.981975 0.928291 15312\n", " 20 0.920154 0.784921 0.847174 5491\n", "\n", "avg / total 0.849851 0.886745 0.864776 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 0.985413 0.968310 0.976787 20511\n", " 20 0.856359 0.716144 0.780000 1307\n", "\n", "avg / total 0.977682 0.953204 0.964998 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 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 0.023810 0.013889 0.017544 72\n", " 16 0.040000 0.027778 0.032787 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.967747 0.977712 0.972704 20684\n", " 20 0.697802 0.701657 0.699725 543\n", "\n", "avg / total 0.935025 0.944495 0.939728 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989619 0.979498 0.984533 21120\n", " 20 0.526258 0.689112 0.596774 698\n", "\n", "avg / total 0.974795 0.970208 0.972128 21818\n", "\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985428 0.980022 0.982717 19321\n", " 20 0.851710 0.887865 0.869412 2497\n", "\n", "avg / total 0.970124 0.969475 0.969750 21818\n", "\n", "Classification report for turbine 19, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.935842 0.982649 0.958675 16195\n", " 20 0.941616 0.805975 0.868532 5623\n", "\n", "avg / total 0.937331 0.937116 0.935443 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 0.984469 0.994265 0.989343 20401\n", " 20 0.899506 0.836782 0.867011 1305\n", "\n", "avg / total 0.974333 0.979741 0.976947 21818\n", "\n", "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 0.500000 0.031250 0.058824 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 0.987327 0.990559 0.988940 21078\n", " 20 0.772496 0.831810 0.801056 547\n", "\n", "avg / total 0.973940 0.977862 0.975568 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", " 13 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991384 0.969792 0.980469 21120\n", " 20 0.464451 0.720630 0.564851 698\n", "\n", "avg / total 0.974527 0.961821 0.967173 21818\n", "\n", "Classification report for turbine 19, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.714286 0.030303 0.058140 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 0.929795 0.981447 0.954923 19027\n", " 20 0.508435 0.432888 0.467630 2019\n", "\n", "avg / total 0.868707 0.896416 0.876921 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 0.009709 0.013889 0.011429 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 0.913831 0.969588 0.940884 15619\n", " 20 0.936890 0.581864 0.717881 5613\n", "\n", "avg / total 0.895251 0.843845 0.858280 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 0.987639 0.966067 0.976734 20511\n", " 20 0.872524 0.775057 0.820908 1307\n", "\n", "avg / total 0.980743 0.954625 0.967399 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.994154 0.976100 0.985044 21255\n", " 20 0.803468 0.740675 0.770795 563\n", "\n", "avg / total 0.989233 0.970025 0.979516 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 0.989769 0.971117 0.980355 21120\n", " 20 0.508816 0.289398 0.368950 698\n", "\n", "avg / total 0.974383 0.949308 0.960795 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985320 0.948398 0.966507 19321\n", " 20 0.870021 0.664798 0.753689 2497\n", "\n", "avg / total 0.972125 0.915941 0.942150 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.000705 0.045455 0.001389 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 0.894992 0.965653 0.928981 15693\n", " 20 0.913828 0.567836 0.700435 5528\n", "\n", "avg / total 0.875276 0.838482 0.845656 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.054902 0.076087 0.063781 184\n", " 11 0.000000 0.000000 0.000000 121\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 75\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.965921 0.976190 0.971029 20034\n", " 20 0.492569 0.585859 0.535179 792\n", "\n", "avg / total 0.905284 0.918278 0.911595 21818\n", "\n", "Classification report for turbine 19, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.033951 0.239130 0.059459 46\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 0.979989 0.955083 0.967376 20972\n", " 20 0.711240 0.716797 0.714008 512\n", "\n", "avg / total 0.958752 0.935374 0.946746 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.990771 0.975947 0.983303 21120\n", " 20 0.499014 0.724928 0.591121 698\n", "\n", "avg / total 0.975039 0.967916 0.970756 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 0.969945 0.981253 0.975566 19043\n", " 20 0.832354 0.876650 0.853928 2424\n", "\n", "avg / total 0.939055 0.953845 0.946358 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 0.960063 0.981167 0.970500 16195\n", " 20 0.953435 0.881202 0.915896 5623\n", "\n", "avg / total 0.958355 0.955404 0.956428 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.991101 0.988201 0.989649 20511\n", " 20 0.874708 0.859985 0.867284 1307\n", "\n", "avg / total 0.984128 0.980521 0.982319 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 0.995610 0.992378 0.993992 21255\n", " 20 0.834520 0.833037 0.833778 563\n", "\n", "avg / total 0.991453 0.988267 0.989857 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 0.964649 0.974363 0.969481 20556\n", " 20 0.475829 0.748137 0.581692 671\n", "\n", "avg / total 0.923485 0.941012 0.931294 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.747126 0.095378 0.169161 1363\n", " 11 0.027778 0.055556 0.037037 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 0.962670 0.951296 0.956950 18705\n", " 20 0.396725 0.786716 0.527462 1355\n", "\n", "avg / total 0.896720 0.870566 0.863859 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.001502 0.031250 0.002865 32\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 0.924616 0.954717 0.939425 15635\n", " 20 0.947706 0.822422 0.880630 5575\n", "\n", "avg / total 0.904752 0.894353 0.898227 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 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 0.981567 0.966971 0.974214 20376\n", " 20 0.763180 0.804943 0.783505 1133\n", "\n", "avg / total 0.956325 0.944862 0.950514 21818\n", "\n", "Classification report for turbine 19, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.877805 0.722793 0.792793 487\n", " 11 0.000000 0.000000 0.000000 379\n", " 12 0.038462 0.002778 0.005181 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 0.022222 0.002778 0.004938 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.861967 0.982114 0.918127 18115\n", " 20 0.437383 0.738170 0.549296 317\n", "\n", "avg / total 0.742622 0.842378 0.788144 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990157 0.976468 0.983265 21120\n", " 20 0.497980 0.706304 0.584123 698\n", "\n", "avg / total 0.974412 0.967825 0.970496 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.985127 0.980436 0.982776 19321\n", " 20 0.853998 0.885463 0.869446 2497\n", "\n", "avg / total 0.970119 0.969566 0.969805 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.938093 0.983390 0.960207 16195\n", " 20 0.944433 0.813089 0.873853 5623\n", "\n", "avg / total 0.939727 0.939499 0.937952 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.990519 0.993272 0.991894 20511\n", " 20 0.889600 0.850803 0.869769 1307\n", "\n", "avg / total 0.984474 0.984737 0.984578 21818\n", "\n", "Classification report for turbine 19, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.995579 0.995954 0.995766 21255\n", " 20 0.845045 0.833037 0.838998 563\n", "\n", "avg / total 0.991695 0.991750 0.991721 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.016949 0.012821 0.014599 78\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.033898 0.031250 0.032520 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 0.006369 0.037037 0.010870 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.943134 0.882169 0.911634 20173\n", " 20 0.558785 0.653787 0.602564 647\n", "\n", "avg / total 0.888887 0.835457 0.861065 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004425 0.023256 0.007435 43\n", " 11 0.008850 0.006944 0.007782 144\n", " 12 0.019048 0.013889 0.016064 144\n", " 13 0.016667 0.013889 0.015152 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 0.939195 0.916934 0.927931 18395\n", " 20 0.750576 0.876571 0.808696 2228\n", "\n", "avg / total 0.868796 0.862866 0.865203 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 0.000000 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 85\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.003745 0.013889 0.005900 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.897864 0.887330 0.892566 15683\n", " 20 0.914670 0.689458 0.786255 5426\n", "\n", "avg / total 0.872879 0.809332 0.837142 21818\n", "\n", "Classification report for turbine 19, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.041063 0.070539 414\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.013158 0.003968 0.006098 252\n", " 13 0.049020 0.039683 0.043860 252\n", " 14 0.000000 0.000000 0.000000 230\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 215\n", " 19 0.897606 0.945431 0.920898 18637\n", " 20 0.559369 0.656863 0.604208 918\n", "\n", "avg / total 0.795735 0.836511 0.813971 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 0.004292 0.027778 0.007435 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.981367 0.911688 0.945245 20971\n", " 20 0.812500 0.702703 0.753623 555\n", "\n", "avg / total 0.963945 0.894216 0.927732 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.312500 0.142857 0.196078 245\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 0.003012 0.055556 0.005714 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 0.974483 0.882361 0.926137 20818\n", " 20 0.221971 0.419700 0.290370 467\n", "\n", "avg / total 0.938084 0.852599 0.892115 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.006334 0.024725 0.010084 364\n", " 11 0.065611 0.201389 0.098976 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 0.013333 0.006944 0.009132 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.028571 0.006944 0.011173 144\n", " 18 0.024096 0.013889 0.017621 144\n", " 19 0.927776 0.930163 0.928968 18271\n", " 20 0.550514 0.316593 0.402001 2031\n", "\n", "avg / total 0.829166 0.810340 0.816437 21818\n", "\n", "Classification report for turbine 19, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.394813 0.156930 0.224590 873\n", " 11 0.006263 0.008333 0.007151 360\n", " 12 0.000000 0.000000 0.000000 326\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.000000 0.000000 0.000000 318\n", " 15 0.100000 0.038194 0.055276 288\n", " 16 0.017544 0.006944 0.009950 288\n", " 17 0.000000 0.000000 0.000000 286\n", " 18 0.018987 0.012146 0.014815 247\n", " 19 0.791514 0.909673 0.846490 13739\n", " 20 0.855090 0.760956 0.805281 4769\n", "\n", "avg / total 0.702997 0.746310 0.719195 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 0.986955 0.918483 0.951489 20511\n", " 20 0.853119 0.648814 0.737071 1307\n", "\n", "avg / total 0.978938 0.902328 0.938644 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 0.000000 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 0.980634 0.931871 0.955631 20975\n", " 20 0.735471 0.667273 0.699714 550\n", "\n", "avg / total 0.961285 0.912687 0.936346 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.990625 0.975616 0.983063 21120\n", " 20 0.494106 0.720630 0.586247 698\n", "\n", "avg / total 0.974740 0.967458 0.970368 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 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 0.919207 0.978421 0.947890 18768\n", " 20 0.697990 0.548911 0.614538 2341\n", "\n", "avg / total 0.865601 0.900541 0.881320 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 0.000000 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 0.872588 0.941383 0.905681 15132\n", " 20 0.904874 0.789444 0.843227 5362\n", "\n", "avg / total 0.827571 0.846915 0.835372 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 0.987737 0.954220 0.970689 20511\n", " 20 0.865517 0.768171 0.813944 1307\n", "\n", "avg / total 0.980415 0.943075 0.961299 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 0.994494 0.977229 0.985786 21255\n", " 20 0.742609 0.758437 0.750439 563\n", "\n", "avg / total 0.987994 0.971583 0.979713 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.019231 0.029851 52\n", " 11 0.038462 0.013889 0.020408 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.076923 0.013889 0.023529 288\n", " 15 0.007937 0.003472 0.004831 288\n", " 16 0.000000 0.000000 0.000000 257\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.889819 0.970652 0.928479 18945\n", " 20 0.574637 0.701613 0.631808 620\n", "\n", "avg / total 0.790764 0.863232 0.824886 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.014815 0.018519 0.016461 108\n", " 15 0.014151 0.027778 0.018750 108\n", " 16 0.005208 0.009259 0.006667 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.009346 0.009259 0.009302 108\n", " 19 0.934831 0.914889 0.924752 18470\n", " 20 0.817874 0.782415 0.799752 2468\n", "\n", "avg / total 0.884111 0.863324 0.873567 21818\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.013699 0.136364 0.024896 22\n", " 11 0.010526 0.016129 0.012739 124\n", " 12 0.024691 0.018519 0.021164 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004464 0.009259 0.006024 108\n", " 15 0.003817 0.009259 0.005405 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.012195 0.009259 0.010526 108\n", " 18 0.008264 0.009259 0.008734 108\n", " 19 0.889319 0.898422 0.893848 15338\n", " 20 0.922732 0.775009 0.842444 5578\n", "\n", "avg / total 0.861433 0.830232 0.844106 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.066667 0.080000 30\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.013793 0.011111 0.012308 180\n", " 14 0.006098 0.005556 0.005814 180\n", " 15 0.006098 0.005556 0.005814 180\n", " 16 0.007407 0.005556 0.006349 180\n", " 17 0.006369 0.005556 0.005935 180\n", " 18 0.019139 0.022222 0.020566 180\n", " 19 0.921926 0.931085 0.926483 19125\n", " 20 0.791980 0.775143 0.783471 1223\n", "\n", "avg / total 0.853150 0.860161 0.856623 21818\n", "\n", "Classification report for turbine 19, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.009901 0.006944 0.008163 144\n", " 12 0.057851 0.048611 0.052830 144\n", " 13 0.006579 0.006944 0.006757 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.035294 0.041667 0.038217 144\n", " 16 0.015385 0.013889 0.014599 144\n", " 17 0.015152 0.020833 0.017544 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.941600 0.936966 0.939277 20116\n", " 20 0.736000 0.699620 0.717349 526\n", "\n", "avg / total 0.886815 0.881657 0.884211 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991543 0.977036 0.984236 21120\n", " 20 0.518371 0.747851 0.612317 698\n", "\n", "avg / total 0.976405 0.969704 0.972338 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.984278 0.981781 0.983028 19321\n", " 20 0.861744 0.878654 0.870117 2497\n", "\n", "avg / total 0.970254 0.969979 0.970106 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.959200 0.985675 0.972257 16195\n", " 20 0.955178 0.879246 0.915640 5623\n", "\n", "avg / total 0.958163 0.958245 0.957666 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989846 0.993369 0.991605 20511\n", " 20 0.889789 0.840092 0.864227 1307\n", "\n", "avg / total 0.983853 0.984187 0.983974 21818\n", "\n", "Classification report for turbine 19, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995391 0.995813 0.995602 21255\n", " 20 0.839350 0.825933 0.832587 563\n", "\n", "avg / total 0.991365 0.991429 0.991395 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991053 0.975473 0.983201 21120\n", " 20 0.497087 0.733524 0.592593 698\n", "\n", "avg / total 0.975250 0.967733 0.970705 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.990790 0.979918 0.985324 19321\n", " 20 0.856774 0.929515 0.891663 2497\n", "\n", "avg / total 0.975452 0.974150 0.974605 21818\n", "\n", "Classification report for turbine 19, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.950486 0.984995 0.967433 16195\n", " 20 0.951738 0.852214 0.899231 5623\n", "\n", "avg / total 0.950808 0.950775 0.949856 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 0.978333 0.994027 0.986118 20259\n", " 20 0.862237 0.847134 0.854618 1256\n", "\n", "avg / total 0.958063 0.971766 0.964853 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 0.981209 0.991224 0.986191 20966\n", " 20 0.822430 0.788530 0.805124 558\n", "\n", "avg / total 0.963926 0.972683 0.968271 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 0.976920 0.937110 0.956601 20687\n", " 20 0.758355 0.552952 0.639566 1067\n", "\n", "avg / total 0.966200 0.918268 0.941051 21754\n", "\n", "Classification report for turbine 20, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 10 0.023529 0.181818 0.041667 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 0.008130 0.027778 0.012579 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 0.948085 0.941958 0.945011 16712\n", " 20 0.895746 0.856842 0.875862 4743\n", "\n", "avg / total 0.923695 0.910637 0.917022 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 0.000000 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 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 0.941133 0.961736 0.951323 15942\n", " 20 0.904475 0.929242 0.916691 5003\n", "\n", "avg / total 0.897703 0.918498 0.907980 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.000000 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 0.015385 0.027778 0.019802 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.931710 0.964079 0.947618 19487\n", " 20 0.788538 0.404871 0.535032 1971\n", "\n", "avg / total 0.906086 0.900340 0.897375 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 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 0.980993 0.961719 0.971260 15778\n", " 20 0.936842 0.955473 0.946066 5682\n", "\n", "avg / total 0.956203 0.947090 0.951553 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.595890 0.685039 0.637363 127\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.014184 0.013889 0.014035 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 0.020408 0.020833 0.020619 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.929977 0.954750 0.942200 19558\n", " 20 0.622970 0.585605 0.603710 917\n", "\n", "avg / total 0.866066 0.887285 0.876487 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.078189 0.275362 0.121795 69\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 0.014925 0.027778 0.019417 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 0.925459 0.928790 0.927121 16669\n", " 20 0.920685 0.739002 0.819899 4728\n", "\n", "avg / total 0.909506 0.873219 0.889021 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.058824 0.090909 0.071429 55\n", " 11 0.014286 0.003690 0.005865 271\n", " 12 0.023810 0.007937 0.011905 252\n", " 13 0.011494 0.004000 0.005935 250\n", " 14 0.010870 0.005814 0.007576 172\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 142\n", " 19 0.901544 0.932498 0.916760 15407\n", " 20 0.863828 0.901110 0.882075 4773\n", "\n", "avg / total 0.828858 0.858601 0.843338 21754\n", "\n", "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 0.007752 0.027778 0.012121 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 0.077830 0.916667 0.143478 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949820 0.939377 0.944570 19646\n", " 20 0.761693 0.377275 0.504611 1813\n", "\n", "avg / total 0.921403 0.881355 0.895351 21754\n", "\n", "Classification report for turbine 20, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 10 0.363636 0.150000 0.212389 160\n", " 11 0.011236 0.009259 0.010152 108\n", " 12 0.016129 0.009259 0.011765 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.027027 0.009259 0.013793 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 0.951153 0.940684 0.945890 15173\n", " 20 0.864484 0.959690 0.909603 5557\n", "\n", "avg / total 0.887186 0.902501 0.893835 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.982164 0.990235 0.986183 20687\n", " 20 0.774805 0.651359 0.707739 1067\n", "\n", "avg / total 0.971994 0.973614 0.972526 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.949094 0.982763 0.965635 16998\n", " 20 0.929449 0.811606 0.866539 4756\n", "\n", "avg / total 0.944799 0.945343 0.943970 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.977067 0.985267 0.981150 16562\n", " 20 0.951712 0.926233 0.938799 5192\n", "\n", "avg / total 0.971016 0.971178 0.971042 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.979131 0.991607 0.985330 19778\n", " 20 0.903712 0.788462 0.842162 1976\n", "\n", "avg / total 0.972281 0.973154 0.972325 21754\n", "\n", "Classification report for turbine 20, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994861 0.992972 0.993916 15793\n", " 20 0.981472 0.986412 0.983936 5961\n", "\n", "avg / total 0.991193 0.991174 0.991181 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 0.966583 0.984164 0.975295 20397\n", " 20 0.659229 0.616698 0.637255 1054\n", "\n", "avg / total 0.938229 0.952652 0.945332 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 0.972341 0.976174 0.974254 16998\n", " 20 0.930360 0.890454 0.909970 4756\n", "\n", "avg / total 0.963163 0.957433 0.960199 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.967970 0.976211 0.972073 16562\n", " 20 0.940341 0.892527 0.915810 5192\n", "\n", "avg / total 0.961376 0.956238 0.958645 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 0.936537 0.990318 0.962677 19521\n", " 20 0.840456 0.457364 0.592369 1935\n", "\n", "avg / total 0.915162 0.929346 0.916551 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 0.863522 0.977532 0.916997 15489\n", " 20 0.802772 0.607150 0.691390 5343\n", "\n", "avg / total 0.812003 0.845132 0.822721 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 0.967281 0.977468 0.972347 20415\n", " 20 0.655992 0.611165 0.632785 1039\n", "\n", "avg / total 0.939074 0.946493 0.942720 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 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 0.000000 0.000000 0.000000 36\n", " 19 0.952445 0.972111 0.962178 16709\n", " 20 0.915105 0.881291 0.897880 4709\n", "\n", "avg / total 0.929651 0.937437 0.933398 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 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 0.968972 0.964404 0.966683 16547\n", " 20 0.888911 0.900305 0.894572 4915\n", "\n", "avg / total 0.937877 0.936977 0.937415 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 0.942595 0.982152 0.961967 19778\n", " 20 0.796238 0.385628 0.519605 1976\n", "\n", "avg / total 0.929301 0.927967 0.921786 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 0.819361 0.980244 0.892611 15793\n", " 20 0.936320 0.424258 0.583930 5961\n", "\n", "avg / total 0.851410 0.827894 0.808027 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.981589 0.984483 0.983034 20687\n", " 20 0.680915 0.641987 0.660878 1067\n", "\n", "avg / total 0.966841 0.967684 0.967232 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.962952 0.978645 0.970735 16998\n", " 20 0.918955 0.865433 0.891391 4756\n", "\n", "avg / total 0.953333 0.953894 0.953388 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.973854 0.985026 0.979408 16562\n", " 20 0.950420 0.915639 0.932706 5192\n", "\n", "avg / total 0.968261 0.968466 0.968262 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.946119 0.991708 0.968377 19778\n", " 20 0.839687 0.434717 0.572858 1976\n", "\n", "avg / total 0.936452 0.941114 0.932451 21754\n", "\n", "Classification report for turbine 20, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.995297 0.991705 0.993498 15793\n", " 20 0.978232 0.987586 0.982887 5961\n", "\n", "avg / total 0.990621 0.990576 0.990590 21754\n", "\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 98\n", " 11 0.012346 0.011236 0.011765 89\n", " 12 0.025000 0.027778 0.026316 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 0.951408 0.958249 0.954816 20167\n", " 20 0.647059 0.521649 0.577626 970\n", "\n", "avg / total 0.910986 0.911740 0.911052 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 602\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.015625 0.027778 0.020000 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 0.954770 0.956418 0.955593 16796\n", " 20 0.785663 0.802852 0.794164 4068\n", "\n", "avg / total 0.884111 0.888618 0.886344 21754\n", "\n", "Classification report for turbine 20, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.005149 0.416667 0.010173 12\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 0.065574 0.039604 0.049383 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 0.929492 0.938983 0.934213 16061\n", " 20 0.881928 0.742092 0.805990 4932\n", "\n", "avg / total 0.886500 0.861910 0.872697 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 22\n", " 11 0.037736 0.016260 0.022727 123\n", " 12 0.023256 0.009259 0.013245 108\n", " 13 0.017544 0.009259 0.012121 108\n", " 14 0.000000 0.000000 0.000000 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 0.911976 0.969607 0.939909 19116\n", " 20 0.732906 0.361243 0.483951 1899\n", "\n", "avg / total 0.865780 0.883746 0.868431 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 0.000000 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 0.018868 0.009259 0.012422 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 0.769345 0.957765 0.853277 15177\n", " 20 0.892719 0.363445 0.516579 5701\n", "\n", "avg / total 0.770790 0.763492 0.730741 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.980733 0.989172 0.984935 20687\n", " 20 0.748031 0.623243 0.679959 1067\n", "\n", "avg / total 0.969320 0.971224 0.969976 21754\n", "\n", "Classification report for turbine 20, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.964620 0.976821 0.970682 16998\n", " 20 0.913235 0.871951 0.892116 4756\n", "\n", "avg / total 0.953386 0.953894 0.953505 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 0.919612 0.982591 0.950059 15624\n", " 20 0.839723 0.918504 0.877349 4626\n", "\n", "avg / total 0.839045 0.901030 0.868913 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 89\n", " 11 0.007194 0.013889 0.009479 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 0.930095 0.971253 0.950229 19480\n", " 20 0.684946 0.343952 0.457944 1852\n", "\n", "avg / total 0.891206 0.899053 0.889917 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 81\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 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 0.040000 0.006944 0.011834 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.906034 0.969055 0.936486 14736\n", " 20 0.924849 0.918824 0.921827 5679\n", "\n", "avg / total 0.855442 0.896341 0.875095 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 0.013158 0.055556 0.021277 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 0.963474 0.925826 0.944275 20371\n", " 20 0.731380 0.564030 0.636895 1062\n", "\n", "avg / total 0.937948 0.894594 0.915371 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.012422 0.036697 0.018561 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 0.941606 0.941273 0.941440 16977\n", " 20 0.803262 0.742871 0.771887 4243\n", "\n", "avg / total 0.891571 0.879654 0.885353 21754\n", "\n", "Classification report for turbine 20, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.160470 0.073411 0.100737 1117\n", " 11 0.018692 0.007752 0.010959 258\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.010989 0.004950 0.006826 202\n", " 14 0.003676 0.005556 0.004425 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.029412 0.005780 0.009662 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.889042 0.931877 0.909956 15193\n", " 20 0.658964 0.692662 0.675393 3911\n", "\n", "avg / total 0.748206 0.779351 0.762417 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.945532 0.957579 0.951517 19778\n", " 20 0.826667 0.407895 0.546256 1976\n", "\n", "avg / total 0.934735 0.907649 0.914706 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 0.778388 0.968784 0.863212 15793\n", " 20 0.906188 0.228485 0.364952 5961\n", "\n", "avg / total 0.813408 0.765928 0.726679 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.047368 0.066421 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 0.000000 0.000000 0.000000 108\n", " 19 0.940217 0.979229 0.959326 19835\n", " 20 0.557416 0.538728 0.547913 865\n", "\n", "avg / total 0.880412 0.914682 0.897067 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.953803 0.512538 0.666775 3988\n", " 11 0.014035 0.007519 0.009792 532\n", " 12 0.013514 0.002494 0.004211 401\n", " 13 0.016129 0.002907 0.004926 344\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.028986 0.006944 0.011204 288\n", " 16 0.028169 0.008368 0.012903 239\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.820365 0.952235 0.881395 14383\n", " 20 0.273536 0.679860 0.390114 859\n", "\n", "avg / total 0.729593 0.750850 0.721073 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.123770 0.743728 0.212222 558\n", " 11 0.040730 0.197279 0.067520 147\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 0.008299 0.018519 0.011461 108\n", " 16 0.015625 0.018519 0.016949 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.925113 0.849153 0.885507 15930\n", " 20 0.745223 0.268164 0.394404 4363\n", "\n", "avg / total 0.830472 0.696194 0.733581 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 0.943764 0.927445 0.935533 19778\n", " 20 0.731219 0.221660 0.340194 1976\n", "\n", "avg / total 0.924458 0.863335 0.881456 21754\n", "\n", "Classification report for turbine 20, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.059961 0.352273 0.102479 88\n", " 11 0.007519 0.013889 0.009756 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.033898 0.027778 0.030534 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.004975 0.013889 0.007326 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.006993 0.013889 0.009302 72\n", " 19 0.774440 0.941669 0.849906 15412\n", " 20 0.828181 0.202888 0.325930 5678\n", "\n", "avg / total 0.765248 0.721752 0.687805 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.981721 0.989172 0.985433 20687\n", " 20 0.753846 0.642924 0.693981 1067\n", "\n", "avg / total 0.970544 0.972189 0.971137 21754\n", "\n", "Classification report for turbine 20, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 19 0.949678 0.988116 0.968516 16998\n", " 20 0.950344 0.812868 0.876247 4756\n", "\n", "avg / total 0.949823 0.949802 0.948343 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 0.958276 0.984463 0.971193 16284\n", " 20 0.946866 0.919243 0.932850 5176\n", "\n", "avg / total 0.942610 0.955640 0.948945 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 0.946664 0.979978 0.963033 19778\n", " 20 0.820298 0.445850 0.577705 1976\n", "\n", "avg / total 0.935186 0.931461 0.928032 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 0.991599 0.979041 0.985280 15793\n", " 20 0.954166 0.977856 0.965866 5961\n", "\n", "avg / total 0.981342 0.978717 0.979960 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.086957 0.038462 0.053333 52\n", " 11 0.019802 0.006944 0.010283 288\n", " 12 0.025316 0.006944 0.010899 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.031579 0.010417 0.015666 288\n", " 16 0.009174 0.003472 0.005038 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.010417 0.010417 0.010417 288\n", " 19 0.885360 0.948426 0.915808 18517\n", " 20 0.636822 0.573212 0.603345 881\n", "\n", "avg / total 0.780891 0.831112 0.804790 21754\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.010256 0.166667 0.019324 12\n", " 11 0.003876 0.013889 0.006061 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004348 0.013889 0.006623 72\n", " 14 0.032581 0.180556 0.055202 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.005376 0.027778 0.009009 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.019231 0.027778 0.022727 72\n", " 19 0.914937 0.873503 0.893740 16451\n", " 20 0.904369 0.720042 0.801748 4715\n", "\n", "avg / total 0.888138 0.817597 0.849984 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.029412 0.076923 0.042553 13\n", " 11 0.017544 0.041667 0.024691 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.015385 0.027778 0.019802 72\n", " 15 0.016807 0.027778 0.020942 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005236 0.013889 0.007605 72\n", " 18 0.007937 0.013889 0.010101 72\n", " 19 0.933823 0.913060 0.923325 16011\n", " 20 0.921096 0.867482 0.893485 5154\n", "\n", "avg / total 0.905750 0.877999 0.891556 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 16\n", " 11 0.005814 0.009259 0.007143 108\n", " 12 0.008811 0.018519 0.011940 108\n", " 13 0.011050 0.018519 0.013841 108\n", " 14 0.007246 0.009259 0.008130 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 0.903875 0.928981 0.916256 19009\n", " 20 0.781427 0.369973 0.502183 1865\n", "\n", "avg / total 0.856977 0.843753 0.843896 21754\n", "\n", "Classification report for turbine 20, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.105263 0.031496 19\n", " 11 0.016949 0.018519 0.017699 108\n", " 12 0.021277 0.018519 0.019802 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 0.939905 0.923996 0.931883 15065\n", " 20 0.900796 0.935239 0.917695 5806\n", "\n", "avg / total 0.891522 0.889767 0.890484 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.981032 0.990042 0.985516 20687\n", " 20 0.765108 0.628866 0.690329 1067\n", "\n", "avg / total 0.970441 0.972327 0.971038 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.963094 0.974879 0.968951 16998\n", " 20 0.906113 0.866484 0.885856 4756\n", "\n", "avg / total 0.950637 0.951181 0.950784 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.977346 0.984664 0.980991 16562\n", " 20 0.949882 0.927196 0.938402 5192\n", "\n", "avg / total 0.970791 0.970948 0.970826 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.987814 0.991860 0.989833 19778\n", " 20 0.915040 0.877530 0.895893 1976\n", "\n", "avg / total 0.981204 0.981475 0.981300 21754\n", "\n", "Classification report for turbine 20, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.993593 0.991832 0.992712 15793\n", " 20 0.978461 0.983057 0.980753 5961\n", "\n", "avg / total 0.989447 0.989427 0.989435 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.981915 0.989462 0.985674 20687\n", " 20 0.759912 0.646673 0.698734 1067\n", "\n", "avg / total 0.971026 0.972649 0.971600 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.963746 0.978998 0.971312 16998\n", " 20 0.920437 0.868377 0.893649 4756\n", "\n", "avg / total 0.954277 0.954813 0.954333 21754\n", "\n", "Classification report for turbine 20, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.975697 0.984181 0.979921 16562\n", " 20 0.948098 0.921803 0.934766 5192\n", "\n", "avg / total 0.969110 0.969293 0.969144 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 0.969729 0.992155 0.980814 19502\n", " 20 0.898945 0.831536 0.863927 1947\n", "\n", "avg / total 0.949798 0.963869 0.956601 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 0.993475 0.983284 0.988353 15793\n", " 20 0.969159 0.980540 0.974817 5961\n", "\n", "avg / total 0.986812 0.982532 0.984644 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 0.978356 0.986966 0.982642 15114\n", " 20 0.759524 0.858681 0.806064 743\n", "\n", "avg / total 0.954262 0.966930 0.960438 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", " 13 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 0.990794 0.985714 0.988247 14630\n", " 20 0.873267 0.908030 0.890310 1457\n", "\n", "avg / total 0.980149 0.978678 0.979377 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\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 0.975014 0.993525 0.984183 13590\n", " 20 0.967611 0.861434 0.911441 2497\n", "\n", "avg / total 0.973865 0.973022 0.972892 16087\n", "\n", "Classification report for turbine 21, turbine category 2.0\n", " precision recall f1-score support\n", "\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", " 19 0.995394 0.993759 0.994576 15223\n", " 20 0.904219 0.917824 0.910971 864\n", "\n", "avg / total 0.990497 0.989681 0.990086 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", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.993738 0.995861 0.994798 14979\n", " 20 0.947566 0.913357 0.930147 1108\n", "\n", "avg / total 0.990558 0.990178 0.990345 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.993691 0.985916 0.989789 15337\n", " 20 0.751724 0.872000 0.807407 750\n", "\n", "avg / total 0.982410 0.980605 0.981286 16087\n", "\n", "Classification report for turbine 21, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.989464 0.982160 0.985799 14630\n", " 20 0.833227 0.894990 0.863005 1457\n", "\n", "avg / total 0.975314 0.974265 0.974677 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 0.962245 0.996181 0.978919 13355\n", " 20 0.941176 0.882621 0.910959 2411\n", "\n", "avg / total 0.939887 0.959284 0.949200 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 0.994574 0.987388 0.990968 15223\n", " 20 0.895402 0.901620 0.898501 864\n", "\n", "avg / total 0.989248 0.982781 0.986002 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994254 0.993458 0.993856 14979\n", " 20 0.942326 0.914260 0.928081 1108\n", "\n", "avg / total 0.990677 0.988003 0.989325 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993885 0.985590 0.989720 15337\n", " 20 0.748292 0.876000 0.807125 750\n", "\n", "avg / total 0.982435 0.980481 0.981208 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991594 0.991729 0.991662 14630\n", " 20 0.916838 0.915580 0.916209 1457\n", "\n", "avg / total 0.984823 0.984832 0.984828 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.978022 0.995438 0.986653 13590\n", " 20 0.972506 0.878254 0.922980 2497\n", "\n", "avg / total 0.977166 0.977249 0.976770 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995798 0.996321 0.996060 15223\n", " 20 0.934579 0.925926 0.930233 864\n", "\n", "avg / total 0.992510 0.992541 0.992524 16087\n", "\n", "Classification report for turbine 21, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994334 0.995928 0.995130 14979\n", " 20 0.943727 0.923285 0.933394 1108\n", "\n", "avg / total 0.990849 0.990924 0.990878 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 0.991219 0.956771 0.973690 15337\n", " 20 0.746803 0.778667 0.762402 750\n", "\n", "avg / total 0.979824 0.948468 0.963840 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 0.990024 0.970725 0.980280 14620\n", " 20 0.695172 0.834437 0.758465 1208\n", "\n", "avg / total 0.951944 0.944862 0.947841 16087\n", "\n", "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.187500 0.272727 0.222222 11\n", " 11 0.000000 0.000000 0.000000 62\n", " 12 0.000000 0.000000 0.000000 52\n", " 13 0.040000 0.018182 0.025000 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 0.943030 0.968026 0.955365 13167\n", " 20 0.956583 0.818329 0.882071 2477\n", "\n", "avg / total 0.919413 0.918568 0.918008 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 0.010204 0.009259 0.009709 108\n", " 14 0.000000 0.000000 0.000000 106\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 108\n", " 18 0.000000 0.000000 0.000000 106\n", " 19 0.937622 0.965081 0.951153 14376\n", " 20 0.824324 0.688833 0.750513 797\n", "\n", "avg / total 0.878806 0.896625 0.887237 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.015385 0.400000 0.029630 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 0.012658 0.027778 0.017391 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.987823 0.946871 0.966913 14907\n", " 20 0.761488 0.752432 0.756933 925\n", "\n", "avg / total 0.959183 0.920868 0.939561 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, 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 0.992701 0.975419 0.983984 15337\n", " 20 0.743527 0.804000 0.772582 750\n", "\n", "avg / total 0.981084 0.967427 0.974128 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 0.986935 0.986193 0.986564 14630\n", " 20 0.930319 0.861359 0.894512 1457\n", "\n", "avg / total 0.981807 0.974887 0.978227 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 0.966370 0.991006 0.978533 13454\n", " 20 0.933484 0.855662 0.892880 2411\n", "\n", "avg / total 0.948105 0.957046 0.952192 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 0.996163 0.989095 0.992617 15223\n", " 20 0.915094 0.898148 0.906542 864\n", "\n", "avg / total 0.991809 0.984211 0.987994 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 0.994698 0.989385 0.992034 14979\n", " 20 0.919210 0.924188 0.921692 1108\n", "\n", "avg / total 0.989498 0.984895 0.987189 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.994679 0.987220 0.990936 15337\n", " 20 0.773410 0.892000 0.828483 750\n", "\n", "avg / total 0.984363 0.982781 0.983362 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.991193 0.976965 0.984028 14630\n", " 20 0.797840 0.912835 0.851472 1457\n", "\n", "avg / total 0.973681 0.971157 0.972022 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.979219 0.995143 0.987117 13590\n", " 20 0.971002 0.885062 0.926042 2497\n", "\n", "avg / total 0.977944 0.978057 0.977637 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.996383 0.995270 0.995826 15223\n", " 20 0.918275 0.936343 0.927221 864\n", "\n", "avg / total 0.992188 0.992105 0.992142 16087\n", "\n", "Classification report for turbine 21, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.992342 0.994793 0.993566 14979\n", " 20 0.927171 0.896209 0.911427 1108\n", "\n", "avg / total 0.987853 0.988003 0.987908 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 0.993589 0.949925 0.971267 15337\n", " 20 0.586207 0.793333 0.674221 750\n", "\n", "avg / total 0.974597 0.942624 0.957418 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 0.000000 0.000000 0.000000 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 0.062500 0.011765 0.019802 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 0.965996 0.979742 0.972821 14266\n", " 20 0.632694 0.884366 0.737654 1081\n", "\n", "avg / total 0.899494 0.928327 0.912373 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 0.956026 0.978688 0.967225 13373\n", " 20 0.940825 0.635703 0.758737 2476\n", "\n", "avg / total 0.939543 0.911419 0.920826 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.060000 0.026087 0.036364 115\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 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 0.024390 0.027778 0.025974 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975530 0.979711 0.977616 14934\n", " 20 0.753807 0.785714 0.769430 756\n", "\n", "avg / total 0.941519 0.946665 0.944025 16087\n", "\n", "Classification report for turbine 21, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.014563 0.016949 0.015666 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 0.000000 0.000000 0.000000 143\n", " 17 0.000000 0.000000 0.000000 140\n", " 18 0.214286 0.022222 0.040268 135\n", " 19 0.912881 0.975721 0.943256 13757\n", " 20 0.794147 0.863886 0.827550 911\n", "\n", "avg / total 0.827592 0.883695 0.854011 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.995385 0.984417 0.989871 15337\n", " 20 0.739935 0.906667 0.814859 750\n", "\n", "avg / total 0.983476 0.980792 0.981711 16087\n", "\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.991343 0.994122 0.992731 14630\n", " 20 0.939266 0.912835 0.925861 1457\n", "\n", "avg / total 0.986627 0.986759 0.986674 16087\n", "\n", "Classification report for turbine 21, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.975204 0.995511 0.985253 13590\n", " 20 0.972448 0.862235 0.914031 2497\n", "\n", "avg / total 0.974776 0.974824 0.974198 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 0.979894 0.989713 0.984779 14970\n", " 20 0.707342 0.938272 0.806604 729\n", "\n", "avg / total 0.943909 0.963511 0.952953 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994184 0.992923 0.993554 14979\n", " 20 0.933271 0.896209 0.914365 1108\n", "\n", "avg / total 0.989989 0.986262 0.988099 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.340369 0.754386 0.469091 171\n", " 11 0.008130 0.045455 0.013793 88\n", " 12 0.006085 0.038462 0.010508 78\n", " 13 0.005510 0.024390 0.008989 82\n", " 14 0.005063 0.027027 0.008529 74\n", " 15 0.003906 0.012658 0.005970 79\n", " 16 0.003322 0.013158 0.005305 76\n", " 17 0.000000 0.000000 0.000000 78\n", " 18 0.005988 0.012195 0.008032 82\n", " 19 0.949084 0.803181 0.870058 14714\n", " 20 0.338485 0.387611 0.361386 565\n", "\n", "avg / total 0.883779 0.757133 0.813786 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.003876 0.125000 0.007519 8\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.016043 0.100000 0.027650 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 0.970339 0.867064 0.915800 14413\n", " 20 0.947208 0.643448 0.766324 1450\n", "\n", "avg / total 0.954775 0.835084 0.889630 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 0.000000 0.000000 0.000000 42\n", " 12 0.000000 0.000000 0.000000 59\n", " 13 0.005882 0.017544 0.008811 57\n", " 14 0.017241 0.039216 0.023952 51\n", " 15 0.000000 0.000000 0.000000 61\n", " 16 0.009434 0.017857 0.012346 56\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.935942 0.898584 0.916882 13203\n", " 20 0.936451 0.754300 0.835564 2442\n", "\n", "avg / total 0.910412 0.852241 0.879496 16087\n", "\n", "Classification report for turbine 21, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.110000 0.063218 0.080292 174\n", " 11 0.074766 0.067797 0.071111 118\n", " 12 0.006250 0.019231 0.009434 52\n", " 13 0.006289 0.019608 0.009524 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 0.975725 0.937929 0.956454 14999\n", " 20 0.684134 0.716463 0.699926 656\n", "\n", "avg / total 0.939410 0.905016 0.921759 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 0.007519 0.013889 0.009756 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 71\n", " 17 0.000000 0.000000 0.000000 71\n", " 18 0.000000 0.000000 0.000000 71\n", " 19 0.955641 0.946160 0.950877 14413\n", " 20 0.919109 0.717292 0.805755 1093\n", "\n", "avg / total 0.918679 0.896500 0.906719 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 19 0.994224 0.987677 0.990940 15337\n", " 20 0.777908 0.882667 0.826983 750\n", "\n", "avg / total 0.984139 0.982781 0.983296 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 0.928430 0.994892 0.960513 13704\n", " 20 0.562767 0.872788 0.684302 904\n", "\n", "avg / total 0.822524 0.896562 0.856684 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.972027 0.969095 0.970559 13590\n", " 20 0.919321 0.693632 0.790687 2497\n", "\n", "avg / total 0.963846 0.926338 0.942640 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.076336 0.222222 0.113636 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 0.031250 0.055556 0.040000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975758 0.975693 0.975726 14934\n", " 20 0.785176 0.762195 0.773515 820\n", "\n", "avg / total 0.946129 0.945360 0.945628 16087\n", "\n", "Classification report for turbine 21, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.363636 0.034783 0.063492 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 0.000000 0.000000 0.000000 107\n", " 15 0.000000 0.000000 0.000000 103\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.086957 0.018692 0.030769 107\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.937343 0.975598 0.956088 14138\n", " 20 0.479960 0.827288 0.607483 579\n", "\n", "avg / total 0.852031 0.888295 0.864139 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 0.963226 0.976555 0.969845 14886\n", " 20 0.645626 0.863704 0.738910 675\n", "\n", "avg / total 0.918404 0.939889 0.928443 16087\n", "\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.134146 0.297297 0.184874 37\n", " 11 0.091503 0.181818 0.121739 77\n", " 12 0.000000 0.000000 0.000000 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 0.963080 0.968986 0.966024 14187\n", " 20 0.886479 0.874465 0.880431 1402\n", "\n", "avg / total 0.927337 0.932306 0.929667 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 0.028571 0.041667 0.033898 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 0.000000 0.000000 0.000000 34\n", " 18 0.032258 0.038462 0.035088 26\n", " 19 0.957870 0.973137 0.965443 13364\n", " 20 0.951421 0.837097 0.890605 2480\n", "\n", "avg / total 0.942501 0.937589 0.939430 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 0.994847 0.976483 0.985579 15223\n", " 20 0.913462 0.879630 0.896226 864\n", "\n", "avg / total 0.990476 0.971281 0.980780 16087\n", "\n", "Classification report for turbine 21, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.086957 0.093023 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 0.045455 0.027778 0.034483 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973503 0.980395 0.976937 14690\n", " 20 0.901408 0.883978 0.892608 1086\n", "\n", "avg / total 0.950060 0.955119 0.952567 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.058824 0.043478 17\n", " 11 0.008621 0.019802 0.012012 101\n", " 12 0.004049 0.009709 0.005714 103\n", " 13 0.008547 0.019417 0.011869 103\n", " 14 0.000000 0.000000 0.000000 116\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.004329 0.009434 0.005935 106\n", " 17 0.019108 0.055046 0.028369 109\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.935196 0.861015 0.896574 14498\n", " 20 0.569942 0.687587 0.623262 717\n", "\n", "avg / total 0.868554 0.807422 0.836259 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 0.000000 0.000000 0.000000 55\n", " 16 0.000000 0.000000 0.000000 47\n", " 17 0.000000 0.000000 0.000000 51\n", " 18 0.000000 0.000000 0.000000 67\n", " 19 0.962035 0.926132 0.943742 14228\n", " 20 0.900300 0.841036 0.869660 1428\n", "\n", "avg / total 0.930781 0.893765 0.911881 16087\n", "\n", "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.008333 0.105263 0.015444 19\n", " 11 0.000000 0.000000 0.000000 101\n", " 12 0.006289 0.017391 0.009238 115\n", " 13 0.008547 0.009091 0.008811 110\n", " 14 0.007042 0.008621 0.007752 116\n", " 15 0.000000 0.000000 0.000000 111\n", " 16 0.016129 0.009434 0.011905 106\n", " 17 0.009804 0.009434 0.009615 106\n", " 18 0.000000 0.000000 0.000000 87\n", " 19 0.883305 0.911509 0.897185 12747\n", " 20 0.919414 0.508303 0.654669 2469\n", "\n", "avg / total 0.841357 0.800771 0.811730 16087\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.090909 0.133333 22\n", " 11 0.010989 0.008696 0.009709 115\n", " 12 0.007042 0.008475 0.007692 118\n", " 13 0.022222 0.025210 0.023622 119\n", " 14 0.013158 0.009346 0.010929 107\n", " 15 0.012121 0.018018 0.014493 111\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.009524 0.008621 0.009050 116\n", " 18 0.013889 0.008403 0.010471 119\n", " 19 0.938432 0.939020 0.938726 14349\n", " 20 0.863184 0.864259 0.863721 803\n", "\n", "avg / total 0.881112 0.881457 0.881220 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 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.118881 0.944444 0.211180 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 0.974760 0.927604 0.950598 14697\n", " 20 0.920239 0.842153 0.879466 1096\n", "\n", "avg / total 0.953498 0.906943 0.928852 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994483 0.987220 0.990838 15337\n", " 20 0.772622 0.888000 0.826303 750\n", "\n", "avg / total 0.984139 0.982595 0.983167 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989270 0.976828 0.983010 14630\n", " 20 0.793419 0.893617 0.840542 1457\n", "\n", "avg / total 0.971532 0.969292 0.970107 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.977545 0.996247 0.986808 13590\n", " 20 0.977202 0.875451 0.923532 2497\n", "\n", "avg / total 0.977492 0.977497 0.976986 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995858 0.995008 0.995433 15223\n", " 20 0.913341 0.927083 0.920161 864\n", "\n", "avg / total 0.991426 0.991359 0.991390 16087\n", "\n", "Classification report for turbine 21, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994729 0.995260 0.994994 14979\n", " 20 0.935455 0.928700 0.932065 1108\n", "\n", "avg / total 0.990646 0.990676 0.990660 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.994273 0.984873 0.989551 15337\n", " 20 0.740782 0.884000 0.806079 750\n", "\n", "avg / total 0.982455 0.980170 0.980997 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.990241 0.991798 0.991019 14630\n", " 20 0.916318 0.901853 0.909028 1457\n", "\n", "avg / total 0.983546 0.983651 0.983593 16087\n", "\n", "Classification report for turbine 21, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.979144 0.994923 0.986970 13590\n", " 20 0.969710 0.884662 0.925236 2497\n", "\n", "avg / total 0.977680 0.977808 0.977388 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 0.983163 0.995604 0.989345 15015\n", " 20 0.905896 0.941107 0.923166 849\n", "\n", "avg / total 0.965457 0.978927 0.972138 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", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994522 0.993858 0.994190 14979\n", " 20 0.948932 0.922383 0.935469 1108\n", "\n", "avg / total 0.991382 0.988935 0.990146 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 0.951382 0.986204 0.968480 14207\n", " 20 0.818707 0.913783 0.863636 1705\n", "\n", "avg / total 0.896703 0.936200 0.915917 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 0.988629 0.978977 0.983779 15364\n", " 20 0.873786 0.853081 0.863309 1266\n", "\n", "avg / total 0.979886 0.969393 0.974608 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 0.988569 0.964063 0.976162 14442\n", " 20 0.934872 0.833181 0.881102 2188\n", "\n", "avg / total 0.981504 0.946843 0.963655 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", " 19 0.995620 0.984867 0.990214 15925\n", " 20 0.852503 0.893617 0.872576 705\n", "\n", "avg / total 0.989553 0.980998 0.985227 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.996870 0.983753 0.990268 16188\n", " 20 0.811715 0.877828 0.843478 442\n", "\n", "avg / total 0.991949 0.980938 0.986367 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 0.988904 0.952387 0.970302 14786\n", " 20 0.804171 0.857375 0.829921 1844\n", "\n", "avg / total 0.968421 0.941852 0.954736 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 0.153846 0.133333 0.142857 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 0.000000 0.000000 0.000000 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 0.978463 0.984651 0.981547 15180\n", " 20 0.864219 0.826122 0.844741 1225\n", "\n", "avg / total 0.957087 0.959892 0.958447 16630\n", "\n", "Classification report for turbine 22, 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 0.989473 0.963232 0.976176 14442\n", " 20 0.935903 0.920932 0.928358 2188\n", "\n", "avg / total 0.982425 0.957667 0.969885 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996434 0.982669 0.989504 15925\n", " 20 0.874145 0.906383 0.889972 705\n", "\n", "avg / total 0.991250 0.979435 0.985284 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 0.000000 0.000000 0.000000 35\n", " 19 0.981780 0.979688 0.980733 15951\n", " 20 0.683333 0.841026 0.754023 390\n", "\n", "avg / total 0.957720 0.959411 0.958373 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.989644 0.982416 0.986017 14786\n", " 20 0.866803 0.917570 0.891465 1844\n", "\n", "avg / total 0.976023 0.975225 0.975533 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993337 0.989781 0.991556 15364\n", " 20 0.881151 0.919431 0.899884 1266\n", "\n", "avg / total 0.984797 0.984426 0.984577 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991690 0.991552 0.991621 14442\n", " 20 0.944292 0.945155 0.944724 2188\n", "\n", "avg / total 0.985454 0.985448 0.985451 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.996283 0.992967 0.994622 15925\n", " 20 0.852243 0.916312 0.883117 705\n", "\n", "avg / total 0.990176 0.989717 0.989895 16630\n", "\n", "Classification report for turbine 22, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.996841 0.994255 0.995546 16188\n", " 20 0.807851 0.884615 0.844492 442\n", "\n", "avg / total 0.991818 0.991341 0.991532 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 0.986415 0.928108 0.956373 14786\n", " 20 0.806948 0.768438 0.787222 1844\n", "\n", "avg / total 0.966515 0.910403 0.937617 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 0.975594 0.976560 0.976077 15145\n", " 20 0.850633 0.798732 0.823866 1262\n", "\n", "avg / total 0.953029 0.949970 0.951437 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 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 34\n", " 19 0.974055 0.967812 0.970924 14198\n", " 20 0.865112 0.865904 0.865508 2185\n", "\n", "avg / total 0.945274 0.940048 0.942653 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, 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 0.976668 0.976856 0.976762 15641\n", " 20 0.796902 0.699396 0.744972 662\n", "\n", "avg / total 0.950308 0.946603 0.948329 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 0.995201 0.973622 0.984294 16188\n", " 20 0.795620 0.739819 0.766706 442\n", "\n", "avg / total 0.989897 0.967408 0.978510 16630\n", "\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 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 0.979410 0.973530 0.976461 14658\n", " 20 0.718878 0.877882 0.790463 1605\n", "\n", "avg / total 0.932651 0.942814 0.936961 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 0.024390 0.031250 0.027397 32\n", " 14 0.000000 0.000000 0.000000 27\n", " 15 0.055556 0.035714 0.043478 28\n", " 16 0.025000 0.033333 0.028571 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.979577 0.965866 0.972673 15146\n", " 20 0.722401 0.541365 0.618916 1245\n", "\n", "avg / total 0.946431 0.920385 0.932388 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987899 0.961016 0.974273 14442\n", " 20 0.933976 0.885740 0.909219 2188\n", "\n", "avg / total 0.980805 0.951112 0.965713 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 0.038462 0.028571 0.032787 35\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977342 0.978654 0.977998 15647\n", " 20 0.872493 0.880058 0.876259 692\n", "\n", "avg / total 0.955958 0.957486 0.956720 16630\n", "\n", "Classification report for turbine 22, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 10 0.843137 0.511905 0.637037 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 0.032258 0.014085 0.019608 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 0.959689 0.971182 0.965401 15615\n", " 20 0.700000 0.775623 0.735874 361\n", "\n", "avg / total 0.920707 0.931389 0.925754 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.989002 0.979169 0.984061 14786\n", " 20 0.845304 0.912690 0.877705 1844\n", "\n", "avg / total 0.973068 0.971798 0.972268 16630\n", "\n", "Classification report for turbine 22, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.993012 0.989651 0.991329 15364\n", " 20 0.879363 0.915482 0.897059 1266\n", "\n", "avg / total 0.984360 0.984005 0.984152 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 0.965059 0.993614 0.979128 14093\n", " 20 0.912264 0.922710 0.917457 2096\n", "\n", "avg / total 0.932813 0.958328 0.945390 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 0.996205 0.989011 0.992595 15925\n", " 20 0.880985 0.913475 0.896936 705\n", "\n", "avg / total 0.991320 0.985809 0.988540 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 0.996211 0.990734 0.993465 16188\n", " 20 0.801688 0.859729 0.829694 442\n", "\n", "avg / total 0.991041 0.987252 0.989112 16630\n", "\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 0.547761 0.627350 0.584861 585\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.009804 0.030534 0.014842 131\n", " 13 0.003317 0.019802 0.005682 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 0.935459 0.862984 0.897761 13940\n", " 20 0.616609 0.774109 0.686441 1151\n", "\n", "avg / total 0.846186 0.799399 0.820778 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 0.075758 0.322581 0.122699 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 0.000000 0.000000 0.000000 25\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.978432 0.933838 0.955615 15205\n", " 20 0.839893 0.785117 0.811582 1196\n", "\n", "avg / total 0.955136 0.910884 0.932326 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 0.987344 0.950699 0.968675 14442\n", " 20 0.910979 0.841865 0.875059 2188\n", "\n", "avg / total 0.977296 0.936380 0.956358 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 0.994890 0.978022 0.986384 15925\n", " 20 0.844094 0.760284 0.800000 705\n", "\n", "avg / total 0.988497 0.968791 0.978482 16630\n", "\n", "Classification report for turbine 22, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.033898 0.176471 0.056872 34\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 71\n", " 19 0.959267 0.979555 0.969305 15603\n", " 20 0.730673 0.700957 0.715507 418\n", "\n", "avg / total 0.918462 0.937041 0.927545 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.989420 0.980319 0.984848 14786\n", " 20 0.853030 0.915944 0.883368 1844\n", "\n", "avg / total 0.974296 0.973181 0.973596 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.992695 0.990627 0.991660 15364\n", " 20 0.889060 0.911532 0.900156 1266\n", "\n", "avg / total 0.984806 0.984606 0.984694 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.987870 0.992453 0.990156 14442\n", " 20 0.948609 0.919561 0.933859 2188\n", "\n", "avg / total 0.982704 0.982862 0.982749 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.996415 0.994788 0.995601 15925\n", " 20 0.886457 0.919149 0.902507 705\n", "\n", "avg / total 0.991753 0.991581 0.991654 16630\n", "\n", "Classification report for turbine 22, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.996536 0.995243 0.995889 16188\n", " 20 0.833693 0.873303 0.853039 442\n", "\n", "avg / total 0.992208 0.992002 0.992093 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.202128 0.219907 0.210643 432\n", " 11 0.047016 0.108333 0.065574 240\n", " 12 0.000000 0.000000 0.000000 196\n", " 13 0.030612 0.049724 0.037895 181\n", " 14 0.005076 0.025478 0.008466 157\n", " 15 0.023279 0.212963 0.041971 108\n", " 16 0.002625 0.008333 0.003992 120\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.000000 0.000000 0.000000 105\n", " 19 0.930678 0.734148 0.820813 13752\n", " 20 0.586970 0.780229 0.669940 1224\n", "\n", "avg / total 0.819297 0.674023 0.735283 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 0.991928 0.919813 0.954510 15364\n", " 20 0.818713 0.552923 0.660066 1266\n", "\n", "avg / total 0.978742 0.891882 0.932095 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 0.983485 0.915386 0.948214 14442\n", " 20 0.814497 0.477605 0.602132 2188\n", "\n", "avg / total 0.961251 0.857787 0.902680 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 0.007812 0.017544 0.010811 57\n", " 12 0.029197 0.075472 0.042105 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 0.981041 0.957260 0.969004 15676\n", " 20 0.399123 0.743869 0.519505 367\n", "\n", "avg / total 0.933690 0.919062 0.925052 16630\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.994996 0.958055 0.976176 16188\n", " 20 0.756164 0.624434 0.684015 442\n", "\n", "avg / total 0.988648 0.949188 0.968411 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.064593 0.380282 0.110429 142\n", " 11 0.098039 0.125000 0.109890 160\n", " 12 0.017857 0.013514 0.015385 148\n", " 13 0.061350 0.073529 0.066890 136\n", " 14 0.000000 0.000000 0.000000 123\n", " 15 0.005000 0.009009 0.006431 111\n", " 16 0.000000 0.000000 0.000000 113\n", " 17 0.008197 0.008547 0.008368 117\n", " 18 0.012658 0.008696 0.010309 115\n", " 19 0.938228 0.894597 0.915893 13956\n", " 20 0.618443 0.484427 0.543292 1509\n", "\n", "avg / total 0.845818 0.800060 0.820779 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.310861 0.266026 0.286701 312\n", " 11 0.003367 0.002809 0.003063 356\n", " 12 0.005155 0.007547 0.006126 265\n", " 13 0.000000 0.000000 0.000000 190\n", " 14 0.022059 0.023256 0.022642 129\n", " 15 0.000000 0.000000 0.000000 112\n", " 16 0.008451 0.026786 0.012848 112\n", " 17 0.037879 0.042017 0.039841 119\n", " 18 0.008403 0.008929 0.008658 112\n", " 19 0.890257 0.866609 0.878274 13854\n", " 20 0.771150 0.665108 0.714214 1069\n", "\n", "avg / total 0.797761 0.770595 0.783724 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.087444 0.750000 0.156627 52\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.010101 0.037037 0.015873 54\n", " 13 0.007937 0.016129 0.010638 62\n", " 14 0.007299 0.053571 0.012848 56\n", " 15 0.010870 0.018182 0.013605 55\n", " 16 0.000000 0.000000 0.000000 56\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.942068 0.897035 0.919000 13995\n", " 20 0.920586 0.561882 0.697838 2125\n", "\n", "avg / total 0.910829 0.829465 0.863225 16630\n", "\n", "Classification report for turbine 22, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.168675 0.104478 0.129032 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 0.979392 0.910335 0.943602 15714\n", " 20 0.687196 0.741259 0.713204 572\n", "\n", "avg / total 0.950442 0.886530 0.917198 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 0.007576 0.027778 0.011905 36\n", " 12 0.016393 0.057143 0.025478 35\n", " 13 0.015038 0.057143 0.023810 35\n", " 14 0.022624 0.138889 0.038911 36\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 0.042105 0.111111 0.061069 36\n", " 19 0.977154 0.930638 0.953329 15902\n", " 20 0.744745 0.564920 0.642487 439\n", "\n", "avg / total 0.954260 0.905652 0.928902 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.038462 0.009901 0.015748 101\n", " 11 0.021277 0.011905 0.015267 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 0.030303 0.015152 0.020202 66\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.953718 0.954988 0.954353 14263\n", " 20 0.808456 0.898641 0.851167 1766\n", "\n", "avg / total 0.904287 0.914672 0.909158 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.011407 0.020478 263\n", " 11 0.050000 0.012195 0.019608 246\n", " 12 0.000000 0.000000 0.000000 243\n", " 13 0.000000 0.000000 0.000000 234\n", " 14 0.000000 0.000000 0.000000 258\n", " 15 0.000000 0.000000 0.000000 243\n", " 16 0.000000 0.000000 0.000000 247\n", " 17 0.000000 0.000000 0.000000 229\n", " 18 0.000000 0.000000 0.000000 230\n", " 19 0.868083 0.959783 0.911633 13452\n", " 20 0.684455 0.898477 0.776997 985\n", "\n", "avg / total 0.745054 0.829946 0.784055 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 0.000000 0.000000 0.000000 30\n", " 13 0.000000 0.000000 0.000000 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 0.965678 0.923529 0.944133 14136\n", " 20 0.939526 0.891644 0.914959 2178\n", "\n", "avg / total 0.943903 0.901804 0.922372 16630\n", "\n", "Classification report for turbine 22, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.171171 0.441860 0.246753 43\n", " 11 0.000000 0.000000 0.000000 68\n", " 12 0.000000 0.000000 0.000000 70\n", " 13 0.000000 0.000000 0.000000 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 0.016393 0.055556 0.025316 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968875 0.938295 0.953340 15493\n", " 20 0.811060 0.785714 0.798186 672\n", "\n", "avg / total 0.935885 0.907156 0.921106 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 0.000000 0.000000 0.000000 36\n", " 14 0.014493 0.028571 0.019231 35\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 0.009804 0.027778 0.014493 36\n", " 19 0.979052 0.949374 0.963985 15901\n", " 20 0.771930 0.803653 0.787472 438\n", "\n", "avg / total 0.956516 0.929044 0.942539 16630\n", "\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 20\n", " 11 0.012048 0.008929 0.010256 112\n", " 12 0.000000 0.000000 0.000000 101\n", " 13 0.017857 0.008403 0.011429 119\n", " 14 0.000000 0.000000 0.000000 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 0.937662 0.955075 0.946288 14001\n", " 20 0.806419 0.928991 0.863376 1704\n", "\n", "avg / total 0.872268 0.899399 0.885309 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 0.976065 0.953438 0.964619 15141\n", " 20 0.850351 0.867250 0.858717 1258\n", "\n", "avg / total 0.952997 0.933674 0.943208 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 13\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.000000 0.000000 0.000000 86\n", " 13 0.000000 0.000000 0.000000 88\n", " 14 0.014085 0.011494 0.012658 87\n", " 15 0.000000 0.000000 0.000000 80\n", " 16 0.000000 0.000000 0.000000 83\n", " 17 0.000000 0.000000 0.000000 86\n", " 18 0.000000 0.000000 0.000000 90\n", " 19 0.944501 0.945868 0.945184 13818\n", " 20 0.903347 0.905482 0.904414 2116\n", "\n", "avg / total 0.899809 0.901203 0.900504 16630\n", "\n", "Classification report for turbine 22, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.052632 0.058824 19\n", " 11 0.027397 0.023256 0.025157 86\n", " 12 0.000000 0.000000 0.000000 89\n", " 13 0.000000 0.000000 0.000000 90\n", " 14 0.000000 0.000000 0.000000 89\n", " 15 0.000000 0.000000 0.000000 82\n", " 16 0.000000 0.000000 0.000000 97\n", " 17 0.000000 0.000000 0.000000 86\n", " 18 0.000000 0.000000 0.000000 98\n", " 19 0.952480 0.959558 0.956006 15207\n", " 20 0.828338 0.885007 0.855735 687\n", "\n", "avg / total 0.905416 0.914191 0.909751 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 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994754 0.948727 0.971195 16188\n", " 20 0.821176 0.789593 0.805075 442\n", "\n", "avg / total 0.990140 0.944498 0.966780 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.988814 0.980454 0.984616 14786\n", " 20 0.853225 0.911063 0.881196 1844\n", "\n", "avg / total 0.973779 0.972760 0.973149 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.993145 0.990107 0.991623 15364\n", " 20 0.884235 0.917062 0.900349 1266\n", "\n", "avg / total 0.984854 0.984546 0.984675 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.990055 0.992591 0.991321 14442\n", " 20 0.950256 0.934186 0.942153 2188\n", "\n", "avg / total 0.984818 0.984907 0.984852 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.996855 0.995228 0.996041 15925\n", " 20 0.896033 0.929078 0.912256 705\n", "\n", "avg / total 0.992581 0.992423 0.992489 16630\n", "\n", "Classification report for turbine 22, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.996904 0.994440 0.995670 16188\n", " 20 0.813278 0.886878 0.848485 442\n", "\n", "avg / total 0.992023 0.991581 0.991758 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.987769 0.977682 0.982699 14786\n", " 20 0.834586 0.902928 0.867413 1844\n", "\n", "avg / total 0.970784 0.969393 0.969916 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.992821 0.990107 0.991462 15364\n", " 20 0.883792 0.913112 0.898213 1266\n", "\n", "avg / total 0.984521 0.984245 0.984363 16630\n", "\n", "Classification report for turbine 22, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.992170 0.991414 0.991792 14442\n", " 20 0.943611 0.948355 0.945977 2188\n", "\n", "avg / total 0.985781 0.985749 0.985764 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 0.984450 0.994341 0.989370 15726\n", " 20 0.861930 0.925180 0.892436 695\n", "\n", "avg / total 0.966957 0.978954 0.972885 16630\n", "\n", "Classification report for turbine 22, 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", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996899 0.992896 0.994893 16188\n", " 20 0.807054 0.880090 0.841991 442\n", "\n", "avg / total 0.991853 0.989898 0.990829 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.982042 0.987956 0.984990 14945\n", " 20 0.838129 0.775374 0.805532 1202\n", "\n", "avg / total 0.971329 0.972131 0.971631 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.984636 0.987288 0.985960 11879\n", " 20 0.964353 0.957123 0.960724 4268\n", "\n", "avg / total 0.979275 0.979315 0.979290 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.982822 0.991592 0.987187 13559\n", " 20 0.953790 0.909196 0.930959 2588\n", "\n", "avg / total 0.978169 0.978386 0.978175 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.995970 0.993492 0.994729 15672\n", " 20 0.801556 0.867368 0.833165 475\n", "\n", "avg / total 0.990251 0.989781 0.989976 16147\n", "\n", "Classification report for turbine 23, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.993574 0.992929 0.993251 15415\n", " 20 0.853100 0.864754 0.858887 732\n", "\n", "avg / total 0.987205 0.987118 0.987160 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.979882 0.987487 0.983670 14945\n", " 20 0.827808 0.747920 0.785839 1202\n", "\n", "avg / total 0.968561 0.969654 0.968943 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.987409 0.990235 0.988820 11879\n", " 20 0.972603 0.964855 0.968713 4268\n", "\n", "avg / total 0.983495 0.983526 0.983505 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.980382 0.991445 0.985882 13559\n", " 20 0.952361 0.896059 0.923353 2588\n", "\n", "avg / total 0.975891 0.976157 0.975860 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.995655 0.994321 0.994988 15672\n", " 20 0.820565 0.856842 0.838311 475\n", "\n", "avg / total 0.990505 0.990277 0.990379 16147\n", "\n", "Classification report for turbine 23, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.993379 0.992734 0.993056 15415\n", " 20 0.849057 0.860656 0.854817 732\n", "\n", "avg / total 0.986836 0.986747 0.986790 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.983106 0.989026 0.986057 14945\n", " 20 0.852518 0.788686 0.819360 1202\n", "\n", "avg / total 0.973385 0.974113 0.973648 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.985676 0.990572 0.988118 11879\n", " 20 0.973390 0.959934 0.966616 4268\n", "\n", "avg / total 0.982429 0.982474 0.982434 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.981323 0.992035 0.986650 13559\n", " 20 0.955738 0.901082 0.927605 2588\n", "\n", "avg / total 0.977223 0.977457 0.977187 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995398 0.993811 0.994604 15672\n", " 20 0.806000 0.848421 0.826667 475\n", "\n", "avg / total 0.989827 0.989534 0.989664 16147\n", "\n", "Classification report for turbine 23, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.994285 0.993124 0.993704 15415\n", " 20 0.858667 0.879781 0.869096 732\n", "\n", "avg / total 0.988137 0.987985 0.988055 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 19 0.980113 0.989294 0.984682 14945\n", " 20 0.849341 0.750416 0.796820 1202\n", "\n", "avg / total 0.970378 0.971512 0.970697 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 0.907952 0.988378 0.946460 10928\n", " 20 0.934604 0.968552 0.951275 4102\n", "\n", "avg / total 0.851913 0.914969 0.882210 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 223\n", " 11 0.000000 0.000000 0.000000 105\n", " 12 0.000000 0.000000 0.000000 104\n", " 13 0.017544 0.009091 0.011976 110\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.033333 0.009901 0.015267 101\n", " 16 0.000000 0.000000 0.000000 105\n", " 17 0.000000 0.000000 0.000000 75\n", " 18 0.000000 0.000000 0.000000 70\n", " 19 0.917249 0.965970 0.940979 12783\n", " 20 0.862762 0.852556 0.857629 2367\n", "\n", "avg / total 0.852954 0.889825 0.870837 16147\n", "\n", "Classification report for turbine 23, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.017857 0.021505 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 0.000000 0.000000 0.000000 67\n", " 15 0.016129 0.029851 0.020942 67\n", " 16 0.040000 0.090909 0.055556 66\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 63\n", " 19 0.959789 0.938009 0.948774 15115\n", " 20 0.643357 0.691729 0.666667 399\n", "\n", "avg / total 0.914762 0.895770 0.905072 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 0.991546 0.943432 0.966890 15415\n", " 20 0.844880 0.766393 0.803725 732\n", "\n", "avg / total 0.984897 0.935406 0.959494 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.983038 0.988893 0.985957 14945\n", " 20 0.850854 0.787854 0.818143 1202\n", "\n", "avg / total 0.973198 0.973927 0.973465 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.985928 0.990908 0.988412 11879\n", " 20 0.974335 0.960637 0.967437 4268\n", "\n", "avg / total 0.982864 0.982907 0.982868 16147\n", "\n", "Classification report for turbine 23, turbine category 6.0\n", " precision recall f1-score support\n", "\n", " 19 0.982093 0.991002 0.986528 13559\n", " 20 0.950507 0.905332 0.927370 2588\n", "\n", "avg / total 0.977031 0.977271 0.977046 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 0.985030 0.993035 0.989016 15505\n", " 20 0.517442 0.797015 0.627497 335\n", "\n", "avg / total 0.956601 0.970087 0.962712 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, 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 0.994720 0.989945 0.992327 15415\n", " 20 0.856192 0.878415 0.867161 732\n", "\n", "avg / total 0.988440 0.984889 0.986653 16147\n", "\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 0.983741 0.967615 0.975611 14945\n", " 20 0.807886 0.801165 0.804511 1202\n", "\n", "avg / total 0.970651 0.955224 0.962875 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 0.982563 0.977187 0.979867 11879\n", " 20 0.972296 0.863402 0.914619 4268\n", "\n", "avg / total 0.979849 0.947111 0.962621 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 0.965131 0.985987 0.975448 13559\n", " 20 0.945642 0.813369 0.874533 2588\n", "\n", "avg / total 0.962008 0.958320 0.959273 16147\n", "\n", "Classification report for turbine 23, 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.995254 0.990237 0.992739 15672\n", " 20 0.798805 0.844211 0.820880 475\n", "\n", "avg / total 0.989475 0.985942 0.987684 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994976 0.989296 0.992128 15415\n", " 20 0.837388 0.893443 0.864508 732\n", "\n", "avg / total 0.987832 0.984951 0.986343 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.982755 0.987621 0.985182 14945\n", " 20 0.835993 0.784526 0.809442 1202\n", "\n", "avg / total 0.971830 0.972503 0.972100 16147\n", "\n", "Classification report for turbine 23, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 19 0.985900 0.988888 0.987392 11879\n", " 20 0.968809 0.960637 0.964706 4268\n", "\n", "avg / total 0.981383 0.981421 0.981395 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 0.950726 0.990720 0.970311 13146\n", " 20 0.942402 0.898364 0.919856 2568\n", "\n", "avg / total 0.923908 0.949464 0.936267 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 0.995121 0.989025 0.992063 15672\n", " 20 0.800000 0.833684 0.816495 475\n", "\n", "avg / total 0.989381 0.984455 0.986899 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 0.058824 0.009346 0.016129 107\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 107\n", " 15 0.125000 0.009259 0.017241 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 0.939633 0.988602 0.963496 14564\n", " 20 0.832232 0.887324 0.858896 710\n", "\n", "avg / total 0.885335 0.930823 0.907027 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.983283 0.987889 0.985581 14945\n", " 20 0.840106 0.791181 0.814910 1202\n", "\n", "avg / total 0.972625 0.973246 0.972876 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 0.970923 0.990596 0.980661 11697\n", " 20 0.948255 0.960798 0.954486 4158\n", "\n", "avg / total 0.947528 0.965009 0.956186 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.980435 0.986798 0.983607 13559\n", " 20 0.951372 0.884467 0.916700 2588\n", "\n", "avg / total 0.975777 0.970397 0.972883 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 0.996401 0.989344 0.992860 15672\n", " 20 0.784240 0.880000 0.829365 475\n", "\n", "avg / total 0.990160 0.986127 0.988051 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.993691 0.991177 0.992433 15415\n", " 20 0.859482 0.860656 0.860068 732\n", "\n", "avg / total 0.987607 0.985260 0.986432 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.572464 0.293680 0.388206 538\n", " 11 0.005076 0.008333 0.006309 240\n", " 12 0.052632 0.068750 0.059621 160\n", " 13 0.009804 0.022388 0.013636 134\n", " 14 0.013636 0.025862 0.017857 116\n", " 15 0.000000 0.000000 0.000000 91\n", " 16 0.015707 0.037037 0.022059 81\n", " 17 0.007143 0.034483 0.011834 58\n", " 18 0.000000 0.000000 0.000000 52\n", " 19 0.928226 0.881207 0.904106 13957\n", " 20 0.465753 0.472222 0.468966 720\n", "\n", "avg / total 0.843055 0.794017 0.816408 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 5\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.008065 0.029412 0.012658 34\n", " 13 0.007246 0.029412 0.011628 34\n", " 14 0.011364 0.031250 0.016667 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 0.000000 0.000000 0.000000 25\n", " 19 0.950026 0.936652 0.943292 11650\n", " 20 0.957872 0.527908 0.680677 4264\n", "\n", "avg / total 0.938444 0.815384 0.860415 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 0.003289 0.047619 0.006154 21\n", " 19 0.965223 0.914483 0.939168 13354\n", " 20 0.927846 0.672087 0.779524 2583\n", "\n", "avg / total 0.946695 0.863876 0.901424 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 0.000000 0.000000 0.000000 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 0.978796 0.953306 0.965883 15398\n", " 20 0.756381 0.705628 0.730123 462\n", "\n", "avg / total 0.955035 0.929275 0.941969 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 0.993402 0.947454 0.969884 15415\n", " 20 0.824588 0.751366 0.786276 732\n", "\n", "avg / total 0.985749 0.938564 0.961561 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 0.000000 0.000000 0.000000 31\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.966640 0.973925 0.970269 14727\n", " 20 0.700993 0.545894 0.613797 1035\n", "\n", "avg / total 0.926564 0.923267 0.924285 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.945155 0.469005 0.626920 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 0.003135 0.041667 0.005831 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 0.944094 0.907672 0.925525 11535\n", " 20 0.373407 0.795475 0.508239 1105\n", "\n", "avg / total 0.893568 0.798972 0.824357 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.006196 0.113636 0.011751 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 0.071429 0.043478 0.054054 23\n", " 19 0.962613 0.952897 0.957731 13375\n", " 20 0.883365 0.544811 0.673961 2544\n", "\n", "avg / total 0.936654 0.875519 0.899608 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.992799 0.967713 0.980096 15672\n", " 20 0.749373 0.629474 0.684211 475\n", "\n", "avg / total 0.985638 0.957763 0.971392 16147\n", "\n", "Classification report for turbine 23, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.086758 0.107955 219\n", " 11 0.000000 0.000000 0.000000 287\n", " 12 0.034483 0.006969 0.011594 287\n", " 13 0.000000 0.000000 0.000000 286\n", " 14 0.000000 0.000000 0.000000 287\n", " 15 0.000000 0.000000 0.000000 286\n", " 16 0.000000 0.000000 0.000000 287\n", " 17 0.055556 0.003472 0.006536 288\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.847914 0.973945 0.906570 13126\n", " 20 0.508741 0.573964 0.539388 507\n", "\n", "avg / total 0.708790 0.811110 0.755680 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982058 0.981532 0.981795 14945\n", " 20 0.823165 0.774542 0.798114 1202\n", "\n", "avg / total 0.970230 0.966124 0.968122 16147\n", "\n", "Classification report for turbine 23, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.020000 0.016129 0.017857 62\n", " 11 0.000000 0.000000 0.000000 102\n", " 12 0.043478 0.027778 0.033898 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 0.917259 0.979404 0.947313 11070\n", " 20 0.958273 0.947984 0.953101 4191\n", "\n", "avg / total 0.877941 0.917756 0.897131 16147\n", "\n", "Classification report for turbine 23, 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 0.975260 0.968139 0.971687 13559\n", " 20 0.948967 0.869397 0.907441 2588\n", "\n", "avg / total 0.971046 0.952313 0.961389 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 0.066667 0.027778 0.039216 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.035714 0.027778 0.031250 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 34\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975483 0.977448 0.976465 15387\n", " 20 0.794760 0.774468 0.784483 470\n", "\n", "avg / total 0.952931 0.954109 0.953497 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 0.991109 0.976257 0.983627 15415\n", " 20 0.848703 0.804645 0.826087 732\n", "\n", "avg / total 0.984653 0.968477 0.976485 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.122807 0.333333 0.179487 21\n", " 11 0.026578 0.067227 0.038095 119\n", " 12 0.037037 0.045045 0.040650 111\n", " 13 0.000000 0.000000 0.000000 115\n", " 14 0.000000 0.000000 0.000000 113\n", " 15 0.000000 0.000000 0.000000 118\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.000000 0.000000 0.000000 110\n", " 18 0.000000 0.000000 0.000000 119\n", " 19 0.922374 0.894013 0.907972 14115\n", " 20 0.641125 0.600909 0.620366 1100\n", "\n", "avg / total 0.850585 0.823682 0.836765 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 0.010101 0.032258 0.015385 31\n", " 13 0.000000 0.000000 0.000000 23\n", " 14 0.000000 0.000000 0.000000 25\n", " 15 0.000000 0.000000 0.000000 19\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.000000 0.000000 0.000000 26\n", " 18 0.000000 0.000000 0.000000 25\n", " 19 0.965864 0.945425 0.955535 11672\n", " 20 0.962323 0.874531 0.916329 4264\n", "\n", "avg / total 0.952327 0.914411 0.932725 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.062500 0.058824 16\n", " 11 0.011364 0.011236 0.011299 89\n", " 12 0.011905 0.025974 0.016327 77\n", " 13 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 81\n", " 19 0.937925 0.927125 0.932494 12940\n", " 20 0.941126 0.850215 0.893363 2557\n", "\n", "avg / total 0.900850 0.877872 0.888958 16147\n", "\n", "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.055556 0.076923 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 0.000000 0.000000 0.000000 93\n", " 15 0.000000 0.000000 0.000000 97\n", " 16 0.000000 0.000000 0.000000 101\n", " 17 0.013514 0.009615 0.011236 104\n", " 18 0.018519 0.009804 0.012821 102\n", " 19 0.945168 0.954686 0.949903 14896\n", " 20 0.736383 0.766440 0.751111 441\n", "\n", "avg / total 0.892396 0.901839 0.897062 16147\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.071429 0.058824 14\n", " 11 0.000000 0.000000 0.000000 71\n", " 12 0.027397 0.028169 0.027778 71\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 71\n", " 16 0.000000 0.000000 0.000000 71\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.009804 0.013889 0.011494 72\n", " 19 0.957000 0.941806 0.949342 14864\n", " 20 0.821530 0.832138 0.826800 697\n", "\n", "avg / total 0.916629 0.903140 0.909824 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.983610 0.987822 0.985711 14945\n", " 20 0.840070 0.795341 0.817094 1202\n", "\n", "avg / total 0.972925 0.973494 0.973159 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.986751 0.990572 0.988657 11879\n", " 20 0.973472 0.962980 0.968198 4268\n", "\n", "avg / total 0.983241 0.983279 0.983249 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.981096 0.991371 0.986207 13559\n", " 20 0.952167 0.899923 0.925308 2588\n", "\n", "avg / total 0.976460 0.976714 0.976446 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995394 0.992790 0.994090 15672\n", " 20 0.781008 0.848421 0.813320 475\n", "\n", "avg / total 0.989087 0.988543 0.988772 16147\n", "\n", "Classification report for turbine 23, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994086 0.992215 0.993150 15415\n", " 20 0.842313 0.875683 0.858674 732\n", "\n", "avg / total 0.987205 0.986933 0.987053 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.983322 0.990231 0.986764 14945\n", " 20 0.866910 0.791181 0.827316 1202\n", "\n", "avg / total 0.974656 0.975413 0.974895 16147\n", "\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.986089 0.990572 0.988325 11879\n", " 20 0.973422 0.961106 0.967225 4268\n", "\n", "avg / total 0.982741 0.982783 0.982748 16147\n", "\n", "Classification report for turbine 23, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.981245 0.991666 0.986428 13559\n", " 20 0.953764 0.900696 0.926471 2588\n", "\n", "avg / total 0.976840 0.977086 0.976818 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 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 0.981751 0.991977 0.986837 15456\n", " 20 0.745283 0.853132 0.795569 463\n", "\n", "avg / total 0.961108 0.973989 0.967419 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", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.993625 0.990918 0.992270 15415\n", " 20 0.850806 0.864754 0.857724 732\n", "\n", "avg / total 0.987151 0.985198 0.986170 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.974814 0.993598 0.984116 16244\n", " 20 0.892673 0.674727 0.768547 1282\n", "\n", "avg / total 0.968806 0.970273 0.968348 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 0.940326 0.993008 0.965949 11727\n", " 20 0.955659 0.889573 0.921433 5524\n", "\n", "avg / total 0.930404 0.944825 0.936761 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", " 19 0.920296 0.938105 0.929115 7545\n", " 20 0.983215 0.933173 0.957541 9981\n", "\n", "avg / total 0.956129 0.935296 0.945304 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", " 19 0.994546 0.982707 0.988591 16885\n", " 20 0.862559 0.851794 0.857143 641\n", "\n", "avg / total 0.989718 0.977919 0.983783 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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.996810 0.989767 0.993276 16418\n", " 20 0.930912 0.948556 0.939651 1108\n", "\n", "avg / total 0.992644 0.987162 0.989886 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.975508 0.980793 0.978143 16244\n", " 20 0.738693 0.687988 0.712439 1282\n", "\n", "avg / total 0.958186 0.959375 0.958708 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.951840 0.991052 0.971050 11846\n", " 20 0.979584 0.895423 0.935614 5680\n", "\n", "avg / total 0.960832 0.960059 0.959566 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.911054 0.989662 0.948733 7545\n", " 20 0.991640 0.926961 0.958210 9981\n", "\n", "avg / total 0.956947 0.953954 0.954130 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.995020 0.993900 0.994459 16885\n", " 20 0.843939 0.868955 0.856264 641\n", "\n", "avg / total 0.989494 0.989330 0.989405 17526\n", "\n", "Classification report for turbine 24, turbine category 3.0\n", " precision recall f1-score support\n", "\n", " 19 0.995543 0.993117 0.994329 16418\n", " 20 0.901568 0.934116 0.917553 1108\n", "\n", "avg / total 0.989602 0.989387 0.989475 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.973903 0.980978 0.977427 16244\n", " 20 0.734536 0.666927 0.699101 1282\n", "\n", "avg / total 0.956394 0.958005 0.957068 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.941761 0.992402 0.966419 11846\n", " 20 0.982153 0.872007 0.923809 5680\n", "\n", "avg / total 0.954852 0.953384 0.952609 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.935516 0.992180 0.963015 7545\n", " 20 0.993805 0.948302 0.970520 9981\n", "\n", "avg / total 0.968712 0.967192 0.967289 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995374 0.993900 0.994636 16885\n", " 20 0.845345 0.878315 0.861515 641\n", "\n", "avg / total 0.989886 0.989672 0.989767 17526\n", "\n", "Classification report for turbine 24, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.995224 0.989950 0.992580 16418\n", " 20 0.861925 0.929603 0.894485 1108\n", "\n", "avg / total 0.986797 0.986135 0.986378 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.030120 0.053763 166\n", " 11 0.000000 0.000000 0.000000 168\n", " 12 0.000000 0.000000 0.000000 151\n", " 13 0.000000 0.000000 0.000000 145\n", " 14 0.000000 0.000000 0.000000 157\n", " 15 0.000000 0.000000 0.000000 153\n", " 16 0.014493 0.006757 0.009217 148\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.500000 0.006803 0.013423 147\n", " 19 0.898971 0.981430 0.938393 15132\n", " 20 0.676471 0.521182 0.588759 1015\n", "\n", "avg / total 0.822035 0.877953 0.845008 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.641026 0.016202 0.031606 4629\n", " 11 0.000000 0.000000 0.000000 194\n", " 12 0.000000 0.000000 0.000000 188\n", " 13 0.000000 0.000000 0.000000 174\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 181\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 171\n", " 18 0.000000 0.000000 0.000000 188\n", " 19 0.777861 0.966938 0.862154 9709\n", " 20 0.311928 0.905889 0.464064 1732\n", "\n", "avg / total 0.631052 0.629465 0.531822 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.991021 0.530844 0.691359 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 0.047619 0.035714 0.040816 28\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.581543 0.952888 0.722281 3948\n", " 20 0.041374 0.666667 0.077913 168\n", "\n", "avg / total 0.872110 0.617825 0.680202 17526\n", "\n", "Classification report for turbine 24, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.010917 0.057471 0.018349 87\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 143\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.014815 0.015152 0.014981 132\n", " 19 0.932366 0.941634 0.936977 15694\n", " 20 0.679707 0.468803 0.554890 593\n", "\n", "avg / total 0.858069 0.859466 0.858013 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 0.993792 0.945852 0.969230 16418\n", " 20 0.901454 0.503610 0.646207 1108\n", "\n", "avg / total 0.987955 0.917893 0.948808 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965415 0.979500 0.972406 16244\n", " 20 0.744612 0.539002 0.625339 1282\n", "\n", "avg / total 0.949263 0.947278 0.947019 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 26\n", " 11 0.032258 0.016949 0.022222 59\n", " 12 0.000000 0.000000 0.000000 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 0.937432 0.983717 0.960017 11423\n", " 20 0.962989 0.746436 0.840996 5612\n", "\n", "avg / total 0.919462 0.880235 0.895085 17526\n", "\n", "Classification report for turbine 24, turbine category 6.0\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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.938288 0.947117 0.942682 7545\n", " 20 0.991349 0.952911 0.971750 9981\n", "\n", "avg / total 0.968506 0.950417 0.959236 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 0.978397 0.974048 0.976218 16646\n", " 20 0.726248 0.774914 0.749792 582\n", "\n", "avg / total 0.953388 0.950873 0.952100 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.000000 0.000000 0.000000 68\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 0.959983 0.979336 0.969563 15873\n", " 20 0.896289 0.881197 0.888679 1069\n", "\n", "avg / total 0.924109 0.940717 0.932322 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.972121 0.983132 0.977595 16244\n", " 20 0.750455 0.642746 0.692437 1282\n", "\n", "avg / total 0.955906 0.958233 0.956737 17526\n", "\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.948273 0.991980 0.969634 11846\n", " 20 0.981496 0.887148 0.931940 5680\n", "\n", "avg / total 0.959040 0.958005 0.957418 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 0.780730 0.988629 0.872466 6508\n", " 20 0.980829 0.922228 0.950626 9875\n", "\n", "avg / total 0.842559 0.886740 0.859605 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 0.017544 0.031250 0.022472 32\n", " 12 0.000000 0.000000 0.000000 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 0.982272 0.970662 0.976433 16668\n", " 20 0.791541 0.867550 0.827804 604\n", "\n", "avg / total 0.961495 0.953098 0.957200 17526\n", "\n", "Classification report for turbine 24, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 10 0.060606 0.200000 0.093023 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 0.047619 0.027778 0.035088 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 0.979781 0.980266 0.980024 16165\n", " 20 0.890639 0.897292 0.893953 1071\n", "\n", "avg / total 0.958254 0.959146 0.958673 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.568862 0.310458 0.401691 306\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.060870 0.118644 0.080460 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 0.933012 0.969726 0.951015 15756\n", " 20 0.772021 0.413124 0.538230 1082\n", "\n", "avg / total 0.896583 0.903115 0.895482 17526\n", "\n", "Classification report for turbine 24, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.012121 0.010101 0.011019 792\n", " 11 0.066667 0.021053 0.032000 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 0.015152 0.010309 0.012270 97\n", " 17 0.000000 0.000000 0.000000 99\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.926636 0.959157 0.942616 11483\n", " 20 0.789264 0.791722 0.790491 4494\n", "\n", "avg / total 0.810505 0.832078 0.821037 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 0.917940 0.923658 0.920790 7545\n", " 20 0.984119 0.807134 0.886883 9981\n", "\n", "avg / total 0.955629 0.857298 0.901480 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 37\n", " 11 0.000000 0.000000 0.000000 98\n", " 12 0.000000 0.000000 0.000000 98\n", " 13 0.011236 0.010870 0.011050 92\n", " 14 0.016129 0.010000 0.012346 100\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.050000 0.020408 0.028986 98\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.000000 0.000000 0.000000 95\n", " 19 0.949406 0.959812 0.954580 16149\n", " 20 0.736041 0.760490 0.748065 572\n", "\n", "avg / total 0.899265 0.909449 0.904285 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 515\n", " 11 0.006757 0.001783 0.002821 561\n", " 12 0.062937 0.016854 0.026588 534\n", " 13 0.015873 0.005597 0.008276 536\n", " 14 0.000000 0.000000 0.000000 496\n", " 15 0.016667 0.002008 0.003584 498\n", " 16 0.027523 0.005988 0.009836 501\n", " 17 0.236842 0.035785 0.062176 503\n", " 18 0.046875 0.005976 0.010601 502\n", " 19 0.746842 0.951399 0.836801 12366\n", " 20 0.430524 0.735409 0.543103 514\n", "\n", "avg / total 0.551603 0.695025 0.609983 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.968976 0.982517 0.975699 16244\n", " 20 0.730806 0.601404 0.659820 1282\n", "\n", "avg / total 0.951554 0.954639 0.952593 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.949879 0.993500 0.971200 11846\n", " 20 0.985008 0.890669 0.935466 5680\n", "\n", "avg / total 0.961264 0.960173 0.959619 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.918485 0.993108 0.954340 7545\n", " 20 0.994449 0.933373 0.962944 9981\n", "\n", "avg / total 0.961746 0.959089 0.959240 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.994551 0.994551 0.994551 16885\n", " 20 0.856474 0.856474 0.856474 641\n", "\n", "avg / total 0.989501 0.989501 0.989501 17526\n", "\n", "Classification report for turbine 24, turbine category 9.0\n", " precision recall f1-score support\n", "\n", " 19 0.996090 0.993178 0.994632 16418\n", " 20 0.903114 0.942238 0.922261 1108\n", "\n", "avg / total 0.990212 0.989958 0.990057 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.200351 0.469136 0.280788 243\n", " 11 0.000000 0.000000 0.000000 149\n", " 12 0.000000 0.000000 0.000000 146\n", " 13 0.012097 0.020270 0.015152 148\n", " 14 0.031915 0.019868 0.024490 151\n", " 15 0.000000 0.000000 0.000000 155\n", " 16 0.008547 0.012903 0.010283 155\n", " 17 0.015464 0.018987 0.017045 158\n", " 18 0.004274 0.006993 0.005305 143\n", " 19 0.884019 0.882716 0.883367 14921\n", " 20 0.667808 0.337079 0.448018 1157\n", "\n", "avg / total 0.800113 0.780954 0.786163 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.001390 0.120000 0.002747 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 0.000000 0.000000 0.000000 97\n", " 16 0.020690 0.032609 0.025316 92\n", " 17 0.000000 0.000000 0.000000 96\n", " 18 0.013245 0.024390 0.017167 82\n", " 19 0.876235 0.884282 0.880240 11433\n", " 20 0.908612 0.454477 0.605893 5316\n", "\n", "avg / total 0.847381 0.715166 0.758218 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.029981 0.227941 0.052991 136\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.020833 0.040000 0.027397 100\n", " 13 0.000000 0.000000 0.000000 95\n", " 14 0.037037 0.023810 0.028986 84\n", " 15 0.114286 0.047059 0.066667 85\n", " 16 0.042553 0.021053 0.028169 95\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.000000 0.000000 0.000000 66\n", " 19 0.862036 0.883298 0.872537 7095\n", " 20 0.952249 0.820777 0.881639 9597\n", "\n", "avg / total 0.871728 0.809483 0.837183 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 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 0.000000 0.000000 0.000000 28\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 33\n", " 18 0.013158 0.055556 0.021277 36\n", " 19 0.975753 0.900559 0.936649 16623\n", " 20 0.744954 0.644444 0.691064 630\n", "\n", "avg / total 0.952284 0.877439 0.913275 17526\n", "\n", "Classification report for turbine 24, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.024691 0.129032 0.041451 31\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 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 0.969584 0.930998 0.949899 15956\n", " 20 0.813627 0.843198 0.828149 963\n", "\n", "avg / total 0.927478 0.894157 0.910384 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.006702 0.012887 746\n", " 11 0.000000 0.000000 0.000000 333\n", " 12 0.010753 0.005291 0.007092 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 0.000000 0.000000 0.000000 183\n", " 17 0.000000 0.000000 0.000000 174\n", " 18 0.000000 0.000000 0.000000 169\n", " 19 0.868575 0.943542 0.904508 14471\n", " 20 0.371689 0.560606 0.447007 726\n", "\n", "avg / total 0.739779 0.802636 0.765983 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.052593 0.213018 0.084359 338\n", " 11 0.000000 0.000000 0.000000 64\n", " 12 0.222222 0.466667 0.301075 60\n", " 13 0.041667 0.063492 0.050314 63\n", " 14 0.036145 0.050847 0.042254 59\n", " 15 0.022222 0.015625 0.018349 64\n", " 16 0.000000 0.000000 0.000000 58\n", " 17 0.000000 0.000000 0.000000 61\n", " 18 0.000000 0.000000 0.000000 58\n", " 19 0.857535 0.928634 0.891669 11434\n", " 20 0.906152 0.548130 0.683071 5267\n", "\n", "avg / total 0.833907 0.776732 0.790055 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 0.872269 0.894235 0.883115 7545\n", " 20 0.993006 0.739705 0.847841 9981\n", "\n", "avg / total 0.941028 0.806231 0.863027 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 0.992603 0.937755 0.964400 16885\n", " 20 0.799611 0.641186 0.711688 641\n", "\n", "avg / total 0.985544 0.926909 0.955157 17526\n", "\n", "Classification report for turbine 24, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.436620 0.488189 0.460967 127\n", " 11 0.276190 0.268519 0.272300 108\n", " 12 0.000000 0.000000 0.000000 107\n", " 13 0.000000 0.000000 0.000000 106\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.018519 0.009524 0.012579 105\n", " 16 0.175000 0.132075 0.150538 106\n", " 17 0.000000 0.000000 0.000000 107\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.945830 0.976355 0.960850 15648\n", " 20 0.809133 0.767778 0.787913 900\n", "\n", "avg / total 0.892066 0.917209 0.904356 17526\n", "\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 0.231579 0.166667 0.193833 132\n", " 11 0.010753 0.005405 0.007194 185\n", " 12 0.000000 0.000000 0.000000 173\n", " 13 0.000000 0.000000 0.000000 157\n", " 14 0.000000 0.000000 0.000000 149\n", " 15 0.000000 0.000000 0.000000 140\n", " 16 0.008403 0.006803 0.007519 147\n", " 17 0.000000 0.000000 0.000000 143\n", " 18 0.035928 0.042553 0.038961 141\n", " 19 0.885838 0.929044 0.906927 14967\n", " 20 0.751309 0.481544 0.586912 1192\n", "\n", "avg / total 0.809812 0.827856 0.816335 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 92\n", " 11 0.000000 0.000000 0.000000 90\n", " 12 0.000000 0.000000 0.000000 83\n", " 13 0.000000 0.000000 0.000000 86\n", " 14 0.011494 0.011494 0.011494 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 0.000000 0.000000 0.000000 96\n", " 19 0.872597 0.957631 0.913139 11093\n", " 20 0.980802 0.818149 0.892123 5620\n", "\n", "avg / total 0.866874 0.868538 0.864098 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 0.935874 0.882041 0.908160 7545\n", " 20 0.990285 0.949805 0.969623 9981\n", "\n", "avg / total 0.966861 0.920632 0.943163 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 98\n", " 11 0.044444 0.056075 0.049587 107\n", " 12 0.004348 0.012195 0.006410 82\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.027523 0.041667 0.033149 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 71\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 71\n", " 19 0.958004 0.938157 0.947977 16267\n", " 20 0.672205 0.821033 0.739203 542\n", "\n", "avg / total 0.910378 0.896725 0.903207 17526\n", "\n", "Classification report for turbine 24, turbine category 16.0\n", " precision recall f1-score support\n", "\n", " 10 0.057692 0.019108 0.028708 157\n", " 11 0.007407 0.009259 0.008230 108\n", " 12 0.000000 0.000000 0.000000 107\n", " 13 0.000000 0.000000 0.000000 107\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.010989 0.010309 0.010638 97\n", " 17 0.027027 0.027778 0.027397 108\n", " 18 0.020408 0.018692 0.019512 107\n", " 19 0.940109 0.943861 0.941981 15533\n", " 20 0.841556 0.898683 0.869182 987\n", "\n", "avg / total 0.881511 0.887710 0.884466 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.102564 0.111111 0.106667 36\n", " 11 0.006897 0.004587 0.005510 218\n", " 12 0.000000 0.000000 0.000000 202\n", " 13 0.042373 0.023474 0.030211 213\n", " 14 0.000000 0.000000 0.000000 218\n", " 15 0.000000 0.000000 0.000000 217\n", " 16 0.040650 0.045455 0.042918 220\n", " 17 0.000000 0.000000 0.000000 195\n", " 18 0.000000 0.000000 0.000000 186\n", " 19 0.877133 0.939658 0.907319 14716\n", " 20 0.723705 0.417195 0.529277 1105\n", "\n", "avg / total 0.783450 0.816444 0.796410 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 10\n", " 11 0.016129 0.016667 0.016393 60\n", " 12 0.046512 0.035088 0.040000 57\n", " 13 0.029126 0.049180 0.036585 61\n", " 14 0.082192 0.093750 0.087591 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 0.000000 0.000000 0.000000 63\n", " 19 0.943018 0.945067 0.944042 11505\n", " 20 0.945273 0.875386 0.908988 5505\n", "\n", "avg / total 0.916570 0.896040 0.905870 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 0.788149 0.913188 0.846074 7545\n", " 20 0.991768 0.808737 0.890949 9981\n", "\n", "avg / total 0.904109 0.853703 0.871630 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 0.000000 0.000000 0.000000 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 0.011364 0.034483 0.017094 29\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.977656 0.947603 0.962395 16623\n", " 20 0.818803 0.750784 0.783320 638\n", "\n", "avg / total 0.957110 0.926167 0.941353 17526\n", "\n", "Classification report for turbine 24, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.105263 0.129032 19\n", " 11 0.013158 0.009346 0.010929 107\n", " 12 0.017857 0.009346 0.012270 107\n", " 13 0.042857 0.030928 0.035928 97\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.000000 0.000000 0.000000 103\n", " 16 0.000000 0.000000 0.000000 103\n", " 17 0.000000 0.000000 0.000000 107\n", " 18 0.000000 0.000000 0.000000 106\n", " 19 0.948112 0.964656 0.956312 15646\n", " 20 0.814745 0.841797 0.828050 1024\n", "\n", "avg / total 0.894620 0.910761 0.902591 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.973887 0.994152 0.983915 16244\n", " 20 0.899364 0.662246 0.762803 1282\n", "\n", "avg / total 0.968436 0.969873 0.967741 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.948913 0.990967 0.969484 11846\n", " 20 0.979243 0.888732 0.931795 5680\n", "\n", "avg / total 0.958743 0.957834 0.957270 17526\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.907169 0.989529 0.946561 7545\n", " 20 0.991502 0.923455 0.956269 9981\n", "\n", "avg / total 0.955196 0.951900 0.952090 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.994846 0.994551 0.994699 16885\n", " 20 0.857585 0.864275 0.860917 641\n", "\n", "avg / total 0.989826 0.989787 0.989806 17526\n", "\n", "Classification report for turbine 24, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995240 0.993361 0.994300 16418\n", " 20 0.904302 0.929603 0.916778 1108\n", "\n", "avg / total 0.989491 0.989330 0.989399 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.973349 0.993782 0.983460 16244\n", " 20 0.892667 0.655226 0.755735 1282\n", "\n", "avg / total 0.967448 0.969017 0.966802 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.949111 0.991896 0.970032 11846\n", " 20 0.981345 0.889085 0.932939 5680\n", "\n", "avg / total 0.959558 0.958576 0.958011 17526\n", "\n", "Classification report for turbine 24, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.900193 0.990987 0.943411 7545\n", " 20 0.992625 0.916942 0.953284 9981\n", "\n", "avg / total 0.952832 0.948819 0.949033 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 0.981916 0.994416 0.988126 16654\n", " 20 0.834848 0.880192 0.856921 626\n", "\n", "avg / total 0.962881 0.976378 0.969570 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", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.994761 0.994518 0.994639 16418\n", " 20 0.951311 0.916968 0.933824 1108\n", "\n", "avg / total 0.992014 0.989615 0.990795 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.990741 0.989588 0.990164 16327\n", " 20 0.795673 0.814268 0.804863 813\n", "\n", "avg / total 0.981488 0.981272 0.981375 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.992982 0.991540 0.992260 15839\n", " 20 0.898792 0.914681 0.906667 1301\n", "\n", "avg / total 0.985832 0.985706 0.985763 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.973028 0.995458 0.984115 14750\n", " 20 0.967317 0.829707 0.893243 2390\n", "\n", "avg / total 0.972232 0.972345 0.971444 17140\n", "\n", "Classification report for turbine 25, turbine category 2.0\n", " precision recall f1-score support\n", "\n", " 19 0.988617 0.992250 0.990430 14967\n", " 20 0.945231 0.921307 0.933116 2173\n", "\n", "avg / total 0.983116 0.983256 0.983164 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 0.978836 0.993372 0.986050 15690\n", " 20 0.846343 0.912312 0.878090 1129\n", "\n", "avg / total 0.951777 0.969428 0.960472 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 0.988298 0.972500 0.980335 16327\n", " 20 0.705347 0.762608 0.732861 813\n", "\n", "avg / total 0.974877 0.962544 0.968597 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 0.977921 0.976663 0.977292 15555\n", " 20 0.652029 0.902394 0.757049 1086\n", "\n", "avg / total 0.928802 0.943524 0.934885 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 0.972447 0.961898 0.967144 14750\n", " 20 0.924324 0.787029 0.850169 2390\n", "\n", "avg / total 0.965737 0.937515 0.950833 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 0.000000 0.000000 0.000000 71\n", " 19 0.933369 0.979972 0.956103 14180\n", " 20 0.565005 0.840727 0.675826 1375\n", "\n", "avg / total 0.817506 0.878180 0.845204 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 0.993294 0.976026 0.984584 15934\n", " 20 0.907753 0.766998 0.831461 1206\n", "\n", "avg / total 0.987275 0.961319 0.973810 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.991534 0.989894 0.990713 16327\n", " 20 0.803571 0.830258 0.816697 813\n", "\n", "avg / total 0.982618 0.982322 0.982459 17140\n", "\n", "Classification report for turbine 25, turbine category 4.0\n", " precision recall f1-score support\n", "\n", " 19 0.993168 0.991287 0.992227 15839\n", " 20 0.896319 0.916987 0.906535 1301\n", "\n", "avg / total 0.985817 0.985648 0.985723 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 0.957645 0.993800 0.975387 14515\n", " 20 0.950409 0.830109 0.886195 2378\n", "\n", "avg / total 0.942840 0.956768 0.948957 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 0.000000 0.000000 0.000000 36\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 0.000000 0.000000 0.000000 36\n", " 19 0.968424 0.992168 0.980152 14683\n", " 20 0.945219 0.910227 0.927393 2161\n", "\n", "avg / total 0.948774 0.964702 0.956573 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 0.993932 0.976591 0.985185 15934\n", " 20 0.913007 0.913765 0.913386 1206\n", "\n", "avg / total 0.988238 0.972170 0.980133 17140\n", "\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 0.990542 0.968580 0.979438 16327\n", " 20 0.791768 0.804428 0.798048 813\n", "\n", "avg / total 0.981113 0.960793 0.970834 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.010870 0.019417 92\n", " 11 0.000000 0.000000 0.000000 96\n", " 12 0.000000 0.000000 0.000000 85\n", " 13 0.022222 0.010101 0.013889 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 0.958347 0.977932 0.968040 15316\n", " 20 0.711905 0.885489 0.789265 1013\n", "\n", "avg / total 0.899053 0.926313 0.911855 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 0.960072 0.973220 0.966602 14750\n", " 20 0.952508 0.746862 0.837242 2390\n", "\n", "avg / total 0.959017 0.941657 0.948564 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.058824 0.131579 0.081301 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 0.967772 0.975749 0.971745 14680\n", " 20 0.924349 0.864574 0.893462 2134\n", "\n", "avg / total 0.944090 0.943641 0.943696 17140\n", "\n", "Classification report for turbine 25, turbine category 5.0\n", " precision recall f1-score support\n", "\n", " 10 0.012739 0.025316 0.016949 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 0.038462 0.013889 0.020408 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 71\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.962731 0.976567 0.969600 15448\n", " 20 0.748134 0.770413 0.759110 1041\n", "\n", "avg / total 0.913352 0.927130 0.920153 17140\n", "\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 0.989601 0.973357 0.981412 16327\n", " 20 0.761322 0.765068 0.763190 813\n", "\n", "avg / total 0.978773 0.963477 0.971061 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 0.990680 0.986552 0.988612 15839\n", " 20 0.898585 0.878555 0.888457 1301\n", "\n", "avg / total 0.983690 0.978355 0.981010 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.959953 0.991322 0.975385 14750\n", " 20 0.953425 0.728033 0.825623 2390\n", "\n", "avg / total 0.959042 0.954609 0.954502 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.959706 0.990635 0.974925 14522\n", " 20 0.933940 0.919849 0.926841 2121\n", "\n", "avg / total 0.928690 0.953151 0.940706 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 0.993491 0.986695 0.990082 15934\n", " 20 0.883965 0.909619 0.896608 1206\n", "\n", "avg / total 0.985785 0.981272 0.983505 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.990519 0.991793 0.991155 16327\n", " 20 0.830808 0.809348 0.819938 813\n", "\n", "avg / total 0.982943 0.983139 0.983034 17140\n", "\n", "Classification report for turbine 25, turbine category 7.0\n", " precision recall f1-score support\n", "\n", " 19 0.992546 0.992045 0.992296 15839\n", " 20 0.903743 0.909301 0.906513 1301\n", "\n", "avg / total 0.985806 0.985764 0.985784 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 0.960115 0.994808 0.977154 14446\n", " 20 0.894567 0.869351 0.881779 2235\n", "\n", "avg / total 0.925856 0.951809 0.938550 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 0.987793 0.978620 0.983185 14967\n", " 20 0.927445 0.676484 0.782331 2173\n", "\n", "avg / total 0.980142 0.940315 0.957721 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 0.988727 0.952240 0.970141 15934\n", " 20 0.880069 0.845771 0.862579 1206\n", "\n", "avg / total 0.981081 0.944749 0.962572 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 0.988998 0.842408 0.909837 16327\n", " 20 0.665924 0.367774 0.473851 813\n", "\n", "avg / total 0.973674 0.819895 0.889157 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 0.984283 0.893554 0.936726 15839\n", " 20 0.772152 0.468870 0.583453 1301\n", "\n", "avg / total 0.968181 0.861319 0.909911 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.004082 0.161290 0.007962 31\n", " 11 0.000000 0.000000 0.000000 99\n", " 12 0.006944 0.012346 0.008889 81\n", " 13 0.000000 0.000000 0.000000 92\n", " 14 0.022222 0.025316 0.023669 79\n", " 15 0.000000 0.000000 0.000000 90\n", " 16 0.014286 0.010989 0.012422 91\n", " 17 0.014493 0.010753 0.012346 93\n", " 18 0.027397 0.022472 0.024691 89\n", " 19 0.929703 0.919635 0.924642 14036\n", " 20 0.897727 0.368376 0.522393 2359\n", "\n", "avg / total 0.885332 0.804492 0.829516 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 0.005495 0.027778 0.009174 36\n", " 14 0.012658 0.027778 0.017391 36\n", " 15 0.007812 0.028571 0.012270 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 0.969571 0.932188 0.950512 14732\n", " 20 0.919704 0.763233 0.834194 2116\n", "\n", "avg / total 0.946951 0.895624 0.920040 17140\n", "\n", "Classification report for turbine 25, turbine category 8.0\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.234043 0.098655 47\n", " 11 0.000000 0.000000 0.000000 215\n", " 12 0.011765 0.004651 0.006667 215\n", " 13 0.009009 0.004673 0.006154 214\n", " 14 0.012346 0.004630 0.006734 216\n", " 15 0.029412 0.009390 0.014235 213\n", " 16 0.000000 0.000000 0.000000 215\n", " 17 0.037037 0.009524 0.015152 210\n", " 18 0.021277 0.004630 0.007605 216\n", " 19 0.887584 0.953797 0.919500 14263\n", " 20 0.798095 0.750896 0.773777 1116\n", "\n", "avg / total 0.792239 0.843699 0.816515 17140\n", "\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 0.989668 0.973847 0.981694 16327\n", " 20 0.785104 0.790898 0.787990 813\n", "\n", "avg / total 0.979965 0.965169 0.972506 17140\n", "\n", "Classification report for turbine 25, turbine category 9.0\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 0.990865 0.986110 0.988482 15839\n", " 20 0.915348 0.889316 0.902144 1301\n", "\n", "avg / total 0.985133 0.978763 0.981928 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 0.975172 0.987932 0.981511 14750\n", " 20 0.964355 0.837657 0.896552 2390\n", "\n", "avg / total 0.973664 0.966978 0.969664 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 0.976699 0.988981 0.982801 14792\n", " 20 0.900143 0.920272 0.910096 2057\n", "\n", "avg / total 0.950929 0.963944 0.957390 17140\n", "\n", "Classification report for turbine 25, turbine category 9.0\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 0.993024 0.982741 0.987856 15934\n", " 20 0.870204 0.883914 0.877005 1206\n", "\n", "avg / total 0.984382 0.975788 0.980056 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.278146 0.223404 0.247788 188\n", " 11 0.006897 0.006803 0.006849 147\n", " 12 0.000000 0.000000 0.000000 148\n", " 13 0.005747 0.006536 0.006116 153\n", " 14 0.019802 0.013986 0.016393 143\n", " 15 0.014286 0.013245 0.013746 151\n", " 16 0.014815 0.014815 0.014815 135\n", " 17 0.036585 0.041096 0.038710 146\n", " 18 0.025000 0.015267 0.018957 131\n", " 19 0.918937 0.923483 0.921204 15160\n", " 20 0.596992 0.622257 0.609363 638\n", "\n", "avg / total 0.839075 0.843349 0.841150 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.115942 0.032922 0.051282 243\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.009615 0.018182 0.012579 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 0.000000 0.000000 0.000000 55\n", " 19 0.963338 0.932956 0.947904 15378\n", " 20 0.692805 0.797209 0.741349 1075\n", "\n", "avg / total 0.909433 0.887573 0.897723 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 0.919682 0.933627 0.926602 14509\n", " 20 0.923825 0.477987 0.630008 2385\n", "\n", "avg / total 0.907059 0.856826 0.872033 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.004608 0.022727 0.007663 44\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 65\n", " 16 0.000000 0.000000 0.000000 62\n", " 17 0.000000 0.000000 0.000000 56\n", " 18 0.000000 0.000000 0.000000 68\n", " 19 0.953548 0.958097 0.955817 14462\n", " 20 0.931425 0.811001 0.867052 2127\n", "\n", "avg / total 0.920160 0.909102 0.914095 17140\n", "\n", "Classification report for turbine 25, turbine category 10.0\n", " precision recall f1-score support\n", "\n", " 10 0.703297 0.159204 0.259635 402\n", " 11 0.000000 0.000000 0.000000 214\n", " 12 0.000000 0.000000 0.000000 215\n", " 13 0.000000 0.000000 0.000000 215\n", " 14 0.000000 0.000000 0.000000 197\n", " 15 0.015152 0.005682 0.008264 176\n", " 16 0.023810 0.005587 0.009050 179\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 163\n", " 19 0.894115 0.960348 0.926049 14350\n", " 20 0.611684 0.838634 0.707402 849\n", "\n", "avg / total 0.795772 0.849417 0.816618 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 0.974541 0.988919 0.981678 16064\n", " 20 0.543750 0.764499 0.635500 569\n", "\n", "avg / total 0.931414 0.952217 0.941148 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.993610 0.971842 0.982605 15839\n", " 20 0.914122 0.736357 0.815666 1301\n", "\n", "avg / total 0.987576 0.953967 0.969934 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 0.939662 0.966354 0.952821 14504\n", " 20 0.932961 0.702862 0.801728 2376\n", "\n", "avg / total 0.924479 0.915169 0.917423 17140\n", "\n", "Classification report for turbine 25, turbine category 11.0\n", " precision recall f1-score support\n", "\n", " 10 0.272727 0.023529 0.043321 510\n", " 11 0.000000 0.000000 0.000000 191\n", " 12 0.000000 0.000000 0.000000 183\n", " 13 0.000000 0.000000 0.000000 167\n", " 14 0.000000 0.000000 0.000000 161\n", " 15 0.000000 0.000000 0.000000 154\n", " 16 0.083333 0.006993 0.012903 143\n", " 17 0.000000 0.000000 0.000000 154\n", " 18 0.000000 0.000000 0.000000 150\n", " 19 0.898761 0.985970 0.940348 13614\n", " 20 0.754927 0.872154 0.809317 1713\n", "\n", "avg / total 0.798129 0.871062 0.829183 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 0.000000 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 0.975417 0.976352 0.975884 15646\n", " 20 0.900870 0.861897 0.880952 1202\n", "\n", "avg / total 0.953571 0.951692 0.952601 17140\n", "\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 0.989758 0.952961 0.971011 16327\n", " 20 0.728538 0.772448 0.749851 813\n", "\n", "avg / total 0.977368 0.944399 0.960521 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 0.962923 0.977845 0.970327 15617\n", " 20 0.840607 0.695994 0.761495 1273\n", "\n", "avg / total 0.939794 0.942649 0.940664 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 0.000000 0.000000 0.000000 32\n", " 18 0.000000 0.000000 0.000000 33\n", " 19 0.934791 0.977613 0.955723 14473\n", " 20 0.924200 0.692469 0.791727 2377\n", "\n", "avg / total 0.917506 0.921529 0.916809 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 0.000000 0.000000 0.000000 69\n", " 15 0.000000 0.000000 0.000000 70\n", " 16 0.000000 0.000000 0.000000 69\n", " 17 0.000000 0.000000 0.000000 71\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.946817 0.975493 0.960941 14363\n", " 20 0.893181 0.898321 0.895744 2085\n", "\n", "avg / total 0.902066 0.926721 0.914214 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 0.992775 0.974520 0.983563 15934\n", " 20 0.868442 0.892206 0.880164 1206\n", "\n", "avg / total 0.984027 0.968728 0.976288 17140\n", "\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 19\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 124\n", " 13 0.006803 0.008197 0.007435 122\n", " 14 0.000000 0.000000 0.000000 129\n", " 15 0.005882 0.007812 0.006711 128\n", " 16 0.006211 0.007752 0.006897 129\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.003247 0.007937 0.004608 126\n", " 19 0.934868 0.907613 0.921039 15435\n", " 20 0.663280 0.648227 0.655667 705\n", "\n", "avg / total 0.869317 0.844224 0.856576 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 0.000000 0.000000 0.000000 66\n", " 14 0.000000 0.000000 0.000000 55\n", " 15 0.000000 0.000000 0.000000 53\n", " 16 0.006061 0.018182 0.009091 55\n", " 17 0.036585 0.050000 0.042254 60\n", " 18 0.010101 0.017241 0.012739 58\n", " 19 0.961988 0.948098 0.954992 15375\n", " 20 0.880772 0.816342 0.847334 1285\n", "\n", "avg / total 0.929141 0.911960 0.920397 17140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 0.012987 0.037037 0.019231 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 0.000000 0.000000 0.000000 31\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.918105 0.923670 0.920879 14516\n", " 20 0.939370 0.500000 0.652626 2386\n", "\n", "avg / total 0.908337 0.851925 0.870780 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.153846 0.142857 0.148148 14\n", " 11 0.009709 0.017857 0.012579 56\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.009346 0.015873 0.011765 63\n", " 14 0.000000 0.000000 0.000000 85\n", " 15 0.000000 0.000000 0.000000 97\n", " 16 0.000000 0.000000 0.000000 100\n", " 17 0.000000 0.000000 0.000000 97\n", " 18 0.000000 0.000000 0.000000 97\n", " 19 0.945774 0.940051 0.942904 14379\n", " 20 0.912782 0.870459 0.891118 2092\n", "\n", "avg / total 0.905024 0.895099 0.899986 17140\n", "\n", "Classification report for turbine 25, turbine category 18.0\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.083333 0.086957 12\n", " 11 0.000000 0.000000 0.000000 71\n", " 12 0.035211 0.069444 0.046729 72\n", " 13 0.000000 0.000000 0.000000 60\n", " 14 0.021053 0.042553 0.028169 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 0.000000 0.000000 0.000000 36\n", " 19 0.979485 0.944112 0.961474 15728\n", " 20 0.750668 0.837140 0.791549 1007\n", "\n", "avg / total 0.943167 0.915986 0.929106 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.991253 0.992589 0.991921 16327\n", " 20 0.847029 0.824108 0.835411 813\n", "\n", "avg / total 0.984412 0.984597 0.984497 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.992862 0.992361 0.992611 15839\n", " 20 0.907563 0.913144 0.910345 1301\n", "\n", "avg / total 0.986388 0.986348 0.986367 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.971003 0.994373 0.982549 14750\n", " 20 0.959214 0.816736 0.882260 2390\n", "\n", "avg / total 0.969359 0.969603 0.968565 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.989340 0.992116 0.990726 14967\n", " 20 0.944627 0.926369 0.935409 2173\n", "\n", "avg / total 0.983671 0.983781 0.983713 17140\n", "\n", "Classification report for turbine 25, turbine category 19.0\n", " precision recall f1-score support\n", "\n", " 19 0.995196 0.988013 0.991591 15934\n", " 20 0.855413 0.936982 0.894341 1206\n", "\n", "avg / total 0.985360 0.984422 0.984749 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.991712 0.989404 0.990557 16327\n", " 20 0.796710 0.833948 0.814904 813\n", "\n", "avg / total 0.982463 0.982030 0.982225 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.992116 0.993055 0.992585 15839\n", " 20 0.914463 0.903920 0.909161 1301\n", "\n", "avg / total 0.986221 0.986289 0.986253 17140\n", "\n", "Classification report for turbine 25, turbine category 20.0\n", " precision recall f1-score support\n", "\n", " 19 0.974694 0.994915 0.984701 14750\n", " 20 0.964012 0.840586 0.898078 2390\n", "\n", "avg / total 0.973205 0.973396 0.972622 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 0.909636 0.994391 0.950127 13727\n", " 20 0.791003 0.929515 0.854684 1816\n", "\n", "avg / total 0.812313 0.894866 0.851488 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 0.989775 0.959897 0.974607 15934\n", " 20 0.905959 0.806799 0.853509 1206\n", "\n", "avg / total 0.983878 0.949125 0.966087 17140\n", "\n", "------------------------------------------------------------------------\n" ] } ], "source": [ "# filter only data for turbine x\n", "for x in list1:\n", " dfx = df[(df[\"turbine_id\"] == x)].copy()\n", " # copying fault to new column (mins) (fault when turbine category id is y)\n", " for y in list2:\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", " # reset index\n", " dfx.reset_index(drop=True, inplace=True)\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", " # using previous value's row to evaluate time\n", " for i, e in enumerate(dfx[\"mins\"]):\n", " if e == 1:\n", " dfx.at[i, \"mins\"] = dfx.at[i - 1, \"mins\"] + 10\n", "\n", " # sort in ascending order\n", " dfx = dfx.sort_values(by=\"timestamp\")\n", " # reset index\n", " dfx.reset_index(drop=True, inplace=True)\n", " # convert to hours, then round to nearest hour\n", " dfx[\"hours\"] = dfx[\"mins\"].astype(np.int64)\n", " dfx[\"hours\"] = dfx[\"hours\"] / 60\n", " dfx[\"hours\"] = round(dfx[\"hours\"]).astype(np.int64)\n", "\n", " # > 48 hours - label as normal (9999)\n", " def f11(c):\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", " # filter out curtailment - curtailed when turbine is pitching outside\n", " # 0 deg <= normal <= 3.5 deg\n", " def f22(c):\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", " # filter unusual readings, i.e., for normal operation, power <= 0\n", " # in operating wind speeds, power > 100...\n", " # before cut-in, runtime < 600 and other downtime categories\n", " def f3(c):\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", " # round to 6 hour intervals\n", " def f4(c):\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", " # normal\n", " return 19\n", "\n", " dfx[\"hours6\"] = dfx.apply(f4, axis=1)\n", "\n", " # change label for unusual and curtailed data (20)\n", " def f5(c):\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", " # drop unnecessary columns\n", " dfx = dfx.drop(\"hours6\", axis=1)\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", " # list of columns to copy into new df\n", " list6 = features + classes\n", " df2 = dfx[list6].copy()\n", " # drop NaNs\n", " df2 = df2.dropna()\n", " X = df2[features]\n", " # normalise features to values b/w 0 and 1\n", " X = preprocessing.normalize(X)\n", " Y = df2[classes]\n", " # convert from pd dataframe to np array\n", " Y = Y.as_matrix()\n", " # cross validation using time series split\n", " tscv = TimeSeriesSplit(n_splits=5)\n", "\n", " dt = DecisionTreeClassifier(criterion=\"entropy\")\n", " for m, n in list5:\n", " Ym = Y[:, m]\n", " # looping for each cross validation fold\n", " for train_index, test_index in tscv.split(X):\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", " # fit to classifier and predict\n", " dt1 = dt.fit(Xt, Yt)\n", " Yp = dt1.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": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }